{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "title": "OmniOperand Autonomous AI Tool Definitions",
  "description": "Standardized tool definitions for all 442 deterministic calculators. Fully compatible with OpenAI Function Calling, Anthropic Claude Tool Use, and Model Context Protocol (MCP) clients.",
  "version": "2.0.0",
  "total_tools": 442,
  "tools": [
    {
      "name": "omni_octagon_solver",
      "description": "Exact 8-variable regular octagon solver with radical closed-form geometry and bidirectional inversion across all parameters.",
      "parameters": {
        "type": "object",
        "properties": {
          "driver": {
            "type": "string",
            "enum": [
              "side",
              "area",
              "perimeter",
              "apothem",
              "circumradius",
              "span",
              "short_diagonal",
              "long_diagonal"
            ],
            "default": "side"
          },
          "value": {
            "type": "number",
            "default": 10
          },
          "precision": {
            "type": "integer",
            "minimum": 2,
            "maximum": 14,
            "default": 6
          },
          "units": {
            "type": "string",
            "default": "units"
          }
        },
        "required": [
          "value"
        ]
      }
    },
    {
      "name": "omni_octagon",
      "description": "Regular Octagon 8-Variable Bidirectional Solver. Exact 8-variable regular octagon solver with radical closed-form geometry, Cartesian blueprints, and step-by-step proofs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "side": {
            "type": "number",
            "default": 10.0,
            "description": "Side Length (a) (units). Length of an outer regular edge"
          }
        },
        "required": [
          "side"
        ]
      }
    },
    {
      "name": "omni_regular_polygon",
      "description": "Universal Regular N-Sided Polygon Solver (3 to 1000 Sides). Arbitrary n-sided regular polygon solver calculating apothem, circumradius, area, perimeter, and internal angles. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "n": {
            "type": "number",
            "default": 8,
            "description": "Number of Sides (n) (sides). Number of polygon vertices"
          },
          "side": {
            "type": "number",
            "default": 10.0,
            "description": "Side Length (a) (units). Outer edge length"
          }
        },
        "required": [
          "n",
          "side"
        ]
      }
    },
    {
      "name": "omni_mortgage",
      "description": "Fixed-Rate Mortgage Payment & Amortization Calculator. Calculate exact monthly principal and interest, total loan interest, and early payoff acceleration for residential mortgages. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "loan_amount": {
            "type": "number",
            "default": 400000,
            "description": "Principal Loan Amount ($) ($). Mortgage amount borrowed"
          },
          "interest_rate_pct": {
            "type": "number",
            "default": 6.75,
            "description": "Annual Interest Rate (%) (%). Fixed annual interest rate"
          },
          "loan_term_years": {
            "type": "number",
            "default": 30,
            "description": "Loan Term (Years) (years). Repayment duration"
          }
        },
        "required": [
          "loan_amount",
          "interest_rate_pct"
        ]
      }
    },
    {
      "name": "omni_compound_interest",
      "description": "Compound Interest & Capital Growth Calculator. Calculate exponential future value, compound frequency yields, and recurring monthly contribution growth. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "principal": {
            "type": "number",
            "default": 25000,
            "description": "Initial Principal Investment ($) ($). Starting capital balance"
          },
          "annual_rate_pct": {
            "type": "number",
            "default": 8.5,
            "description": "Expected Annual Rate of Return (%) (%). Compounded annual growth rate"
          },
          "time_years": {
            "type": "number",
            "default": 20,
            "description": "Investment Horizon (Years) (years). Duration of compounding"
          },
          "monthly_contribution": {
            "type": "number",
            "default": 500,
            "description": "Monthly Contribution ($) ($/mo). Additional deposit added each month"
          }
        },
        "required": [
          "principal",
          "annual_rate_pct"
        ]
      }
    },
    {
      "name": "omni_cagr",
      "description": "Compound Annual Growth Rate (CAGR) Calculator. Calculate exact Compound Annual Growth Rate (CAGR) and annualized return across multi-year investment periods. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "beginning_value": {
            "type": "number",
            "default": 50000,
            "description": "Beginning Investment Value ($) ($). Initial value at start of period"
          },
          "ending_value": {
            "type": "number",
            "default": 175000,
            "description": "Ending Investment Value ($) ($). Value at end of period"
          },
          "years": {
            "type": "number",
            "default": 7.0,
            "description": "Investment Duration (Years) (years). Elapsed years"
          }
        },
        "required": [
          "beginning_value",
          "ending_value"
        ]
      }
    },
    {
      "name": "omni_refinance",
      "description": "Mortgage Refinance & Breakeven Calculator. Calculate monthly payment savings, lifetime interest reduction, and closing cost breakeven horizon when refinancing a home mortgage. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "balance": {
            "type": "number",
            "default": 350000,
            "description": "Remaining Balance (). Current outstanding mortgage loan balance"
          },
          "curr_rate": {
            "type": "number",
            "default": 6.875,
            "description": "Current Interest Rate (%) (%). Your current mortgage note rate"
          },
          "curr_term": {
            "type": "number",
            "default": 27,
            "description": "Remaining Years (yrs). Number of years left on existing mortgage"
          },
          "new_rate": {
            "type": "number",
            "default": 5.75,
            "description": "New Refinance Rate (%) (%). Offered new interest rate"
          },
          "new_term": {
            "type": "number",
            "default": 30,
            "description": "New Loan Term (Years) (yrs). Term of the new replacement mortgage"
          },
          "closing_costs": {
            "type": "number",
            "default": 5500,
            "description": "Total Closing Costs (). Origination, appraisal, title, and lender fees"
          }
        },
        "required": [
          "balance",
          "curr_rate"
        ]
      }
    },
    {
      "name": "omni_heloc",
      "description": "HELOC (Home Equity Line of Credit) Payment Calculator. Calculate interest-only draw period payments and fully amortizing repayment installments for a Home Equity Line of Credit. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "line_amount": {
            "type": "number",
            "default": 75000,
            "description": "Drawn HELOC Balance (). Amount drawn against home equity line"
          },
          "heloc_rate": {
            "type": "number",
            "default": 8.5,
            "description": "Variable Interest Rate (%) (%). Current annual variable percentage rate (APR)"
          },
          "draw_years": {
            "type": "number",
            "default": 10,
            "description": "Draw Period (Years) (yrs). Initial interest-only draw period"
          },
          "repay_years": {
            "type": "number",
            "default": 20,
            "description": "Repayment Period (Years) (yrs). Subsequent principal + interest repayment term"
          }
        },
        "required": [
          "line_amount",
          "heloc_rate"
        ]
      }
    },
    {
      "name": "omni_dti",
      "description": "Debt-to-Income (DTI) Ratio Calculator. Calculate front-end and back-end debt-to-income ratios and determine your maximum qualified home purchase price for mortgage underwriting. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_income": {
            "type": "number",
            "default": 110000,
            "description": "Gross Annual Income (). Pre-tax total annual household income"
          },
          "proposed_housing": {
            "type": "number",
            "default": 2400,
            "description": "Proposed Housing Payment (). Principal, interest, taxes, insurance (PITI) and HOA"
          },
          "auto_payments": {
            "type": "number",
            "default": 450,
            "description": "Monthly Auto Loans (). Total minimum car loan or lease payments"
          },
          "student_loans": {
            "type": "number",
            "default": 250,
            "description": "Monthly Student Loans (). Monthly student debt obligation"
          },
          "credit_cards": {
            "type": "number",
            "default": 150,
            "description": "Credit Card Minimums (). Sum of all minimum monthly revolving payments"
          }
        },
        "required": [
          "annual_income",
          "proposed_housing"
        ]
      }
    },
    {
      "name": "omni_ltv",
      "description": "Loan-to-Value (LTV) Ratio & PMI Calculator. Determine your exact Loan-to-Value (LTV) ratio, required private mortgage insurance (PMI) thresholds, and equity milestones. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "property_value": {
            "type": "number",
            "default": 450000,
            "description": "Appraised Home Value (). Fair market appraised valuation"
          },
          "mortgage_balance": {
            "type": "number",
            "default": 382500,
            "description": "Current Loan Balance (). Total outstanding mortgage principal"
          }
        },
        "required": [
          "property_value",
          "mortgage_balance"
        ]
      }
    },
    {
      "name": "omni_fha_loan",
      "description": "FHA Loan & Mortgage Insurance (MIP) Calculator. Calculate monthly FHA payments including upfront (UFMIP) and annual monthly mortgage insurance premiums with minimum 3.5% down payment. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "purchase_price": {
            "type": "number",
            "default": 320000,
            "description": "Home Purchase Price (). Agreed home purchase price"
          },
          "down_payment_pct": {
            "type": "number",
            "default": 3.5,
            "description": "Down Payment (%) (%). Minimum 3.5% down payment"
          },
          "interest_rate": {
            "type": "number",
            "default": 6.25,
            "description": "Interest Rate (%) (%). 30-year fixed FHA note rate"
          }
        },
        "required": [
          "purchase_price",
          "down_payment_pct"
        ]
      }
    },
    {
      "name": "omni_va_loan",
      "description": "VA Loan Payment & Funding Fee Calculator. Calculate 0% down VA home loan monthly payments, tiered VA funding fees, and total interest with zero monthly private mortgage insurance. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "purchase_price": {
            "type": "number",
            "default": 400000,
            "description": "Home Purchase Price (). Agreed purchase price"
          },
          "interest_rate": {
            "type": "number",
            "default": 6.125,
            "description": "Interest Rate (%) (%). 30-year fixed VA rate"
          },
          "down_payment": {
            "type": "number",
            "default": 0,
            "description": "Down Payment ($) (). Optional down payment (0% is standard)"
          },
          "service_type": {
            "type": "number",
            "default": 2.15,
            "description": "VA Funding Fee Tier (%). First-time use (2.15%), Subsequent (3.3%), or Exempt (0%)"
          }
        },
        "required": [
          "purchase_price",
          "interest_rate"
        ]
      }
    },
    {
      "name": "omni_reverse_mortgage",
      "description": "Reverse Mortgage (HECM) Calculator. Estimate Home Equity Conversion Mortgage (HECM) borrowing power, principal limits, and tenure monthly payout streams for homeowners 62+. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "home_value": {
            "type": "number",
            "default": 550000,
            "description": "Appraised Home Value (). Current fair market home value"
          },
          "youngest_age": {
            "type": "number",
            "default": 68,
            "description": "Age of Youngest Borrower (yrs). Must be at least 62 years old"
          },
          "existing_mortgage": {
            "type": "number",
            "default": 85000,
            "description": "Existing Mortgage Balance (). Must be paid off by reverse mortgage proceeds"
          }
        },
        "required": [
          "home_value",
          "youngest_age"
        ]
      }
    },
    {
      "name": "omni_personal_loan",
      "description": "Personal Loan & Debt Consolidation Calculator. Calculate fixed monthly installments, total interest, and consolidation savings for unsecured personal loans. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "loan_amount": {
            "type": "number",
            "default": 25000,
            "description": "Loan Amount (). Requested personal borrowing amount"
          },
          "interest_rate": {
            "type": "number",
            "default": 11.5,
            "description": "Interest Rate (%) (%). Fixed APR based on credit tier"
          },
          "term_months": {
            "type": "number",
            "default": 36,
            "description": "Loan Term (Months) (mo). Repayment duration"
          }
        },
        "required": [
          "loan_amount",
          "interest_rate"
        ]
      }
    },
    {
      "name": "omni_student_loan_refinance",
      "description": "Student Loan Refinancing Calculator. Calculate interest savings and monthly payment changes when refinancing federal or private student debt into lower private interest rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "balance": {
            "type": "number",
            "default": 65000,
            "description": "Student Loan Balance (). Total balance of student loans to refinance"
          },
          "curr_rate": {
            "type": "number",
            "default": 7.2,
            "description": "Current Weighted APR (%) (%). Average current interest rate"
          },
          "curr_term": {
            "type": "number",
            "default": 10,
            "description": "Remaining Term (Years) (yrs). Years remaining on standard plan"
          },
          "new_rate": {
            "type": "number",
            "default": 5.1,
            "description": "New Refinanced APR (%) (%). Offered private refi interest rate"
          },
          "new_term": {
            "type": "number",
            "default": 10,
            "description": "New Term (Years) (yrs). Target repayment term"
          }
        },
        "required": [
          "balance",
          "curr_rate"
        ]
      }
    },
    {
      "name": "omni_credit_card_payoff",
      "description": "Credit Card Payoff & Interest Snowball Calculator. Calculate exact debt-free payoff timelines, total compound interest charges, and monthly payment requirements for high-interest revolving credit. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cc_balance": {
            "type": "number",
            "default": 14000,
            "description": "Credit Card Balance (). Total balance on card"
          },
          "cc_apr": {
            "type": "number",
            "default": 24.5,
            "description": "Annual Percentage Rate (APR) (%). Revolving interest rate"
          },
          "monthly_pay": {
            "type": "number",
            "default": 500,
            "description": "Monthly Payment Plan (). Fixed monthly cash dedicated to card"
          }
        },
        "required": [
          "cc_balance",
          "cc_apr"
        ]
      }
    },
    {
      "name": "omni_boat_loan",
      "description": "Boat Loan Financing & Payment Calculator. Calculate marine loan monthly payments, required down payments (10-20%), and total financing costs for new and used boats and yachts. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "boat_price": {
            "type": "number",
            "default": 65000,
            "description": "Boat Purchase Price (). Agreed price of vessel"
          },
          "down_pct": {
            "type": "number",
            "default": 15,
            "description": "Down Payment (%) (%). 10-20% standard marine down payment"
          },
          "loan_rate": {
            "type": "number",
            "default": 7.99,
            "description": "Interest Rate (%) (%). Annual marine APR"
          },
          "loan_term_yrs": {
            "type": "number",
            "default": 15,
            "description": "Loan Term (Years) (yrs). Marine loan durations typically 10 to 20 years"
          }
        },
        "required": [
          "boat_price",
          "down_pct"
        ]
      }
    },
    {
      "name": "omni_rv_loan",
      "description": "RV Loan & Motorhome Financing Calculator. Calculate motorhome, travel trailer, and fifth-wheel monthly installments, sales tax adjustments, and loan amortization. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "rv_price": {
            "type": "number",
            "default": 85000,
            "description": "RV Purchase Price (). Price of motorhome or travel trailer"
          },
          "rv_down": {
            "type": "number",
            "default": 12000,
            "description": "Down Payment ($) (). Cash down payment"
          },
          "rv_rate": {
            "type": "number",
            "default": 7.49,
            "description": "Interest Rate (%) (%). RV financing APR"
          },
          "rv_term_yrs": {
            "type": "number",
            "default": 15,
            "description": "Loan Term (Years) (yrs). Loan duration (typically 10-20 years)"
          }
        },
        "required": [
          "rv_price",
          "rv_down"
        ]
      }
    },
    {
      "name": "omni_motorcycle_loan",
      "description": "Motorcycle Loan & Financing Calculator. Calculate monthly payments and total interest for new or used motorcycle financing. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "moto_price": {
            "type": "number",
            "default": 14500,
            "description": "Motorcycle Price (). Purchase price of bike"
          },
          "moto_down": {
            "type": "number",
            "default": 2000,
            "description": "Down Payment (). Cash down payment"
          },
          "moto_rate": {
            "type": "number",
            "default": 6.99,
            "description": "Interest Rate (%) (%). Powersports financing APR"
          },
          "moto_term": {
            "type": "number",
            "default": 48,
            "description": "Term (Months) (mo). Standard 36 to 60 month terms"
          }
        },
        "required": [
          "moto_price",
          "moto_down"
        ]
      }
    },
    {
      "name": "omni_solar_loan",
      "description": "Solar Loan & Energy Payoff Calculator. Calculate residential solar system financing, 30% Federal ITC tax credits, utility bill offsets, and net breakeven return on investment. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "system_cost": {
            "type": "number",
            "default": 28000,
            "description": "Gross Solar System Cost (). Total turnkey installation cost"
          },
          "monthly_electric": {
            "type": "number",
            "default": 220,
            "description": "Current Monthly Electric Bill (). Average pre-solar electric bill"
          },
          "solar_rate": {
            "type": "number",
            "default": 5.99,
            "description": "Solar Loan APR (%) (%). Solar financing interest rate"
          },
          "solar_term": {
            "type": "number",
            "default": 20,
            "description": "Solar Loan Term (Years) (yrs). Financing term"
          }
        },
        "required": [
          "system_cost",
          "monthly_electric"
        ]
      }
    },
    {
      "name": "omni_commercial_mortgage",
      "description": "Commercial Real Estate Mortgage Calculator. Calculate commercial mortgage monthly payments, balloon balances, and debt yields for multifamily, office, and retail properties. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "loan_amount": {
            "type": "number",
            "default": 2000000,
            "description": "Commercial Loan Amount (). Total CRE debt amount"
          },
          "interest_rate": {
            "type": "number",
            "default": 7.25,
            "description": "Interest Rate (%) (%). Fixed commercial interest rate"
          },
          "amort_years": {
            "type": "number",
            "default": 25,
            "description": "Amortization Schedule (Years) (yrs). Base payment amortization period (typically 20-30 yrs)"
          },
          "balloon_years": {
            "type": "number",
            "default": 10,
            "description": "Loan Maturity / Balloon Term (yrs). Time until full balloon payment is due"
          }
        },
        "required": [
          "loan_amount",
          "interest_rate"
        ]
      }
    },
    {
      "name": "omni_dscr_loan",
      "description": "DSCR (Debt Service Coverage Ratio) Calculator. Calculate Debt Service Coverage Ratio (DSCR) and qualify for real estate investor loans without personal income or tax returns. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_rent": {
            "type": "number",
            "default": 3500,
            "description": "Gross Monthly Rental Income (). Market rent supported by appraisal (Form 1007)"
          },
          "operating_expenses": {
            "type": "number",
            "default": 650,
            "description": "Monthly Expenses (Taxes, Ins, HOA) (). Property taxes, insurance, and HOA dues"
          },
          "monthly_pi": {
            "type": "number",
            "default": 2100,
            "description": "Monthly Principal & Interest (). Mortgage P&I payment"
          }
        },
        "required": [
          "monthly_rent",
          "operating_expenses"
        ]
      }
    },
    {
      "name": "omni_cap_rate",
      "description": "Cap Rate (Capitalization Rate) Calculator. Calculate commercial and residential real estate Capitalization Rates (Cap Rate) and valuation multiples from Net Operating Income. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "property_price": {
            "type": "number",
            "default": 850000,
            "description": "Property Purchase Price / Value (). Purchase price or current market value"
          },
          "gross_annual_rent": {
            "type": "number",
            "default": 96000,
            "description": "Gross Annual Rental Revenue (). Total scheduled annual rent"
          },
          "annual_operating_costs": {
            "type": "number",
            "default": 28000,
            "description": "Annual Operating Expenses (). Property taxes, insurance, repairs, vacancy, management"
          }
        },
        "required": [
          "property_price",
          "gross_annual_rent"
        ]
      }
    },
    {
      "name": "omni_rental_cash_flow",
      "description": "Rental Property Cash Flow & ROI Calculator. Calculate monthly net cash flow, Cash-on-Cash Return (CoC), and expense ratios for residential investment real estate. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_rent": {
            "type": "number",
            "default": 2800,
            "description": "Monthly Rental Income (). Gross rent collected"
          },
          "monthly_mortgage": {
            "type": "number",
            "default": 1450,
            "description": "Monthly Mortgage (P&I) (). Debt service payment"
          },
          "monthly_taxes_ins": {
            "type": "number",
            "default": 420,
            "description": "Monthly Taxes & Insurance (). Property tax and hazard insurance"
          },
          "capex_vacancy_pct": {
            "type": "number",
            "default": 15,
            "description": "CapEx, Maintenance & Vacancy (%) (%). Reserves for maintenance and downtime"
          },
          "total_cash_invested": {
            "type": "number",
            "default": 75000,
            "description": "Total Initial Cash Invested (). Down payment + closing costs + rehab"
          }
        },
        "required": [
          "monthly_rent",
          "monthly_mortgage"
        ]
      }
    },
    {
      "name": "omni_brrrr",
      "description": "BRRRR Real Estate Investment Calculator. Analyze Buy, Rehab, Rent, Refinance, Repeat (BRRRR) transactions. Calculate cash left in the deal and velocity of capital. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "purchase_price": {
            "type": "number",
            "default": 160000,
            "description": "Purchase Price (). Acquisition price"
          },
          "rehab_cost": {
            "type": "number",
            "default": 45000,
            "description": "Rehabilitation / Renovation Budget (). Total repair costs"
          },
          "arv": {
            "type": "number",
            "default": 280000,
            "description": "After-Repair Value (ARV) (). Appraised value post-renovation"
          },
          "refi_ltv": {
            "type": "number",
            "default": 75,
            "description": "Cash-Out Refi LTV (%) (%). Typically 75% LTV on cash-out refi"
          }
        },
        "required": [
          "purchase_price",
          "rehab_cost"
        ]
      }
    },
    {
      "name": "omni_hard_money_loan",
      "description": "Hard Money & Fix-and-Flip Loan Calculator. Calculate short-term bridge and hard money loan costs, origination points, interest reserves, and net flip profit margins. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "loan_amount": {
            "type": "number",
            "default": 220000,
            "description": "Hard Money Loan Amount (). Loan covering purchase and/or rehab"
          },
          "interest_rate": {
            "type": "number",
            "default": 11.5,
            "description": "Interest Rate (%) (%). Annual interest-only rate"
          },
          "origination_points": {
            "type": "number",
            "default": 2.0,
            "description": "Origination Points (%) (pts). Upfront points charged by lender"
          },
          "term_months": {
            "type": "number",
            "default": 6,
            "description": "Project Duration (Months) (mo). Months to complete rehab and sell"
          }
        },
        "required": [
          "loan_amount",
          "interest_rate"
        ]
      }
    },
    {
      "name": "omni_roth_ira_conversion",
      "description": "Roth IRA Conversion & Tax Optimizer. Calculate conversion income taxes, future tax-free growth advantages, and optimal tax bracket filling when converting Traditional IRAs to Roth. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "conversion_amount": {
            "type": "number",
            "default": 50000,
            "description": "Amount to Convert ($) (). Pre-tax IRA dollars converted to Roth"
          },
          "current_tax_rate": {
            "type": "number",
            "default": 24,
            "description": "Current Marginal Tax Rate (%) (%). Federal + state tax bracket today"
          },
          "future_tax_rate": {
            "type": "number",
            "default": 28,
            "description": "Expected Retirement Tax Rate (%) (%). Expected tax bracket in retirement"
          },
          "growth_years": {
            "type": "number",
            "default": 18,
            "description": "Years Until Retirement (yrs). Investment horizon"
          },
          "growth_rate": {
            "type": "number",
            "default": 7.5,
            "description": "Annual Investment Return (%) (%). Assumed annualized compound return"
          }
        },
        "required": [
          "conversion_amount",
          "current_tax_rate"
        ]
      }
    },
    {
      "name": "omni_traditional_vs_roth",
      "description": "Traditional vs Roth 401(k) / IRA Calculator. Compare pre-tax Traditional retirement savings against post-tax Roth contributions based on career income progression and tax brackets. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_contrib": {
            "type": "number",
            "default": 12000,
            "description": "Annual Contribution (). Annual investment amount"
          },
          "current_tax": {
            "type": "number",
            "default": 24,
            "description": "Current Tax Bracket (%) (%). Marginal tax bracket today"
          },
          "retirement_tax": {
            "type": "number",
            "default": 22,
            "description": "Retirement Tax Bracket (%) (%). Expected bracket when withdrawing"
          },
          "years_invested": {
            "type": "number",
            "default": 25,
            "description": "Years of Investing (yrs). Timeline until retirement"
          },
          "annual_return": {
            "type": "number",
            "default": 7.0,
            "description": "Annual Return (%) (%). Annual compound return"
          }
        },
        "required": [
          "annual_contrib",
          "current_tax"
        ]
      }
    },
    {
      "name": "omni_rmd",
      "description": "Required Minimum Distribution (RMD) Calculator. Calculate IRS mandatory annual withdrawals from Traditional IRA and 401(k) accounts using the IRS Uniform Lifetime Table. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "account_balance": {
            "type": "number",
            "default": 650000,
            "description": "Traditional IRA / 401(k) Balance (). Account balance on December 31 of prior year"
          },
          "owner_age": {
            "type": "number",
            "default": 75,
            "description": "Account Owner Age (yrs). Current age (RMD begins at age 73)"
          }
        },
        "required": [
          "account_balance",
          "owner_age"
        ]
      }
    },
    {
      "name": "omni_drip",
      "description": "Dividend Reinvestment (DRIP) Calculator. Simulate exponential compounding through automatic dividend reinvestment (DRIP), dividend growth rates, and recurring cash contributions. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "starting_principal": {
            "type": "number",
            "default": 25000,
            "description": "Initial Investment ($) (). Starting portfolio balance"
          },
          "dividend_yield": {
            "type": "number",
            "default": 4.2,
            "description": "Annual Dividend Yield (%) (%). Starting annual dividend yield"
          },
          "dividend_growth": {
            "type": "number",
            "default": 6.5,
            "description": "Annual Dividend Growth Rate (%) (%). Annual rate at which dividends increase"
          },
          "share_price_appreciation": {
            "type": "number",
            "default": 5.0,
            "description": "Annual Capital Appreciation (%) (%). Stock price annual appreciation"
          },
          "holding_years": {
            "type": "number",
            "default": 20,
            "description": "Investment Horizon (Years) (yrs). Years of compounding"
          }
        },
        "required": [
          "starting_principal",
          "dividend_yield"
        ]
      }
    },
    {
      "name": "omni_fire",
      "description": "FIRE Calculator (Financial Independence, Retire Early). Calculate your exact FIRE Number, Lean/Fat FIRE targets, and time to complete financial freedom using Trinity Study safe withdrawal rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_expenses": {
            "type": "number",
            "default": 60000,
            "description": "Annual Living Expenses (). Target retirement spending per year"
          },
          "current_net_worth": {
            "type": "number",
            "default": 180000,
            "description": "Current Invested Net Worth (). Current liquid investable assets"
          },
          "annual_savings": {
            "type": "number",
            "default": 35000,
            "description": "Annual Savings Contribution (). Total saved and invested per year"
          },
          "swr_pct": {
            "type": "number",
            "default": 4.0,
            "description": "Safe Withdrawal Rate (%) (%). 4% standard (Trinity study); 3.25%-3.5% for early retirees"
          },
          "real_return": {
            "type": "number",
            "default": 6.5,
            "description": "Inflation-Adjusted Real Return (%) (%). Real return after subtracting inflation"
          }
        },
        "required": [
          "annual_expenses",
          "current_net_worth"
        ]
      }
    },
    {
      "name": "omni_social_security",
      "description": "Social Security Benefit & Age Optimizer. Determine your optimal Social Security claiming age (62 vs 67 vs 70), breakeven life expectancy, and lifetime benefit maximization. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pia_amount": {
            "type": "number",
            "default": 2400,
            "description": "Full Retirement Primary Insurance (PIA) (). Estimated benefit at Full Retirement Age (67)"
          },
          "claiming_age": {
            "type": "number",
            "default": 67,
            "description": "Selected Claiming Age (yrs). Age you plan to start benefits"
          }
        },
        "required": [
          "pia_amount",
          "claiming_age"
        ]
      }
    },
    {
      "name": "omni_pension_vs_lump_sum",
      "description": "Pension Annuity vs Lump Sum Calculator. Evaluate defined benefit pension options. Determine the internal rate of return (IRR) required to beat a lifetime pension annuity with a lump sum rollover. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_pension": {
            "type": "number",
            "default": 2800,
            "description": "Monthly Lifetime Pension Annuity (). Single life or joint-and-survivor monthly payout"
          },
          "lump_sum": {
            "type": "number",
            "default": 420000,
            "description": "Offered Lump Sum Buyout (). One-time cash buyout offered by employer"
          },
          "life_expectancy_years": {
            "type": "number",
            "default": 25,
            "description": "Expected Years in Retirement (yrs). Actuarial life horizon"
          }
        },
        "required": [
          "monthly_pension",
          "lump_sum"
        ]
      }
    },
    {
      "name": "omni_cd_calculator",
      "description": "Certificate of Deposit (CD) Calculator. Calculate Certificate of Deposit (CD) compounding yields, early withdrawal penalties, and fixed returns across terms from 3 months to 5 years. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cd_deposit": {
            "type": "number",
            "default": 20000,
            "description": "Initial CD Deposit (). Fixed principal deposit"
          },
          "cd_apy": {
            "type": "number",
            "default": 4.85,
            "description": "Annual Percentage Yield (APY %) (%). Locked APY"
          },
          "cd_term_months": {
            "type": "number",
            "default": 12,
            "description": "CD Term (Months) (mo). CD maturity duration"
          }
        },
        "required": [
          "cd_deposit",
          "cd_apy"
        ]
      }
    },
    {
      "name": "omni_hysa",
      "description": "High-Yield Savings Account (HYSA) Calculator. Calculate compound growth in a High-Yield Savings Account with monthly deposits, daily interest accrual, and inflation comparisons. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "hysa_principal": {
            "type": "number",
            "default": 15000,
            "description": "Initial Cash Deposit (). Starting savings balance"
          },
          "hysa_monthly": {
            "type": "number",
            "default": 400,
            "description": "Monthly Contribution (). Recurring monthly transfer"
          },
          "hysa_apy": {
            "type": "number",
            "default": 4.5,
            "description": "HYSA APY (%) (%). Annual Percentage Yield"
          },
          "hysa_years": {
            "type": "number",
            "default": 5,
            "description": "Timeline (Years) (yrs). Years of saving"
          }
        },
        "required": [
          "hysa_principal",
          "hysa_monthly"
        ]
      }
    },
    {
      "name": "omni_inflation",
      "description": "Inflation & Purchasing Power Calculator. Calculate the erosion of purchasing power over time, future cost of living, and required future income based on CPI inflation rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "present_amount": {
            "type": "number",
            "default": 100000,
            "description": "Current Dollar Amount (). Today's money"
          },
          "inflation_rate": {
            "type": "number",
            "default": 3.2,
            "description": "Average Annual Inflation Rate (%) (%). CPI inflation rate"
          },
          "horizon_years": {
            "type": "number",
            "default": 20,
            "description": "Time Horizon (Years) (yrs). Years into the future"
          }
        },
        "required": [
          "present_amount",
          "inflation_rate"
        ]
      }
    },
    {
      "name": "omni_rule_of_72",
      "description": "Rule of 72 Investment Doubling Calculator. Calculate exact and heuristic investment doubling periods using the logarithmic Rule of 72, Rule of 70, and Rule of 69.3. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "interest_rate": {
            "type": "number",
            "default": 8.0,
            "description": "Annual Interest Rate (%) (%). Compound return rate"
          }
        },
        "required": [
          "interest_rate"
        ]
      }
    },
    {
      "name": "omni_stock_option_rsu",
      "description": "Stock Option & RSU Vesting Calculator. Calculate equity compensation value, vested shares, tax withholding, and net after-tax proceeds for RSUs, ISOs, and NSOs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "shares_granted": {
            "type": "number",
            "default": 4000,
            "description": "Total Shares Granted (shares). Total equity grant size"
          },
          "vested_pct": {
            "type": "number",
            "default": 50,
            "description": "Vested Percentage (%) (%). Vested portion based on schedule"
          },
          "stock_price": {
            "type": "number",
            "default": 85.0,
            "description": "Current Stock Price ($) (). Fair market value per share"
          },
          "tax_rate": {
            "type": "number",
            "default": 37,
            "description": "Supplemental Tax Withholding (%) (%). Federal + state tax rate on vested RSUs"
          }
        },
        "required": [
          "shares_granted",
          "vested_pct"
        ]
      }
    },
    {
      "name": "omni_crypto_profit_tax",
      "description": "Crypto Profit & Capital Gains Tax Calculator. Calculate cryptocurrency trading profits, short-term vs long-term capital gains, and IRS tax liability using FIFO cost basis. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "buy_price": {
            "type": "number",
            "default": 28000,
            "description": "Purchase Cost Basis per Coin (). Original buy price per token"
          },
          "sell_price": {
            "type": "number",
            "default": 64000,
            "description": "Selling Price per Coin (). Exit price per token"
          },
          "coin_quantity": {
            "type": "number",
            "default": 1.5,
            "description": "Number of Coins (coins). Tokens traded"
          },
          "holding_period": {
            "type": "number",
            "default": 15,
            "description": "Tax Rate (%) (%). 15% Long-Term (held > 1 yr) or Ordinary Income Short-Term"
          }
        },
        "required": [
          "buy_price",
          "sell_price"
        ]
      }
    },
    {
      "name": "omni_capital_gains_tax",
      "description": "Capital Gains Tax Calculator. Calculate federal and state capital gains taxes on stocks, real estate, and collectibles with standard 0%, 15%, and 20% brackets. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "purchase_basis": {
            "type": "number",
            "default": 40000,
            "description": "Original Purchase Basis (). Initial cost + reinvested dividends"
          },
          "sale_proceeds": {
            "type": "number",
            "default": 95000,
            "description": "Total Sale Proceeds (). Gross sales proceeds"
          },
          "capital_tax_rate": {
            "type": "number",
            "default": 15,
            "description": "Effective Capital Gains Rate (%) (%). 0%, 15%, or 20% + state taxes"
          }
        },
        "required": [
          "purchase_basis",
          "sale_proceeds"
        ]
      }
    },
    {
      "name": "omni_self_employment_tax",
      "description": "1099 Self-Employment Tax (SECA) Calculator. Calculate 15.3% self-employment tax (Social Security & Medicare), above-the-line 50% SE deduction, and quarterly estimated payments. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "gross_1099_income": {
            "type": "number",
            "default": 95000,
            "description": "Gross 1099 Contracting Income (). Total freelance / business revenue"
          },
          "business_expenses": {
            "type": "number",
            "default": 18000,
            "description": "Annual Business Expenses (). Valid Schedule C deductions"
          }
        },
        "required": [
          "gross_1099_income",
          "business_expenses"
        ]
      }
    },
    {
      "name": "omni_salary_to_hourly",
      "description": "Salary to Hourly Wage Calculator. Convert annual salary into equivalent hourly, daily, weekly, and bi-weekly wage rates based on standard 2,080 annual work hours. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_salary": {
            "type": "number",
            "default": 85000,
            "description": "Annual Salary ($) (). Base annual compensation"
          },
          "hours_per_week": {
            "type": "number",
            "default": 40,
            "description": "Work Hours per Week (hrs). Standard is 40 hours per week"
          },
          "paid_weeks": {
            "type": "number",
            "default": 52,
            "description": "Paid Weeks per Year (wks). 52 weeks including paid time off"
          }
        },
        "required": [
          "annual_salary",
          "hours_per_week"
        ]
      }
    },
    {
      "name": "omni_hourly_to_salary",
      "description": "Hourly to Salary Wage Calculator. Convert hourly pay into gross annual salary, accounting for overtime hours at 1.5x time-and-a-half rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "hourly_pay": {
            "type": "number",
            "default": 32.5,
            "description": "Base Hourly Wage (). Hourly pay rate"
          },
          "base_hours": {
            "type": "number",
            "default": 40,
            "description": "Regular Hours / Week (hrs). Regular hours up to 40"
          },
          "overtime_hours": {
            "type": "number",
            "default": 5,
            "description": "Overtime Hours / Week (hrs). Overtime hours at 1.5x pay"
          }
        },
        "required": [
          "hourly_pay",
          "base_hours"
        ]
      }
    },
    {
      "name": "omni_commission",
      "description": "Sales Commission & Quota Calculator. Calculate tiered sales commission payouts, accelerated accelerator tiers, and On-Target Earnings (OTE) achievement. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "sales_volume": {
            "type": "number",
            "default": 180000,
            "description": "Total Closed Sales Revenue (). Total gross revenue closed"
          },
          "quota_target": {
            "type": "number",
            "default": 150000,
            "description": "Quarterly Sales Quota (). Target sales quota"
          },
          "base_commission_rate": {
            "type": "number",
            "default": 10,
            "description": "Base Commission Rate (%) (%). Commission up to 100% of quota"
          },
          "accelerator_rate": {
            "type": "number",
            "default": 15,
            "description": "Accelerator Rate (Over 100%) (%). Commission rate for sales exceeding quota"
          }
        },
        "required": [
          "sales_volume",
          "quota_target"
        ]
      }
    },
    {
      "name": "omni_break_even",
      "description": "Break-Even Point Analysis Calculator. Calculate exact unit and revenue break-even points, contribution margins, and safety margins for commercial operations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "fixed_costs": {
            "type": "number",
            "default": 45000,
            "description": "Total Fixed Costs (). Rent, executive salaries, insurance, depreciation"
          },
          "price_per_unit": {
            "type": "number",
            "default": 120,
            "description": "Sale Price per Unit (). Selling price to customer"
          },
          "variable_cost_per_unit": {
            "type": "number",
            "default": 45,
            "description": "Variable Cost per Unit (). Materials, direct labor, packaging per unit"
          }
        },
        "required": [
          "fixed_costs",
          "price_per_unit"
        ]
      }
    },
    {
      "name": "omni_margin_markup",
      "description": "Margin vs Markup Multiplier Calculator. Convert between Gross Profit Margin and Markup percentage, calculate target selling prices, and eliminate pricing confusion. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "item_cost": {
            "type": "number",
            "default": 80,
            "description": "Cost of Goods Sold (COGS) (). Wholesale or manufacturing cost"
          },
          "selling_price": {
            "type": "number",
            "default": 125,
            "description": "Selling Price to Customer (). Retail sales price"
          }
        },
        "required": [
          "item_cost",
          "selling_price"
        ]
      }
    },
    {
      "name": "omni_square_footage",
      "description": "Square Footage & Area Calculator. Calculate square footage for single rooms, multi-room floorplans, and landscaping with perimeter and area conversion. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 20,
            "description": "Length (ft). Length of the area in feet"
          },
          "width": {
            "type": "number",
            "default": 15,
            "description": "Width (ft). Width of the area in feet"
          },
          "cost_per_sqft": {
            "type": "number",
            "default": 4.5,
            "description": "Material Cost per Sq Ft (). Optional material or flooring cost"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_concrete_slab",
      "description": "Concrete Slab & Footing Volume Calculator. Calculate cubic yards of ready-mix concrete, 60lb/80lb bag counts, and estimated cost for slabs, footings, and driveways. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 24,
            "description": "Slab Length (ft). Length of concrete slab in feet"
          },
          "width": {
            "type": "number",
            "default": 12,
            "description": "Slab Width (ft). Width of concrete slab in feet"
          },
          "thickness": {
            "type": "number",
            "default": 4,
            "description": "Thickness (in). Slab thickness in inches (4in typical for patios/driveways)"
          },
          "waste": {
            "type": "number",
            "default": 10,
            "description": "Waste & Spillage Factor (%). Standard margin for uneven excavation and spillage"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_paint_coverage",
      "description": "Paint Coverage & Gallons Calculator. Calculate exact paint gallons and primer requirements for walls and ceilings minus window and door cutouts. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "room_length": {
            "type": "number",
            "default": 14,
            "description": "Room Length (ft). Room length in feet"
          },
          "room_width": {
            "type": "number",
            "default": 12,
            "description": "Room Width (ft). Room width in feet"
          },
          "ceiling_height": {
            "type": "number",
            "default": 9,
            "description": "Ceiling Height (ft). Height from floor to ceiling"
          },
          "doors": {
            "type": "number",
            "default": 2,
            "description": "Number of Doors (). Standard doors subtract ~21 sq ft each"
          },
          "windows": {
            "type": "number",
            "default": 2,
            "description": "Number of Windows (). Standard windows subtract ~15 sq ft each"
          },
          "coats": {
            "type": "number",
            "default": 2,
            "description": "Number of Coats (). Two coats recommended for full coverage"
          }
        },
        "required": [
          "room_length",
          "room_width"
        ]
      }
    },
    {
      "name": "omni_flooring",
      "description": "Flooring & Tile Quantity Calculator. Calculate hardwood planks, laminate, vinyl plank (LVP), and ceramic tile boxes with waste allowance. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 18,
            "description": "Room Length (ft). Room length in feet"
          },
          "width": {
            "type": "number",
            "default": 14,
            "description": "Room Width (ft). Room width in feet"
          },
          "box_coverage": {
            "type": "number",
            "default": 24,
            "description": "Coverage per Box (sq ft). Manufacturer square feet per box"
          },
          "waste_pct": {
            "type": "number",
            "default": 10,
            "description": "Waste Percentage (%). 10% for straight lay, 15% for herringbone/diagonal"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_drywall",
      "description": "Drywall Sheet & Joint Compound Calculator. Calculate 4\u00d78 and 4\u00d712 drywall panels, joint compound buckets, drywall screws, and paper joint tape. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 16,
            "description": "Room Length (ft). Room length in feet"
          },
          "width": {
            "type": "number",
            "default": 12,
            "description": "Room Width (ft). Room width in feet"
          },
          "height": {
            "type": "number",
            "default": 8,
            "description": "Ceiling Height (ft). Floor to ceiling height"
          },
          "sheet_size": {
            "type": "number",
            "default": 32,
            "description": "Sheet Type (32 for 4\u00d78, 48 for 4\u00d712) (sq ft). 4\u00d78 sheet = 32 sq ft; 4\u00d712 sheet = 48 sq ft"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_gravel",
      "description": "Gravel & Crushed Stone Tonnage Calculator. Calculate cubic yards and metric/US tons of gravel, crush-and-run, or pea gravel for driveways, bases, and drainage. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 50,
            "description": "Driveway / Area Length (ft). Length in feet"
          },
          "width": {
            "type": "number",
            "default": 10,
            "description": "Driveway / Area Width (ft). Width in feet"
          },
          "depth": {
            "type": "number",
            "default": 4,
            "description": "Gravel Depth (in). Compacted layer depth in inches"
          },
          "density": {
            "type": "number",
            "default": 1.4,
            "description": "Aggregate Density (tons/yd\u00b3). Crushed limestone ~1.4 tons/yd\u00b3"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_mulch",
      "description": "Mulch & Soil Volume Calculator. Calculate cubic yards and 2 cu ft / 3 cu ft bag counts of hardwood bark mulch or garden topsoil for landscape beds. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bed_area": {
            "type": "number",
            "default": 450,
            "description": "Total Garden Bed Area (sq ft). Combined area of garden beds"
          },
          "mulch_depth": {
            "type": "number",
            "default": 3,
            "description": "Mulch Depth (in). 2-3 inches recommended for weed control"
          }
        },
        "required": [
          "bed_area",
          "mulch_depth"
        ]
      }
    },
    {
      "name": "omni_pavers",
      "description": "Patio Paver & Polymeric Sand Calculator. Calculate stone pavers, bedding sand, crushed stone base, and joint sand requirements for patios and walkways. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 20,
            "description": "Patio Length (ft). Length of paver patio in feet"
          },
          "width": {
            "type": "number",
            "default": 15,
            "description": "Patio Width (ft). Width of paver patio in feet"
          },
          "paver_length": {
            "type": "number",
            "default": 8,
            "description": "Paver Unit Length (in). Paver length in inches"
          },
          "paver_width": {
            "type": "number",
            "default": 4,
            "description": "Paver Unit Width (in). Paver width in inches"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_sod_turf",
      "description": "Sod & Turf Pallet Calculator. Calculate sod rolls, square feet, pallet counts, and soil prep requirements for instant lawn turfgrass. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 80,
            "description": "Lawn Length (ft). Lawn length in feet"
          },
          "width": {
            "type": "number",
            "default": 40,
            "description": "Lawn Width (ft). Lawn width in feet"
          },
          "pallet_sqft": {
            "type": "number",
            "default": 450,
            "description": "Sq Ft per Pallet (sq ft). Standard pallet: 450-500 sq ft (50 rolls)"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_retaining_wall",
      "description": "Retaining Wall Block & Backfill Calculator. Calculate retaining wall blocks, capstones, gravel drainage backfill, and perforated drain tile pipe. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 30,
            "description": "Wall Length (ft). Total running length of the retaining wall"
          },
          "height": {
            "type": "number",
            "default": 3,
            "description": "Exposed Wall Height (ft). Exposed height above grade (add 1 buried course)"
          },
          "block_length": {
            "type": "number",
            "default": 12,
            "description": "Block Face Length (in). Length of block face in inches"
          },
          "block_height": {
            "type": "number",
            "default": 4,
            "description": "Block Height (in). Height of block in inches"
          }
        },
        "required": [
          "length",
          "height"
        ]
      }
    },
    {
      "name": "omni_deck_framing",
      "description": "Deck Framing & Joist Spacing Calculator. Calculate pressure-treated floor joists, rim joists, support beams, posts, and decking boards with standard 12\" or 16\" on-center spacing. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "deck_length": {
            "type": "number",
            "default": 16,
            "description": "Deck Length (Along House Ledger) (ft). Length along house wall"
          },
          "deck_projection": {
            "type": "number",
            "default": 12,
            "description": "Deck Projection (Out from House) (ft). Distance joists span outwards"
          },
          "joist_spacing": {
            "type": "number",
            "default": 16,
            "description": "Joist Spacing (On-Center) (in). 16\" standard for wood; 12\" required for composite decking"
          },
          "board_width": {
            "type": "number",
            "default": 5.5,
            "description": "Decking Board Width (in). Standard 5/4\u00d76 board measures 5.5 inches"
          }
        },
        "required": [
          "deck_length",
          "deck_projection"
        ]
      }
    },
    {
      "name": "omni_fence_post",
      "description": "Fence Post, Rail & Picket Calculator. Calculate 4\u00d74 posts, 2\u00d74 horizontal rails, dog-ear pickets, and quick-set concrete bags for privacy and picket fences. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "fence_length": {
            "type": "number",
            "default": 120,
            "description": "Total Fence Perimeter (ft). Total running length of fencing"
          },
          "post_spacing": {
            "type": "number",
            "default": 8,
            "description": "Post Spacing (On-Center) (ft). 8 ft standard, 6 ft for high-wind zones"
          },
          "picket_width": {
            "type": "number",
            "default": 5.5,
            "description": "Picket Face Width (in). Standard 1\u00d76 picket measures 5.5 inches wide"
          },
          "rails_per_section": {
            "type": "number",
            "default": 3,
            "description": "Horizontal Rails per Section (). 3 rails standard for 6ft privacy fence"
          }
        },
        "required": [
          "fence_length",
          "post_spacing"
        ]
      }
    },
    {
      "name": "omni_asphalt_driveway",
      "description": "Asphalt Driveway Tonnage & Cost Calculator. Calculate hot mix asphalt (HMA) tonnage, square footage, and paving crew material costs for driveways and parking lots. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 60,
            "description": "Driveway Length (ft). Length of driveway in feet"
          },
          "width": {
            "type": "number",
            "default": 12,
            "description": "Driveway Width (ft). Width of driveway in feet"
          },
          "depth": {
            "type": "number",
            "default": 2.5,
            "description": "Compacted Asphalt Thickness (in). 2.5 to 3 inches typical for residential driveways"
          },
          "cost_per_ton": {
            "type": "number",
            "default": 95,
            "description": "Hot Mix Cost per Ton (). Local asphalt plant FOB / delivered price"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_brick_mortar",
      "description": "Brick & Mortar Quantity Calculator. Calculate modular, standard, and queen brick quantities plus Type N or Type S mortar bags for brick masonry walls. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "wall_length": {
            "type": "number",
            "default": 20,
            "description": "Wall Length (ft). Length of brick wall in feet"
          },
          "wall_height": {
            "type": "number",
            "default": 8,
            "description": "Wall Height (ft). Height of brick wall in feet"
          },
          "brick_type": {
            "type": "number",
            "default": 6.85,
            "description": "Bricks per Sq Ft (6.85 Modular, 5.76 Queen) (). Standard modular brick = 6.85 units/sq ft with 3/8\" joint"
          }
        },
        "required": [
          "wall_length",
          "wall_height"
        ]
      }
    },
    {
      "name": "omni_lumber_board_feet",
      "description": "Board Feet (FBM) & Lumber Price Calculator. Calculate board footage (FBM) and total pricing for rough-sawn and dimensional hardwood and softwood lumber. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "thickness": {
            "type": "number",
            "default": 2,
            "description": "Nominal Thickness (in). Thickness in inches (4/4 = 1\", 8/4 = 2\")"
          },
          "width": {
            "type": "number",
            "default": 6,
            "description": "Nominal Width (in). Width in inches"
          },
          "length_ft": {
            "type": "number",
            "default": 10,
            "description": "Board Length (ft). Length in feet"
          },
          "quantity": {
            "type": "number",
            "default": 15,
            "description": "Number of Pieces (). Count of identical boards"
          },
          "price_per_bf": {
            "type": "number",
            "default": 5.25,
            "description": "Price per Board Foot (). Lumberyard price per FBM"
          }
        },
        "required": [
          "thickness",
          "width"
        ]
      }
    },
    {
      "name": "omni_roofing_shingles",
      "description": "Roofing Shingles & Bundles Calculator. Calculate roofing squares, 3-tab and architectural shingle bundles, underlayment rolls, and roof pitch multiplier. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "footprint_area": {
            "type": "number",
            "default": 2000,
            "description": "Building Ground Footprint (sq ft). Horizontal ground footprint including roof overhangs"
          },
          "pitch": {
            "type": "number",
            "default": 6,
            "description": "Roof Slope (Rise per 12\" Run) (/12). 6/12 pitch = 6\" rise for every 12\" horizontal run"
          },
          "waste": {
            "type": "number",
            "default": 12,
            "description": "Waste & Ridge Factor (%). 10-15% standard for hip/valley roofs"
          }
        },
        "required": [
          "footprint_area",
          "pitch"
        ]
      }
    },
    {
      "name": "omni_ac_btu_tonnage",
      "description": "HVAC Air Conditioner BTU & Tonnage Calculator. Calculate residential cooling BTU requirements and AC condenser tonnage based on square footage, ceiling height, and climate zone. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "square_footage": {
            "type": "number",
            "default": 2200,
            "description": "Conditioned Home Area (sq ft). Finished heated/cooled square footage"
          },
          "ceiling_height": {
            "type": "number",
            "default": 9,
            "description": "Average Ceiling Height (ft). Standard is 8 to 9 ft"
          },
          "climate_zone": {
            "type": "number",
            "default": 3,
            "description": "Climate Zone (Zone 1 Hot to Zone 5 Cool) (). 1: Deep South/TX/FL, 3: Mid-Atlantic, 5: Northern US"
          },
          "occupants": {
            "type": "number",
            "default": 4,
            "description": "Number of Regular Occupants (). Each occupant adds ~400 BTU sensible/latent heat"
          }
        },
        "required": [
          "square_footage",
          "ceiling_height"
        ]
      }
    },
    {
      "name": "omni_heating_btu",
      "description": "Heating BTU & Furnace Sizing Calculator. Calculate furnace heating output (BTU/hr) and thermal efficiency ratings based on regional design temperatures and insulation levels. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "square_footage": {
            "type": "number",
            "default": 2200,
            "description": "Heated Square Footage (sq ft). Finished living area"
          },
          "climate_severity": {
            "type": "number",
            "default": 3,
            "description": "Winter Climate Zone (1 Mild to 5 Extreme Cold) (). 1: Florida/Gulf (30 BTU), 3: Ohio/PA (45 BTU), 5: MN/ME (60 BTU)"
          },
          "efficiency_afue": {
            "type": "number",
            "default": 96,
            "description": "Furnace AFUE Efficiency (%). 96% for high-efficiency condensing gas furnace"
          }
        },
        "required": [
          "square_footage",
          "climate_severity"
        ]
      }
    },
    {
      "name": "omni_solar_sizing",
      "description": "Solar Panel Array Sizing & kWh Calculator. Calculate solar panel system size (kW), required roof panels, daily energy generation, and utility offset. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_kwh": {
            "type": "number",
            "default": 1100,
            "description": "Monthly Electric Usage (kWh). Average monthly kilowatt-hours from electric bill"
          },
          "sun_hours": {
            "type": "number",
            "default": 4.5,
            "description": "Average Peak Daily Sun Hours (hrs/day). US average is 4.0 to 5.5 peak sun hours"
          },
          "panel_wattage": {
            "type": "number",
            "default": 400,
            "description": "Solar Panel Rating (watts). Modern monocrystalline panel: 400W"
          },
          "offset_target": {
            "type": "number",
            "default": 100,
            "description": "Target Electric Bill Offset (%). Percentage of electric consumption to offset"
          }
        },
        "required": [
          "monthly_kwh",
          "sun_hours"
        ]
      }
    },
    {
      "name": "omni_tankless_water_heater",
      "description": "Tankless Water Heater GPM & Sizing Calculator. Calculate required Gallons Per Minute (GPM), incoming ground water temperature rise (\u0394T), and heating capacity for on-demand water heaters. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "showers": {
            "type": "number",
            "default": 2,
            "description": "Simultaneous Showers Running (). Standard shower consumes 2.0 to 2.5 GPM"
          },
          "sinks": {
            "type": "number",
            "default": 2,
            "description": "Simultaneous Sinks / Faucets (). Bathroom/kitchen sink consumes 1.0 to 1.5 GPM"
          },
          "appliances": {
            "type": "number",
            "default": 1,
            "description": "Dishwasher or Washing Machine (). Consumes ~1.5 to 2.0 GPM"
          },
          "inlet_temp": {
            "type": "number",
            "default": 50,
            "description": "Incoming Ground Water Temp (\u00b0F). 35-45\u00b0F in North; 60-70\u00b0F in Deep South"
          }
        },
        "required": [
          "showers",
          "sinks"
        ]
      }
    },
    {
      "name": "omni_electricity_cost",
      "description": "Electricity Cost & Appliance kWh Calculator. Calculate daily, monthly, and annual operating costs for any electrical appliance from wattage and local utility kWh rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "wattage": {
            "type": "number",
            "default": 1500,
            "description": "Appliance Wattage (watts). Nameplate wattage on appliance label"
          },
          "hours_per_day": {
            "type": "number",
            "default": 8,
            "description": "Daily Operating Hours (hrs/day). Average hours running per 24-hour cycle"
          },
          "kwh_rate": {
            "type": "number",
            "default": 0.16,
            "description": "Electric Utility Rate (/kWh). US average is ~$0.16/kWh"
          }
        },
        "required": [
          "wattage",
          "hours_per_day"
        ]
      }
    },
    {
      "name": "omni_wire_gauge_drop",
      "description": "Voltage Drop & Wire Gauge (AWG) Calculator. Calculate electrical voltage drop, percentage loss, and proper American Wire Gauge (AWG) conductor sizing for single-phase copper circuits. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "circuit_voltage": {
            "type": "number",
            "default": 120,
            "description": "Circuit Voltage (volts). 120V standard branch circuit, 240V for heavy equipment"
          },
          "load_amperes": {
            "type": "number",
            "default": 16,
            "description": "Continuous Load Amperage (amps). 16A continuous on a 20A breaker (80% rule)"
          },
          "one_way_distance": {
            "type": "number",
            "default": 100,
            "description": "One-Way Conductor Length (ft). Distance from panel to load"
          },
          "wire_gauge": {
            "type": "number",
            "default": 12,
            "description": "Wire Gauge (12 for 12AWG, 10 for 10AWG) (AWG). 14 AWG (15A), 12 AWG (20A), 10 AWG (30A), 8 AWG (50A)"
          }
        },
        "required": [
          "circuit_voltage",
          "load_amperes"
        ]
      }
    },
    {
      "name": "omni_generator_sizing",
      "description": "Generator Sizing & Starting Watts Calculator. Calculate running watts and surge (starting) watts for whole-home and portable emergency backup generators. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "refrigerator": {
            "type": "number",
            "default": 2,
            "description": "Refrigerators & Freezers (). 700 running watts, 2,200 starting surge watts each"
          },
          "sump_pump": {
            "type": "number",
            "default": 1,
            "description": "Sump Pump (1/2 HP) (). 1,050 running watts, 2,150 starting surge watts"
          },
          "well_pump": {
            "type": "number",
            "default": 0,
            "description": "Deep Well Pump (1 HP) (). 2,000 running watts, 4,000 starting surge watts"
          },
          "portable_heater": {
            "type": "number",
            "default": 1,
            "description": "Baseboard / Space Heaters (). 1,500 running watts each (no surge)"
          },
          "general_lighting": {
            "type": "number",
            "default": 1200,
            "description": "Lighting & Electronics Allowance (watts). LED lights, TVs, Wi-Fi router, laptop chargers"
          }
        },
        "required": [
          "refrigerator",
          "sump_pump"
        ]
      }
    },
    {
      "name": "omni_insulation_r_value",
      "description": "Insulation R-Value & Batt Roll Calculator. Calculate thermal resistance R-value, fiberglass batt and roll quantities, and blow-in bag counts for attics and exterior walls. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "surface_area": {
            "type": "number",
            "default": 1200,
            "description": "Insulation Area (sq ft). Attic floor or wall frame area"
          },
          "target_r_value": {
            "type": "number",
            "default": 38,
            "description": "Target R-Value (). R-13/R-15 for 2\u00d74 walls; R-38 to R-60 for attics"
          },
          "roll_coverage": {
            "type": "number",
            "default": 48.9,
            "description": "Coverage per Roll / Package (sq ft). Manufacturer roll square footage"
          }
        },
        "required": [
          "surface_area",
          "target_r_value"
        ]
      }
    },
    {
      "name": "omni_rebar_calculator",
      "description": "Concrete Rebar Grid & Weight Calculator. Calculate rebar sticks, grid layout spacing, overlap splices, and steel weight for reinforced concrete slabs and footings. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "slab_length": {
            "type": "number",
            "default": 30,
            "description": "Slab Length (ft). Slab length in feet"
          },
          "slab_width": {
            "type": "number",
            "default": 20,
            "description": "Slab Width (ft). Slab width in feet"
          },
          "grid_spacing": {
            "type": "number",
            "default": 18,
            "description": "Rebar Grid Spacing (On-Center) (in). 12\" to 18\" typical for residential concrete slabs"
          },
          "rebar_size": {
            "type": "number",
            "default": 4,
            "description": "Rebar Bar Size (#3: 3/8\", #4: 1/2\", #5: 5/8\") (). #4 rebar (1/2\" diameter) is standard"
          }
        },
        "required": [
          "slab_length",
          "slab_width"
        ]
      }
    },
    {
      "name": "omni_gutter_sizing",
      "description": "Rain Gutter & Downspout Sizing Calculator. Calculate roof drainage watershed, 5-inch vs 6-inch seamless K-style gutter capacity, and downspout count based on local rainfall intensity. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "roof_length": {
            "type": "number",
            "default": 45,
            "description": "Eave Gutter Length (ft). Length of fascia board along roof eave"
          },
          "roof_width": {
            "type": "number",
            "default": 20,
            "description": "Roof Width (Ridge to Eave) (ft). Horizontal span draining into this gutter"
          },
          "rainfall_intensity": {
            "type": "number",
            "default": 5.5,
            "description": "10-Year Max Rainfall Rate (in/hr). US average: 4.0 to 6.5 inches/hr peak storm"
          },
          "roof_pitch": {
            "type": "number",
            "default": 6,
            "description": "Roof Pitch Rise (/12) (). Pitch multiplier accounts for wind-driven rain velocity"
          }
        },
        "required": [
          "roof_length",
          "roof_width"
        ]
      }
    },
    {
      "name": "omni_excavation_trench",
      "description": "Trench Excavation & Soil Swell Calculator. Calculate trench volume in cubic yards, bank cubic yards (BCY) vs loose cubic yards (LCY), and haul-off dump truck loads. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length": {
            "type": "number",
            "default": 100,
            "description": "Trench Length (ft). Total length of trench excavation"
          },
          "width": {
            "type": "number",
            "default": 2,
            "description": "Trench Width (ft). Bucket width or trench width in feet"
          },
          "depth": {
            "type": "number",
            "default": 4,
            "description": "Trench Depth (ft). Depth in feet (OSHA mandates shoring over 5ft)"
          },
          "soil_swell": {
            "type": "number",
            "default": 25,
            "description": "Soil Swell Factor (%). Clay/dirt swells 20-30% when disturbed and uncompacted"
          }
        },
        "required": [
          "length",
          "width"
        ]
      }
    },
    {
      "name": "omni_bmr",
      "description": "Basal Metabolic Rate (BMR) Calculator. Calculate daily basal calories burned at rest using the clinically validated Mifflin-St Jeor and Harris-Benedict equations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "weight_lbs": {
            "type": "number",
            "default": 175,
            "description": "Body Weight (lbs). Current body weight in pounds"
          },
          "height_in": {
            "type": "number",
            "default": 70,
            "description": "Height (in). Height in inches (e.g. 5'10\" = 70 in)"
          },
          "age_years": {
            "type": "number",
            "default": 32,
            "description": "Age (yrs). Age in years"
          },
          "gender_factor": {
            "type": "number",
            "default": 1,
            "description": "Biological Sex (1 for Male, 0 for Female) (). 1 for Male (+5), 0 for Female (-161)"
          }
        },
        "required": [
          "weight_lbs",
          "height_in"
        ]
      }
    },
    {
      "name": "omni_tdee",
      "description": "Total Daily Energy Expenditure (TDEE) Calculator. Calculate total daily calorie expenditure based on BMR and physical activity level for bulking, cutting, or weight maintenance. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bmr_input": {
            "type": "number",
            "default": 1775,
            "description": "Basal Metabolic Rate (BMR) (kcal). Your resting daily calorie burn"
          },
          "activity_level": {
            "type": "number",
            "default": 1.55,
            "description": "Activity Tier (1.2 Sedentary to 1.9 Athlete) (). 1.2: Desk job, 1.375: Light (1-3 d/wk), 1.55: Moderate (3-5 d/wk), 1.725: Heavy"
          }
        },
        "required": [
          "bmr_input",
          "activity_level"
        ]
      }
    },
    {
      "name": "omni_bmi",
      "description": "Body Mass Index (BMI) & Weight Category Calculator. Calculate BMI, prime BMI, and healthy weight range classifications based on World Health Organization (WHO) and CDC criteria. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "weight_lbs": {
            "type": "number",
            "default": 170,
            "description": "Body Weight (lbs). Current body weight"
          },
          "height_in": {
            "type": "number",
            "default": 69,
            "description": "Height (in). Height in inches (5'9\" = 69 in)"
          }
        },
        "required": [
          "weight_lbs",
          "height_in"
        ]
      }
    },
    {
      "name": "omni_body_fat",
      "description": "US Navy Body Fat Percentage Calculator. Calculate body fat percentage and fat-free lean mass using the official Department of Defense US Navy circumference equations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "weight_lbs": {
            "type": "number",
            "default": 180,
            "description": "Body Weight (lbs). Current scale weight"
          },
          "height_in": {
            "type": "number",
            "default": 70,
            "description": "Height (in). Height without shoes"
          },
          "neck_in": {
            "type": "number",
            "default": 15.5,
            "description": "Neck Circumference (in). Circumference below Adam's apple"
          },
          "waist_in": {
            "type": "number",
            "default": 34,
            "description": "Abdominal Waist Circumference (in). Horizontal circumference at navel"
          }
        },
        "required": [
          "weight_lbs",
          "height_in"
        ]
      }
    },
    {
      "name": "omni_macro",
      "description": "Macronutrient Split (Carbs, Protein, Fats) Calculator. Calculate daily macronutrient targets in grams and calories based on fitness goals (cutting, lean bulk, or maintenance). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_calories": {
            "type": "number",
            "default": 2400,
            "description": "Daily Calorie Target (kcal). Target daily caloric intake"
          },
          "protein_pct": {
            "type": "number",
            "default": 30,
            "description": "Protein Percentage (%) (%). 4 kcal/gram (30% recommended for lifting)"
          },
          "fats_pct": {
            "type": "number",
            "default": 25,
            "description": "Fats Percentage (%) (%). 9 kcal/gram (25% for hormone balance)"
          }
        },
        "required": [
          "daily_calories",
          "protein_pct"
        ]
      }
    },
    {
      "name": "omni_calorie_deficit",
      "description": "Calorie Deficit & Fat Loss Timeline Calculator. Calculate daily caloric deficit, weekly fat loss rate, and exact calendar target date to reach your goal body weight. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_weight": {
            "type": "number",
            "default": 200,
            "description": "Current Weight (lbs). Current scale weight"
          },
          "goal_weight": {
            "type": "number",
            "default": 175,
            "description": "Goal Weight (lbs). Target dream weight"
          },
          "tdee": {
            "type": "number",
            "default": 2600,
            "description": "Maintenance Calories (TDEE) (kcal). Your maintenance burn"
          },
          "daily_deficit": {
            "type": "number",
            "default": 500,
            "description": "Target Daily Deficit (kcal/day). 500 kcal/day = 1.0 lb fat loss per week"
          }
        },
        "required": [
          "current_weight",
          "goal_weight"
        ]
      }
    },
    {
      "name": "omni_ideal_weight",
      "description": "Ideal Body Weight (IBW) Calculator. Calculate clinical ideal body weight using Devine, Robinson, Miller, and Hamwi pharmacological dosing equations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "height_in": {
            "type": "number",
            "default": 70,
            "description": "Height (in). Height in inches (5'10\" = 70 in)"
          },
          "gender": {
            "type": "number",
            "default": 1,
            "description": "Biological Sex (1 for Male, 0 for Female) (). 1 for Male, 0 for Female"
          }
        },
        "required": [
          "height_in",
          "gender"
        ]
      }
    },
    {
      "name": "omni_water_intake",
      "description": "Daily Water Intake & Hydration Calculator. Calculate daily water hydration requirements in ounces, liters, and standard glasses based on weight, exercise, and climate. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "weight_lbs": {
            "type": "number",
            "default": 175,
            "description": "Body Weight (lbs). Current body weight"
          },
          "exercise_minutes": {
            "type": "number",
            "default": 45,
            "description": "Daily Exercise Duration (min). Minutes of strenuous or aerobic physical activity"
          },
          "hot_climate": {
            "type": "number",
            "default": 0,
            "description": "Hot Climate or Heavy Sweating (1 Yes, 0 No) (). Adds 16 oz for humid heat"
          }
        },
        "required": [
          "weight_lbs",
          "exercise_minutes"
        ]
      }
    },
    {
      "name": "omni_target_heart_rate",
      "description": "Target Heart Rate & Training Zones Calculator. Calculate cardiovascular training heart rate zones (Zone 1 Recovery to Zone 5 VO2 Max) using the Karvonen Heart Rate Reserve formula. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "age_years": {
            "type": "number",
            "default": 35,
            "description": "Age (yrs). Your age in years"
          },
          "resting_hr": {
            "type": "number",
            "default": 62,
            "description": "Resting Heart Rate (RHR) (BPM). Morning resting pulse before getting out of bed"
          }
        },
        "required": [
          "age_years",
          "resting_hr"
        ]
      }
    },
    {
      "name": "omni_one_rep_max",
      "description": "One Rep Max (1RM) Calculator. Calculate estimated 1RM and percentage load working sets (95%, 85%, 70%) using Epley, Brzycki, and Lander lifting equations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "weight_lifted": {
            "type": "number",
            "default": 225,
            "description": "Lifted Weight (lbs). Weight lifted during set"
          },
          "reps_completed": {
            "type": "number",
            "default": 5,
            "description": "Repetitions Completed (reps). Reps performed before failure (1-10 most accurate)"
          }
        },
        "required": [
          "weight_lifted",
          "reps_completed"
        ]
      }
    },
    {
      "name": "omni_running_pace",
      "description": "Running Pace & Race Finish Time Calculator. Calculate running speed (mph, km/h), splits per mile/km, and projected finish times for 5K, 10K, Half Marathon, and Full Marathon. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "distance_miles": {
            "type": "number",
            "default": 6.214,
            "description": "Run Distance (miles). 6.214 miles = 10K; 13.1 = Half; 26.2 = Marathon"
          },
          "hours": {
            "type": "number",
            "default": 0,
            "description": "Time: Hours (hrs). Elapsed hours"
          },
          "minutes": {
            "type": "number",
            "default": 52,
            "description": "Time: Minutes (min). Elapsed minutes"
          },
          "seconds": {
            "type": "number",
            "default": 30,
            "description": "Time: Seconds (sec). Elapsed seconds"
          }
        },
        "required": [
          "distance_miles",
          "hours"
        ]
      }
    },
    {
      "name": "omni_vo2_max",
      "description": "VO2 Max & Aerobic Fitness Calculator. Calculate maximal oxygen uptake (VO2 Max in mL/kg/min) and cardio fitness percentile using the Uth-S\u00f8rensen-Overgaard-Pedersen resting formula. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "age_years": {
            "type": "number",
            "default": 30,
            "description": "Age (yrs). Your age in years"
          },
          "resting_hr": {
            "type": "number",
            "default": 58,
            "description": "Resting Heart Rate (BPM). True morning resting heart rate"
          }
        },
        "required": [
          "age_years",
          "resting_hr"
        ]
      }
    },
    {
      "name": "omni_intermittent_fasting",
      "description": "Intermittent Fasting & Autophagy Schedule Calculator. Calculate fasting and feeding windows for 16:8, 18:6, 20:4, and OMAD fasting schedules with biological milestones (ketosis, autophagy). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "fasting_hours": {
            "type": "number",
            "default": 16,
            "description": "Fasting Protocol (16, 18, 20, or 23) (hours). 16 for 16:8 Leangains, 18 for 18:6, 20 for Warrior Diet"
          },
          "first_meal_hour": {
            "type": "number",
            "default": 12,
            "description": "First Meal Time (24-Hour Format) (:00). 12 = 12:00 PM noon"
          }
        },
        "required": [
          "fasting_hours",
          "first_meal_hour"
        ]
      }
    },
    {
      "name": "omni_sleep_cycles",
      "description": "Sleep Cycle & Optimal Bedtime Calculator. Calculate exact bedtimes and wake times aligned with 90-minute ultradian sleep cycles (REM and Slow-Wave Deep Sleep) to eliminate grogginess. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "wake_hour": {
            "type": "number",
            "default": 7,
            "description": "Target Wake Hour (24-Hour Format) (:00). 7 = 7:00 AM"
          },
          "wake_min": {
            "type": "number",
            "default": 0,
            "description": "Target Wake Minute (min). 0, 15, 30, or 45"
          },
          "sleep_latency": {
            "type": "number",
            "default": 15,
            "description": "Time to Fall Asleep (min). Standard healthy latency is 10 to 20 minutes"
          }
        },
        "required": [
          "wake_hour",
          "wake_min"
        ]
      }
    },
    {
      "name": "omni_pregnancy_due_date",
      "description": "Pregnancy Due Date & Gestational Age Calculator. Calculate Estimated Delivery Date (EDD), current gestational age in weeks and days, and trimester milestones using Naegele's rule. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cycle_length": {
            "type": "number",
            "default": 28,
            "description": "Menstrual Cycle Length (days). Standard cycle is 28 days"
          },
          "weeks_since_lmp": {
            "type": "number",
            "default": 14,
            "description": "Weeks Elapsed Since LMP (weeks). Weeks since first day of last menstrual period"
          }
        },
        "required": [
          "cycle_length",
          "weeks_since_lmp"
        ]
      }
    },
    {
      "name": "omni_ovulation",
      "description": "Ovulation & Fertile Window Calculator. Calculate ovulation peak day, fertile window (5 days prior + ovulation day), and luteal phase timeline based on cycle length. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cycle_length": {
            "type": "number",
            "default": 28,
            "description": "Average Cycle Length (days). Typical range is 26 to 32 days"
          },
          "luteal_phase": {
            "type": "number",
            "default": 14,
            "description": "Luteal Phase Duration (days). Standard luteal phase is consistently 14 days"
          }
        },
        "required": [
          "cycle_length",
          "luteal_phase"
        ]
      }
    },
    {
      "name": "omni_bac",
      "description": "Blood Alcohol Concentration (BAC) Calculator. Calculate Blood Alcohol Concentration (BAC) and hours until sober using the clinically validated Widmark chemical distribution formula. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "drinks_count": {
            "type": "number",
            "default": 3,
            "description": "Standard Drinks Consumed (). 1 drink = 12oz beer (5%), 5oz wine (12%), or 1.5oz shot (40%)"
          },
          "body_weight_lbs": {
            "type": "number",
            "default": 175,
            "description": "Body Weight (lbs). Weight in pounds"
          },
          "drinking_hours": {
            "type": "number",
            "default": 2,
            "description": "Hours Since First Drink (hrs). Total elapsed drinking duration"
          },
          "gender_factor": {
            "type": "number",
            "default": 1,
            "description": "Biological Sex (1 for Male, 0 for Female) (). r = 0.68 for males, r = 0.55 for females"
          }
        },
        "required": [
          "drinks_count",
          "body_weight_lbs"
        ]
      }
    },
    {
      "name": "omni_caffeine_half_life",
      "description": "Caffeine Half-Life & Sleep Clearance Calculator. Calculate remaining active bloodstream caffeine (mg) and clearance timeline based on CYP1A2 liver enzyme pharmacokinetics. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "coffee_cups": {
            "type": "number",
            "default": 200,
            "description": "Initial Caffeine Dose (mg). Mug of drip coffee ~150-200mg; Espresso shot ~65mg; Energy drink ~200mg"
          },
          "hours_elapsed": {
            "type": "number",
            "default": 6,
            "description": "Hours Since Consumption (hrs). Hours since your last sip of coffee/energy drink"
          }
        },
        "required": [
          "coffee_cups",
          "hours_elapsed"
        ]
      }
    },
    {
      "name": "omni_keto_carb_limit",
      "description": "Keto Net Carbs & Ketogenic Ratio Calculator. Calculate daily net carbohydrate limits, total fiber deductions, and ketogenic macronutrient ratios (fat-to-protein+carb) for nutritional ketosis. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_calories": {
            "type": "number",
            "default": 2000,
            "description": "Target Daily Calories (kcal). Daily caloric intake"
          },
          "net_carb_target": {
            "type": "number",
            "default": 25,
            "description": "Net Carb Limit (g/day). 20-25g standard for guaranteed ketosis"
          },
          "protein_intake": {
            "type": "number",
            "default": 110,
            "description": "Protein Target (g/day). Moderate protein to prevent gluconeogenesis"
          }
        },
        "required": [
          "daily_calories",
          "net_carb_target"
        ]
      }
    },
    {
      "name": "omni_daily_protein",
      "description": "Daily Protein Requirement & Muscle Synthesis Calculator. Calculate optimal daily protein intake in grams and meals based on lean body mass, resistance training goals, and age-related anabolic resistance. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "body_weight": {
            "type": "number",
            "default": 175,
            "description": "Body Weight (lbs). Current scale weight"
          },
          "activity_tier": {
            "type": "number",
            "default": 1.0,
            "description": "Training Goal (0.8 Sedentary, 1.0 Hypertrophy, 1.2 Cut) (). 1.0 g/lb standard for lifters; 1.2 g/lb during caloric cuts"
          }
        },
        "required": [
          "body_weight",
          "activity_tier"
        ]
      }
    },
    {
      "name": "omni_smoking_cost",
      "description": "Smoking Cost & Pack-Years Health Calculator. Calculate lifetime financial cost, lost investment compound interest, and clinical pack-years lung cancer risk index from cigarette smoking. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "packs_per_day": {
            "type": "number",
            "default": 1.0,
            "description": "Packs Smoked per Day (packs/day). 1 pack = 20 cigarettes"
          },
          "cost_per_pack": {
            "type": "number",
            "default": 9.5,
            "description": "Cost per Pack (). Average US pack price: $8 to $14"
          },
          "years_smoked": {
            "type": "number",
            "default": 15,
            "description": "Years Smoked (yrs). Total duration of smoking"
          }
        },
        "required": [
          "packs_per_day",
          "cost_per_pack"
        ]
      }
    },
    {
      "name": "omni_bench_press_pyramid",
      "description": "Bench Press Pyramid & Warm-Up Set Calculator. Calculate ascending and descending strength pyramid sets, progressive overload percentages, and plate loading per side for bench press. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "working_weight": {
            "type": "number",
            "default": 225,
            "description": "Target Top Working Weight (lbs). Weight for your heavy set of 5 reps"
          }
        },
        "required": [
          "working_weight"
        ]
      }
    },
    {
      "name": "omni_creatine_dosing",
      "description": "Creatine Monohydrate Dosing & Saturation Calculator. Calculate creatine monohydrate loading protocol (20g/day) vs maintenance dosing (5g/day) and intramuscular phosphocreatine saturation timeline. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "weight_lbs": {
            "type": "number",
            "default": 180,
            "description": "Body Weight (lbs). Current body weight"
          },
          "protocol_type": {
            "type": "number",
            "default": 1,
            "description": "Protocol (1 Fast Loading 20g, 0 Daily Maintenance 5g) (). 1 for 5-day fast load, 0 for steady daily intake"
          }
        },
        "required": [
          "weight_lbs",
          "protocol_type"
        ]
      }
    },
    {
      "name": "omni_blood_volume",
      "description": "Total Blood Volume (Nadler) Calculator. Calculate circulating total blood volume (TBV), plasma volume, and red cell mass using the clinical Nadler and Gilcher equations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "weight_lbs": {
            "type": "number",
            "default": 175,
            "description": "Body Weight (lbs). Weight in pounds"
          },
          "height_in": {
            "type": "number",
            "default": 70,
            "description": "Height (in). Height in inches"
          },
          "gender_factor": {
            "type": "number",
            "default": 1,
            "description": "Biological Sex (1 for Male, 0 for Female) (). 1 for Male, 0 for Female"
          }
        },
        "required": [
          "weight_lbs",
          "height_in"
        ]
      }
    },
    {
      "name": "omni_mean_arterial_pressure",
      "description": "Mean Arterial Pressure (MAP) Calculator. Calculate Mean Arterial Pressure (MAP) and organ perfusion adequacy from systolic and diastolic blood pressure readings. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "systolic_bp": {
            "type": "number",
            "default": 120,
            "description": "Systolic Blood Pressure (SBP) (mmHg). Top number (peak ventricular contraction)"
          },
          "diastolic_bp": {
            "type": "number",
            "default": 80,
            "description": "Diastolic Blood Pressure (DBP) (mmHg). Bottom number (ventricular relaxation)"
          }
        },
        "required": [
          "systolic_bp",
          "diastolic_bp"
        ]
      }
    },
    {
      "name": "omni_ellipse",
      "description": "Ellipse Area, Perimeter & Eccentricity Calculator. Calculate exact ellipse area, Ramanujan high-precision perimeter approximation, semi-axes, focal distance, and orbital eccentricity. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "semi_major": {
            "type": "number",
            "default": 10,
            "description": "Semi-Major Axis (a) (units). Half the longest diameter"
          },
          "semi_minor": {
            "type": "number",
            "default": 6,
            "description": "Semi-Minor Axis (b) (units). Half the shortest diameter (b \u2264 a)"
          }
        },
        "required": [
          "semi_major",
          "semi_minor"
        ]
      }
    },
    {
      "name": "omni_trapezoid",
      "description": "Trapezoid Area, Median & Perimeter Calculator. Calculate trapezoid (trapezium) area, midline median, perimeter, and diagonal lengths from base lengths, height, and side legs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "base_a": {
            "type": "number",
            "default": 12,
            "description": "Parallel Base a (units). Top parallel base"
          },
          "base_b": {
            "type": "number",
            "default": 20,
            "description": "Parallel Base b (units). Bottom parallel base"
          },
          "height": {
            "type": "number",
            "default": 8,
            "description": "Perpendicular Height (h) (units). Perpendicular distance between bases"
          },
          "leg_c": {
            "type": "number",
            "default": 8.94,
            "description": "Left Leg (c) (units). Left non-parallel side"
          },
          "leg_d": {
            "type": "number",
            "default": 8.94,
            "description": "Right Leg (d) (units). Right non-parallel side"
          }
        },
        "required": [
          "base_a",
          "base_b"
        ]
      }
    },
    {
      "name": "omni_rhombus",
      "description": "Rhombus Area, Side & Diagonals Calculator. Calculate rhombus area, perimeter, side length, incircle radius, and internal angles from intersecting diagonals d\u2081 and d\u2082. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "diag_1": {
            "type": "number",
            "default": 16,
            "description": "Diagonal 1 (d\u2081) (units). First internal diagonal"
          },
          "diag_2": {
            "type": "number",
            "default": 12,
            "description": "Diagonal 2 (d\u2082) (units). Second internal diagonal"
          }
        },
        "required": [
          "diag_1",
          "diag_2"
        ]
      }
    },
    {
      "name": "omni_parallelogram",
      "description": "Parallelogram Area & Diagonals Calculator. Calculate parallelogram area, perimeter, internal diagonals, and heights using base, side, and acute internal angle. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "side_a": {
            "type": "number",
            "default": 14,
            "description": "Base Side (a) (units). Length of horizontal base"
          },
          "side_b": {
            "type": "number",
            "default": 9,
            "description": "Adjacent Side (b) (units). Length of adjacent slant side"
          },
          "angle_deg": {
            "type": "number",
            "default": 60,
            "description": "Internal Angle (\u03b8) (degrees). Angle between sides a and b"
          }
        },
        "required": [
          "side_a",
          "side_b"
        ]
      }
    },
    {
      "name": "omni_kite",
      "description": "Kite Geometry & Area Calculator. Calculate kite area, perimeter, side pairs, and internal diagonal lengths from perpendicular diagonal axes. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "diag_1": {
            "type": "number",
            "default": 18,
            "description": "Longitudinal Diagonal (d\u2081) (units). Symmetry axis diagonal"
          },
          "diag_2": {
            "type": "number",
            "default": 10,
            "description": "Transverse Diagonal (d\u2082) (units). Perpendicular cross diagonal"
          },
          "top_offset": {
            "type": "number",
            "default": 4,
            "description": "Upper Diagonal Split (d\u2081_top) (units). Distance from top vertex to diagonal intersection"
          }
        },
        "required": [
          "diag_1",
          "diag_2"
        ]
      }
    },
    {
      "name": "omni_cylinder",
      "description": "Cylinder Volume & Surface Area Calculator. Calculate cylinder volume, lateral curved surface area, total surface area, and base perimeter from radius and height. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "radius": {
            "type": "number",
            "default": 5,
            "description": "Cylinder Radius (r) (units). Radius of circular base"
          },
          "height": {
            "type": "number",
            "default": 12,
            "description": "Height (h) (units). Cylinder altitude"
          }
        },
        "required": [
          "radius",
          "height"
        ]
      }
    },
    {
      "name": "omni_cone",
      "description": "Right Circular Cone Volume & Slant Height Calculator. Calculate cone volume, slant height, lateral area, total surface area, and base cone angle from radius and vertical height. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "radius": {
            "type": "number",
            "default": 6,
            "description": "Base Radius (r) (units). Radius of circular base"
          },
          "height": {
            "type": "number",
            "default": 8,
            "description": "Vertical Height (h) (units). Height from apex to base center"
          }
        },
        "required": [
          "radius",
          "height"
        ]
      }
    },
    {
      "name": "omni_sphere",
      "description": "Sphere Volume & Surface Area Calculator. Calculate exact sphere volume, surface area, radius, diameter, and circumscribed cylinder ratio using Archimedes' theorem. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "radius": {
            "type": "number",
            "default": 7,
            "description": "Sphere Radius (r) (units). Distance from center to surface"
          }
        },
        "required": [
          "radius"
        ]
      }
    },
    {
      "name": "omni_torus",
      "description": "Torus Volume & Surface Area (Donut) Calculator. Calculate donut torus volume and surface area using Pappus's Centroid Theorems from major radius R and minor radius r. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "major_radius": {
            "type": "number",
            "default": 10,
            "description": "Major Radius (R) (units). Distance from center of hole to center of tube (R > r)"
          },
          "minor_radius": {
            "type": "number",
            "default": 3,
            "description": "Minor Radius (r) (units). Radius of the revolving tube cross-section"
          }
        },
        "required": [
          "major_radius",
          "minor_radius"
        ]
      }
    },
    {
      "name": "omni_triangular_prism",
      "description": "Triangular Prism Volume & Surface Area Calculator. Calculate triangular prism volume, lateral face area, base area, and total surface area from triangular base dimensions and prism length. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "base_width": {
            "type": "number",
            "default": 8,
            "description": "Triangular Base Width (b) (units). Base edge of triangular face"
          },
          "base_height": {
            "type": "number",
            "default": 6,
            "description": "Triangular Base Height (h) (units). Perpendicular height of triangular face"
          },
          "prism_length": {
            "type": "number",
            "default": 15,
            "description": "Prism Length (L) (units). Extrusion length of prism"
          }
        },
        "required": [
          "base_width",
          "base_height"
        ]
      }
    },
    {
      "name": "omni_pyramid",
      "description": "Square Pyramid Volume & Slant Height Calculator. Calculate square and rectangular pyramid volume, lateral slant height, lateral face area, and total surface area. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "base_side": {
            "type": "number",
            "default": 10,
            "description": "Square Base Side (a) (units). Edge length of square base"
          },
          "vertical_height": {
            "type": "number",
            "default": 12,
            "description": "Vertical Height (h) (units). Height from apex to base center"
          }
        },
        "required": [
          "base_side",
          "vertical_height"
        ]
      }
    },
    {
      "name": "omni_frustum_cone",
      "description": "Frustum of a Cone (Truncated Cone) Calculator. Calculate volume, lateral surface area, slant height, and total surface area of a truncated cone (frustum) from base radii and height. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bottom_radius": {
            "type": "number",
            "default": 8,
            "description": "Bottom Base Radius (R) (units). Radius of larger circular base"
          },
          "top_radius": {
            "type": "number",
            "default": 4,
            "description": "Top Base Radius (r) (units). Radius of smaller circular top base"
          },
          "frustum_height": {
            "type": "number",
            "default": 10,
            "description": "Frustum Height (h) (units). Vertical distance between parallel bases"
          }
        },
        "required": [
          "bottom_radius",
          "top_radius"
        ]
      }
    },
    {
      "name": "omni_frustum_pyramid",
      "description": "Frustum of a Pyramid (Truncated Pyramid) Calculator. Calculate volume, slant height, and surface area of a truncated square pyramid from top base a\u2081, bottom base a\u2082, and height. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bottom_side": {
            "type": "number",
            "default": 12,
            "description": "Bottom Square Side (a\u2081) (units). Side length of lower base"
          },
          "top_side": {
            "type": "number",
            "default": 6,
            "description": "Top Square Side (a\u2082) (units). Side length of upper base"
          },
          "frustum_height": {
            "type": "number",
            "default": 9,
            "description": "Frustum Height (h) (units). Vertical distance between bases"
          }
        },
        "required": [
          "bottom_side",
          "top_side"
        ]
      }
    },
    {
      "name": "omni_ellipsoid",
      "description": "Ellipsoid Volume & Surface Area Calculator. Calculate ellipsoid volume and surface area using the Knud Thomsen p-norm approximation formula from semi-axes a, b, and c. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "axis_a": {
            "type": "number",
            "default": 8,
            "description": "Semi-Axis a (units). Radius along x-axis"
          },
          "axis_b": {
            "type": "number",
            "default": 5,
            "description": "Semi-Axis b (units). Radius along y-axis"
          },
          "axis_c": {
            "type": "number",
            "default": 3,
            "description": "Semi-Axis c (units). Radius along z-axis"
          }
        },
        "required": [
          "axis_a",
          "axis_b"
        ]
      }
    },
    {
      "name": "omni_arc_length",
      "description": "Arc Length, Sector Area & Chord Calculator. Calculate circular arc length (s), sector area, segment area, and chord length from circle radius and central angle (degrees or radians). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "circle_radius": {
            "type": "number",
            "default": 10,
            "description": "Circle Radius (r) (units). Radius of circle"
          },
          "central_angle_deg": {
            "type": "number",
            "default": 60,
            "description": "Central Angle (\u03b8 in Degrees) (degrees). Angle subtended at center"
          }
        },
        "required": [
          "circle_radius",
          "central_angle_deg"
        ]
      }
    },
    {
      "name": "omni_projectile_motion",
      "description": "Projectile Motion & Ballistic Trajectory Calculator. Calculate ballistic flight trajectory, maximum apogee height, total hang time, and horizontal ground range under gravitational acceleration. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "velocity_v0": {
            "type": "number",
            "default": 45,
            "description": "Initial Launch Velocity (v\u2080) (m/s). Muzzle or launch velocity in meters per second"
          },
          "launch_angle": {
            "type": "number",
            "default": 45,
            "description": "Launch Angle (\u03b8) (degrees). Angle above horizontal (45\u00b0 maximizes range in vacuum)"
          },
          "initial_height": {
            "type": "number",
            "default": 0,
            "description": "Initial Release Height (y\u2080) (meters). Elevation of launch platform above ground"
          }
        },
        "required": [
          "velocity_v0",
          "launch_angle"
        ]
      }
    },
    {
      "name": "omni_kinetic_energy",
      "description": "Kinetic Energy & Linear Momentum Calculator. Calculate translational kinetic energy (Joules, ft-lbs), linear momentum, and relativistic velocity inversions from mass and velocity. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "mass_kg": {
            "type": "number",
            "default": 80,
            "description": "Object Mass (m) (kg). Mass in kilograms (1 kg = 2.205 lbs)"
          },
          "velocity_ms": {
            "type": "number",
            "default": 25,
            "description": "Velocity (v) (m/s). Speed in meters per second (25 m/s = 56 mph)"
          }
        },
        "required": [
          "mass_kg",
          "velocity_ms"
        ]
      }
    },
    {
      "name": "omni_ohms_law",
      "description": "Ohm's Law & Electrical Power (PIVR) Calculator. Calculate Voltage (V), Current (I), Resistance (R), and Electrical Power (P) with bidirectional four-quadrant PIVR inversions. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "voltage_v": {
            "type": "number",
            "default": 120,
            "description": "Voltage (V) (volts). Electrical potential difference"
          },
          "resistance_r": {
            "type": "number",
            "default": 15,
            "description": "Resistance (R) (ohms (\u03a9)). Circuit electrical resistance"
          }
        },
        "required": [
          "voltage_v",
          "resistance_r"
        ]
      }
    },
    {
      "name": "omni_density_mass_volume",
      "description": "Density, Mass & Volume Calculator. Calculate material density (\u03c1), total mass, and displacement volume with bidirectional inversions and material reference library. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "mass_val": {
            "type": "number",
            "default": 19.3,
            "description": "Mass (m) (kg). Mass of the material"
          },
          "volume_val": {
            "type": "number",
            "default": 0.001,
            "description": "Volume (V) (m\u00b3). 1 m\u00b3 = 1,000 Liters = 1,000,000 cm\u00b3"
          }
        },
        "required": [
          "mass_val",
          "volume_val"
        ]
      }
    },
    {
      "name": "omni_quadratic_formula",
      "description": "Quadratic Formula & Parabola Vertex Calculator. Calculate real and complex roots, discriminant (\u0394 = b\u00b2 - 4ac), and vertex coordinates of any quadratic equation ax\u00b2 + bx + c = 0. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "coeff_a": {
            "type": "number",
            "default": 2,
            "description": "Quadratic Coefficient (a) (). Must be non-zero (a \u2260 0)"
          },
          "coeff_b": {
            "type": "number",
            "default": -4,
            "description": "Linear Coefficient (b) (). Coefficient of x"
          },
          "coeff_c": {
            "type": "number",
            "default": -6,
            "description": "Constant Term (c) (). y-intercept constant"
          }
        },
        "required": [
          "coeff_a",
          "coeff_b"
        ]
      }
    },
    {
      "name": "omni_standard_deviation",
      "description": "Standard Deviation & Variance Calculator. Calculate sample and population standard deviation, variance, arithmetic mean, and sum of squared deviations for statistical datasets. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "val_1": {
            "type": "number",
            "default": 12,
            "description": "Value 1 (). Data point 1"
          },
          "val_2": {
            "type": "number",
            "default": 18,
            "description": "Value 2 (). Data point 2"
          },
          "val_3": {
            "type": "number",
            "default": 24,
            "description": "Value 3 (). Data point 3"
          },
          "val_4": {
            "type": "number",
            "default": 30,
            "description": "Value 4 (). Data point 4"
          },
          "val_5": {
            "type": "number",
            "default": 36,
            "description": "Value 5 (). Data point 5"
          }
        },
        "required": [
          "val_1",
          "val_2"
        ]
      }
    },
    {
      "name": "omni_z_score",
      "description": "Z-Score & Standard Normal Distribution Calculator. Calculate standard score z, cumulative probability P(Z < z), two-tailed p-value, and percentile rank in a standard normal distribution. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "raw_score": {
            "type": "number",
            "default": 85,
            "description": "Raw Value (x) (). Observed test score or data point"
          },
          "population_mean": {
            "type": "number",
            "default": 70,
            "description": "Population Mean (\u03bc) (). Average value of distribution"
          },
          "std_deviation": {
            "type": "number",
            "default": 10,
            "description": "Standard Deviation (\u03c3) (). Spread of distribution (\u03c3 > 0)"
          }
        },
        "required": [
          "raw_score",
          "population_mean"
        ]
      }
    },
    {
      "name": "omni_permutations_combinations",
      "description": "Permutations & Combinations (nPr & nCr) Calculator. Calculate factorials, permutations (ordered nPr), and combinations (unordered binomial coefficients nCr) with exact integer precision. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_n": {
            "type": "number",
            "default": 10,
            "description": "Total Elements (n) (). Total pool size (n \u2265 r)"
          },
          "sample_r": {
            "type": "number",
            "default": 3,
            "description": "Subset Chosen (r) (). Number of elements chosen"
          }
        },
        "required": [
          "total_n",
          "sample_r"
        ]
      }
    },
    {
      "name": "omni_bayes_theorem",
      "description": "Bayes' Theorem & Conditional Probability Calculator. Calculate posterior probability P(A|B), prior odds, likelihood ratio, and diagnostic true/false positive rates using Bayes' rule. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "prior_prob": {
            "type": "number",
            "default": 0.01,
            "description": "Prior Probability P(A) (). Base rate prevalence (e.g. 1% disease rate in population)"
          },
          "true_positive": {
            "type": "number",
            "default": 0.95,
            "description": "Sensitivity / True Positive P(B|A) (). Test accuracy when condition is present"
          },
          "false_positive": {
            "type": "number",
            "default": 0.05,
            "description": "False Positive Rate P(B|\u00acA) (). Test positive when condition is absent"
          }
        },
        "required": [
          "prior_prob",
          "true_positive"
        ]
      }
    },
    {
      "name": "omni_matrix_multiplication",
      "description": "2\u00d72 Matrix Determinant & Inverse Calculator. Calculate 2\u00d72 matrix determinant det(A), matrix trace, matrix inverse A\u207b\u00b9, characteristic polynomial, and eigenvalues. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "elem_a": {
            "type": "number",
            "default": 4,
            "description": "Element a (Row 1, Col 1) (). Top-left entry"
          },
          "elem_b": {
            "type": "number",
            "default": 7,
            "description": "Element b (Row 1, Col 2) (). Top-right entry"
          },
          "elem_c": {
            "type": "number",
            "default": 2,
            "description": "Element c (Row 2, Col 1) (). Bottom-left entry"
          },
          "elem_d": {
            "type": "number",
            "default": 6,
            "description": "Element d (Row 2, Col 2) (). Bottom-right entry"
          }
        },
        "required": [
          "elem_a",
          "elem_b"
        ]
      }
    },
    {
      "name": "omni_pendulum_period",
      "description": "Simple Pendulum Period & Harmonic Frequency Calculator. Calculate pendulum period (T), natural frequency (Hz), angular frequency (rad/s), and local gravitational acceleration (g). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pendulum_length": {
            "type": "number",
            "default": 1.0,
            "description": "Pendulum Length (L) (meters). Distance from pivot to center of mass"
          },
          "gravity_g": {
            "type": "number",
            "default": 9.80665,
            "description": "Gravitational Acceleration (g) (m/s\u00b2). 9.80665 on Earth, 1.62 on Moon, 3.72 on Mars"
          }
        },
        "required": [
          "pendulum_length",
          "gravity_g"
        ]
      }
    },
    {
      "name": "omni_cac",
      "description": "Customer Acquisition Cost (CAC) Calculator. Calculate blended and paid Customer Acquisition Cost (CAC) from total sales and marketing expenditure divided by new acquired customers. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "marketing_spend": {
            "type": "number",
            "default": 25000,
            "description": "Total Marketing & Ad Spend (). Paid advertising, software, agency, and creative fees"
          },
          "sales_spend": {
            "type": "number",
            "default": 35000,
            "description": "Sales Salaries & Commissions (). SDR/AE salaries, bonuses, and commission payouts"
          },
          "new_customers": {
            "type": "number",
            "default": 120,
            "description": "New Customers Acquired (). Total new paying customers in the measurement window"
          }
        },
        "required": [
          "marketing_spend",
          "sales_spend"
        ]
      }
    },
    {
      "name": "omni_clv_ltv",
      "description": "Customer Lifetime Value (LTV / CLV) Calculator. Calculate Customer Lifetime Value (LTV) from Average Revenue Per Account (ARPA), gross margin percentage, and customer churn rate. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "arpa_monthly": {
            "type": "number",
            "default": 250,
            "description": "Average Monthly Revenue / Customer (ARPA) (). Average monthly subscription bill per account"
          },
          "gross_margin_pct": {
            "type": "number",
            "default": 80,
            "description": "Gross Margin Percentage (%). SaaS typically 75% to 85% gross margin"
          },
          "churn_monthly_pct": {
            "type": "number",
            "default": 2.5,
            "description": "Monthly Customer Churn Rate (%). Percentage of customers canceling each month"
          }
        },
        "required": [
          "arpa_monthly",
          "gross_margin_pct"
        ]
      }
    },
    {
      "name": "omni_ltv_cac_ratio",
      "description": "LTV:CAC Ratio & Payback Period Calculator. Calculate the gold-standard SaaS unit economics ratio (LTV:CAC) and months required to recover acquisition cash outflows. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cac_input": {
            "type": "number",
            "default": 1800,
            "description": "Customer Acquisition Cost (CAC) (). Fully loaded cost to acquire one customer"
          },
          "ltv_input": {
            "type": "number",
            "default": 7200,
            "description": "Customer Lifetime Value (LTV) (). Gross-margin adjusted lifetime value"
          },
          "monthly_arpa": {
            "type": "number",
            "default": 250,
            "description": "Average Monthly Revenue (ARPA) (). Monthly recurring bill per customer"
          },
          "margin_pct": {
            "type": "number",
            "default": 80,
            "description": "Gross Margin Percentage (%). Cost of goods sold margin"
          }
        },
        "required": [
          "cac_input",
          "ltv_input"
        ]
      }
    },
    {
      "name": "omni_churn_rate",
      "description": "Customer & Revenue Churn Rate Calculator. Calculate logo churn, gross revenue churn, net revenue retention (NRR), and annualized churn compound curves. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "starting_customers": {
            "type": "number",
            "default": 1000,
            "description": "Starting Customers (Beginning of Month) (). Active paying customer count on day 1"
          },
          "lost_customers": {
            "type": "number",
            "default": 25,
            "description": "Customers Canceled / Lost (). Accounts downgraded or terminated during month"
          },
          "starting_mrr": {
            "type": "number",
            "default": 100000,
            "description": "Starting Monthly Revenue (MRR) (). Beginning of period recurring revenue"
          },
          "expansion_mrr": {
            "type": "number",
            "default": 6000,
            "description": "Expansion / Upsell MRR (). Revenue expansion from existing customer upgrades"
          }
        },
        "required": [
          "starting_customers",
          "lost_customers"
        ]
      }
    },
    {
      "name": "omni_mrr_arr",
      "description": "MRR to ARR & Net New MRR Calculator. Calculate Annual Recurring Revenue (ARR) run rate, Net New MRR, expansion rate, and contraction churn components. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "new_mrr": {
            "type": "number",
            "default": 8500,
            "description": "New Customer MRR (). MRR from newly signed accounts"
          },
          "expansion_mrr": {
            "type": "number",
            "default": 3200,
            "description": "Expansion / Upgrade MRR (). Existing customers upgrading tiers or adding seats"
          },
          "contraction_mrr": {
            "type": "number",
            "default": 800,
            "description": "Contraction / Downgrade MRR (). Existing customers downgrading plans"
          },
          "churned_mrr": {
            "type": "number",
            "default": 1900,
            "description": "Churned / Canceled MRR (). MRR completely terminated from cancellations"
          }
        },
        "required": [
          "new_mrr",
          "expansion_mrr"
        ]
      }
    },
    {
      "name": "omni_runway_burn",
      "description": "Startup Cash Runway & Burn Rate Calculator. Calculate net monthly burn rate, gross cash outflows, and exact operational runway in months until zero cash date (ZCD). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cash_balance": {
            "type": "number",
            "default": 750000,
            "description": "Current Bank Cash Balance (). Total available liquid cash in operating accounts"
          },
          "monthly_revenue": {
            "type": "number",
            "default": 35000,
            "description": "Monthly Cash Collections (Revenue) (). Actual monthly cash incoming"
          },
          "monthly_expenses": {
            "type": "number",
            "default": 85000,
            "description": "Monthly Operating Expenses (OpEx) (). Payroll, hosting, rent, and overhead"
          }
        },
        "required": [
          "cash_balance",
          "monthly_revenue"
        ]
      }
    },
    {
      "name": "omni_saas_magic_number",
      "description": "SaaS Magic Number & Sales Efficiency Calculator. Calculate the SaaS Magic Number measuring Net New ARR generated per dollar spent on sales and marketing. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "curr_q_revenue": {
            "type": "number",
            "default": 650000,
            "description": "Current Quarter Revenue (). Total revenue in quarter Q"
          },
          "prev_q_revenue": {
            "type": "number",
            "default": 500000,
            "description": "Prior Quarter Revenue (). Total revenue in quarter Q-1"
          },
          "prev_q_sm_spend": {
            "type": "number",
            "default": 450000,
            "description": "Prior Quarter S&M Spend (). Sales & marketing expenditure in quarter Q-1"
          }
        },
        "required": [
          "curr_q_revenue",
          "prev_q_revenue"
        ]
      }
    },
    {
      "name": "omni_saas_rule_of_40",
      "description": "SaaS Rule of 40 Calculator. Calculate the Rule of 40 score balancing YoY ARR revenue growth rate percentage and Free Cash Flow (FCF) margin percentage. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "growth_rate_pct": {
            "type": "number",
            "default": 45,
            "description": "Year-over-Year (YoY) Growth Rate (%). YoY ARR or GAAP revenue growth percentage"
          },
          "profit_margin_pct": {
            "type": "number",
            "default": 5,
            "description": "Profitability (FCF or EBITDA Margin) (%). Free Cash Flow or EBITDA margin percentage"
          }
        },
        "required": [
          "growth_rate_pct",
          "profit_margin_pct"
        ]
      }
    },
    {
      "name": "omni_net_promoter_score",
      "description": "Net Promoter Score (NPS) Calculator. Calculate Net Promoter Score (NPS), Promoters (9-10), Passives (7-8), Detractors (0-6), and statistical standard error margin. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "promoters_count": {
            "type": "number",
            "default": 650,
            "description": "Promoters (Rated 9 or 10) (). Loyal enthusiasts who refer others"
          },
          "passives_count": {
            "type": "number",
            "default": 250,
            "description": "Passives (Rated 7 or 8) (). Satisfied but unenthusiastic accounts"
          },
          "detractors_count": {
            "type": "number",
            "default": 100,
            "description": "Detractors (Rated 0 through 6) (). Unhappy customers prone to churn"
          }
        },
        "required": [
          "promoters_count",
          "passives_count"
        ]
      }
    },
    {
      "name": "omni_arpu",
      "description": "Average Revenue Per User (ARPU / ARPA) Calculator. Calculate Average Revenue Per User (ARPU) and Average Revenue Per Account (ARPA) across monthly, quarterly, and annual intervals. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_revenue": {
            "type": "number",
            "default": 85000,
            "description": "Total Recurring Revenue (). Revenue generated in measurement month"
          },
          "active_users": {
            "type": "number",
            "default": 340,
            "description": "Active Users / Subscribers (). Count of active paying user accounts"
          }
        },
        "required": [
          "total_revenue",
          "active_users"
        ]
      }
    },
    {
      "name": "omni_viral_coefficient",
      "description": "Viral Coefficient (K-Factor) & Growth Calculator. Calculate K-factor viral expansion, viral cycle time, customer compounding multiplier, and organic user generation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "invites_sent": {
            "type": "number",
            "default": 4.5,
            "description": "Invites Sent per Customer (invites). Average referral invitations sent by each user"
          },
          "conversion_rate_pct": {
            "type": "number",
            "default": 25,
            "description": "Invite Acceptance / Conversion Rate (%). Percentage of invited users who register"
          },
          "initial_cohort": {
            "type": "number",
            "default": 1000,
            "description": "Initial Cohort Size (). Starting seed user population"
          }
        },
        "required": [
          "invites_sent",
          "conversion_rate_pct"
        ]
      }
    },
    {
      "name": "omni_employee_turnover_cost",
      "description": "Employee Turnover & Replacement Cost Calculator. Calculate true financial and organizational cost of employee turnover, recruiting fees, onboarding lag, and lost institutional productivity. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_salary": {
            "type": "number",
            "default": 85000,
            "description": "Average Annual Employee Salary (). Base salary of the departing role"
          },
          "turnover_count": {
            "type": "number",
            "default": 6,
            "description": "Employees Leaving per Year (). Annual voluntary and involuntary departures"
          },
          "role_complexity": {
            "type": "number",
            "default": 1.0,
            "description": "Role Seniority Tier (0.5 Entry, 1.0 Mid, 1.5 Senior/Exec) (). Senior roles cost 1.5x to 2x salary to replace"
          }
        },
        "required": [
          "annual_salary",
          "turnover_count"
        ]
      }
    },
    {
      "name": "omni_roas",
      "description": "Return on Ad Spend (ROAS) & Breakeven Calculator. Calculate ROAS, Breakeven ROAS from product profit margin, net advertising profit, and target ad budget scale. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "ad_spend": {
            "type": "number",
            "default": 10000,
            "description": "Total Advertising Spend (). Paid Google, Meta, TikTok ad spend"
          },
          "revenue_generated": {
            "type": "number",
            "default": 35000,
            "description": "Attributed Revenue Generated (). Total gross sales driven by ads"
          },
          "profit_margin_pct": {
            "type": "number",
            "default": 40,
            "description": "Gross Product Profit Margin (%). Margin before advertising expenses"
          }
        },
        "required": [
          "ad_spend",
          "revenue_generated"
        ]
      }
    },
    {
      "name": "omni_cpa_cpc",
      "description": "Cost Per Acquisition (CPA) from CPC Calculator. Calculate Cost Per Acquisition (CPA) from Cost Per Click (CPC) and Landing Page Conversion Rate (CVR). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cpc_input": {
            "type": "number",
            "default": 2.75,
            "description": "Average Cost Per Click (CPC) (). Average Google/Meta cost per click"
          },
          "conversion_rate_pct": {
            "type": "number",
            "default": 3.5,
            "description": "Landing Page Conversion Rate (%). Percentage of visitors who convert into leads/buyers"
          },
          "clicks_count": {
            "type": "number",
            "default": 5000,
            "description": "Traffic Volume (Clicks) (). Total paid click volume"
          }
        },
        "required": [
          "cpc_input",
          "conversion_rate_pct"
        ]
      }
    },
    {
      "name": "omni_email_marketing_roi",
      "description": "Email Marketing Campaign ROI Calculator. Calculate open rates, click-through rates (CTR), conversion yields, total campaign revenue, and net ROI percentage. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "list_size": {
            "type": "number",
            "default": 25000,
            "description": "Email List Size (Recipients) (). Total emails sent in blast"
          },
          "open_rate_pct": {
            "type": "number",
            "default": 24,
            "description": "Open Rate (%) (%). Average B2B/eCommerce open rate: 20-30%"
          },
          "ctr_pct": {
            "type": "number",
            "default": 3.2,
            "description": "Click-Through Rate (CTR %) (%). Percentage of total delivered emails clicked"
          },
          "conversion_pct": {
            "type": "number",
            "default": 4.5,
            "description": "Purchase Conversion Rate (%). Clicks converting into paid orders"
          },
          "aov_input": {
            "type": "number",
            "default": 125,
            "description": "Average Order Value (AOV) (). Average dollars spent per checkout"
          },
          "campaign_cost": {
            "type": "number",
            "default": 750,
            "description": "Total Campaign Cost (). Copywriter, ESP fees, design"
          }
        },
        "required": [
          "list_size",
          "open_rate_pct"
        ]
      }
    },
    {
      "name": "omni_sales_pipeline_velocity",
      "description": "Sales Pipeline Velocity Calculator. Calculate sales pipeline velocity (revenue generated per day) and forecast monthly deal flow from win rate, deal size, and sales cycle length. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "deal_count": {
            "type": "number",
            "default": 60,
            "description": "Qualified Opportunities in Pipeline (). Active sales opportunities currently in pipeline"
          },
          "win_rate_pct": {
            "type": "number",
            "default": 25,
            "description": "Average Win Rate Percentage (%). Percentage of qualified deals closed won"
          },
          "avg_deal_size": {
            "type": "number",
            "default": 18000,
            "description": "Average Deal Size (ACV) (). Average contract revenue per deal"
          },
          "sales_cycle_days": {
            "type": "number",
            "default": 45,
            "description": "Sales Cycle Length (Days) (days). Days from initial qualification to closed won"
          }
        },
        "required": [
          "deal_count",
          "win_rate_pct"
        ]
      }
    },
    {
      "name": "omni_working_capital_ratio",
      "description": "Working Capital & Current Ratio Calculator. Calculate Net Working Capital (NWC), Current Ratio, and short-term corporate liquidity solvency from current assets and liabilities. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_assets": {
            "type": "number",
            "default": 450000,
            "description": "Total Current Assets (). Cash, marketable securities, accounts receivable, and inventory"
          },
          "current_liabilities": {
            "type": "number",
            "default": 225000,
            "description": "Total Current Liabilities (). Accounts payable, short-term debt, and accrued payroll due within 1 yr"
          }
        },
        "required": [
          "current_assets",
          "current_liabilities"
        ]
      }
    },
    {
      "name": "omni_quick_ratio",
      "description": "Quick Ratio (Acid-Test) Calculator. Calculate the Acid-Test Quick Ratio isolating liquid cash, marketable securities, and accounts receivable against current liabilities. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cash_equivalents": {
            "type": "number",
            "default": 180000,
            "description": "Cash & Cash Equivalents (). Liquid bank balances and money market funds"
          },
          "marketable_securities": {
            "type": "number",
            "default": 45000,
            "description": "Marketable Securities (). Treasuries and liquid stock holdings"
          },
          "accounts_receivable": {
            "type": "number",
            "default": 95000,
            "description": "Accounts Receivable (A/R) (). Money owed by customers on invoices"
          },
          "current_liabilities": {
            "type": "number",
            "default": 220000,
            "description": "Total Current Liabilities (). Short-term debt, payables, and accrued obligations"
          }
        },
        "required": [
          "cash_equivalents",
          "marketable_securities"
        ]
      }
    },
    {
      "name": "omni_debt_service_coverage",
      "description": "Corporate DSCR & Interest Coverage Calculator. Calculate Debt Service Coverage Ratio (DSCR) and Times Interest Earned (TIE) from Net Operating Income (NOI) / EBITDA and debt service obligations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "ebitda_noi": {
            "type": "number",
            "default": 240000,
            "description": "Net Operating Income (NOI) / EBITDA (). Annual cash flow available for debt service"
          },
          "annual_principal": {
            "type": "number",
            "default": 85000,
            "description": "Annual Principal Repayments (). Mandatory loan principal amortization"
          },
          "annual_interest": {
            "type": "number",
            "default": 65000,
            "description": "Annual Interest Expense (). Interest payments on all outstanding loans"
          }
        },
        "required": [
          "ebitda_noi",
          "annual_principal"
        ]
      }
    },
    {
      "name": "omni_economic_order_quantity",
      "description": "Economic Order Quantity (EOQ) & Reorder Point Calculator. Calculate optimal inventory order batch size (EOQ), annual carrying costs, ordering costs, and safety stock reorder point. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_demand": {
            "type": "number",
            "default": 12000,
            "description": "Annual Unit Demand (D) (units/yr). Total units sold or consumed per year"
          },
          "ordering_cost": {
            "type": "number",
            "default": 75,
            "description": "Fixed Cost per Order (S) (). Setup, freight, and purchase order administration"
          },
          "holding_cost": {
            "type": "number",
            "default": 2.5,
            "description": "Annual Holding Cost per Unit (H) (). Warehousing, insurance, and inventory capital cost"
          },
          "lead_time_days": {
            "type": "number",
            "default": 14,
            "description": "Supplier Lead Time (Days) (days). Days from purchase order to delivery"
          }
        },
        "required": [
          "annual_demand",
          "ordering_cost"
        ]
      }
    },
    {
      "name": "omni_burn_multiple",
      "description": "Bessemer Burn Multiple Calculator. Calculate the Bessemer Venture Partners Burn Multiple measuring net cash burned for each dollar of Net New ARR generated. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "net_burn_amount": {
            "type": "number",
            "default": 2400000,
            "description": "Annual / Period Net Cash Burn (). Total cash burned in measurement period"
          },
          "net_new_arr_added": {
            "type": "number",
            "default": 2000000,
            "description": "Net New ARR Generated (). Net ARR added in same measurement period"
          }
        },
        "required": [
          "net_burn_amount",
          "net_new_arr_added"
        ]
      }
    },
    {
      "name": "omni_freemium_conversion",
      "description": "Freemium to Paid Conversion Calculator. Calculate freemium user conversion rates, free-to-paid funnel velocity, monthly recurring revenue from free tier, and cohort monetization. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "free_tier_users": {
            "type": "number",
            "default": 50000,
            "description": "Active Free Tier Users (). Monthly active free tier accounts"
          },
          "free_to_paid_pct": {
            "type": "number",
            "default": 3.5,
            "description": "Free-to-Paid Conversion Rate (%). Industry benchmark: 2% to 5%"
          },
          "paid_plan_price": {
            "type": "number",
            "default": 29,
            "description": "Average Paid Subscription Price (). Monthly price per upgraded account"
          }
        },
        "required": [
          "free_tier_users",
          "free_to_paid_pct"
        ]
      }
    },
    {
      "name": "omni_gross_revenue_retention",
      "description": "Gross Revenue Retention (GRR) vs NRR Calculator. Calculate Gross Revenue Retention (GRR), isolating core churn and contraction without obscuring losses behind expansion revenue. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "beg_mrr": {
            "type": "number",
            "default": 200000,
            "description": "Beginning of Period MRR (). Base recurring revenue at start of year/month"
          },
          "churn_lost": {
            "type": "number",
            "default": 12000,
            "description": "Canceled / Churned MRR (). Revenue lost from total cancellations"
          },
          "contract_lost": {
            "type": "number",
            "default": 6000,
            "description": "Contraction / Downgrade MRR (). Revenue lost from plan downgrades"
          }
        },
        "required": [
          "beg_mrr",
          "churn_lost"
        ]
      }
    },
    {
      "name": "omni_cac_payback",
      "description": "SaaS CAC Payback Period Calculator. Calculate exact customer acquisition cost payback period in months accounting for gross margin and customer revenue churn drag. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cac_dollar": {
            "type": "number",
            "default": 2400,
            "description": "Fully Loaded CAC per Account (). All sales, SDR, and marketing expenses per acquired account"
          },
          "arpa_dollar": {
            "type": "number",
            "default": 250,
            "description": "Average Monthly Revenue (ARPA) (). Monthly recurring billing amount"
          },
          "margin_pct_val": {
            "type": "number",
            "default": 80,
            "description": "Gross Margin Percentage (%). Cost of goods sold (hosting, support, payment fees)"
          }
        },
        "required": [
          "cac_dollar",
          "arpa_dollar"
        ]
      }
    },
    {
      "name": "omni_inventory_turnover",
      "description": "Inventory Turnover & Days Sales of Inventory (DSI) Calculator. Calculate inventory turnover ratio, Days Sales of Inventory (DSI / DIO), and capital tied up in warehouse stock. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_cogs": {
            "type": "number",
            "default": 1800000,
            "description": "Annual Cost of Goods Sold (COGS) (). Total annual cost of manufactured or purchased inventory sold"
          },
          "avg_inventory_val": {
            "type": "number",
            "default": 300000,
            "description": "Average Inventory Value (). Average value of inventory held in warehouse"
          }
        },
        "required": [
          "annual_cogs",
          "avg_inventory_val"
        ]
      }
    },
    {
      "name": "omni_lease_vs_buy",
      "description": "Car Lease vs Buy Financial Comparison Calculator. Compare the total multi-year financial cost of leasing versus purchasing a new vehicle, accounting for depreciation, money factor, and equity at lease end. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "vehicle_price": {
            "type": "number",
            "default": 42000,
            "description": "Vehicle Negotiated Price (MSRP / Cap Cost) (). Agreed selling price before fees"
          },
          "down_payment": {
            "type": "number",
            "default": 4000,
            "description": "Cash Down Payment (). Upfront capital applied"
          },
          "lease_term_months": {
            "type": "number",
            "default": 36,
            "description": "Lease Term (Months) (months). Standard lease duration"
          },
          "lease_monthly": {
            "type": "number",
            "default": 480,
            "description": "Quoted Monthly Lease Payment (). Monthly lease bill including sales tax"
          },
          "loan_apr_pct": {
            "type": "number",
            "default": 6.5,
            "description": "Purchase Loan APR (%) (%). Financing interest rate"
          },
          "residual_value_pct": {
            "type": "number",
            "default": 55,
            "description": "Estimated Resale Value after 3 Years (%). Expected market resale value %"
          }
        },
        "required": [
          "vehicle_price",
          "down_payment"
        ]
      }
    },
    {
      "name": "omni_ev_charging_cost",
      "description": "Electric Vehicle (EV) Charging Cost & Range Calculator. Calculate exact dollar cost to fully charge an electric car at home versus public DC fast chargers, cost per mile, and monthly charging expense. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "battery_kwh": {
            "type": "number",
            "default": 75,
            "description": "Usable Battery Pack Capacity (kWh) (kWh). Tesla Model 3/Y \u2248 75-82 kWh, F-150 Lightning \u2248 131 kWh"
          },
          "home_kwh_rate": {
            "type": "number",
            "default": 0.16,
            "description": "Home Electric Rate ($/kWh) (). US national average: ~$0.16/kWh"
          },
          "public_kwh_rate": {
            "type": "number",
            "default": 0.42,
            "description": "Public DC Fast Charge Rate ($/kWh) (). Tesla Supercharger / Electrify America: ~$0.35 - $0.48/kWh"
          },
          "rated_range_miles": {
            "type": "number",
            "default": 310,
            "description": "Full Battery Driving Range (miles). EPA estimated range on full charge"
          },
          "monthly_miles_driven": {
            "type": "number",
            "default": 1200,
            "description": "Monthly Driving Distance (miles/mo). Average commute and road trips"
          }
        },
        "required": [
          "battery_kwh",
          "home_kwh_rate"
        ]
      }
    },
    {
      "name": "omni_ev_vs_gas_savings",
      "description": "Electric Vehicle vs Gas Savings Calculator. Calculate annual fuel, maintenance, and brake pad cost savings switching from an internal combustion engine (ICE) car to an EV. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_miles": {
            "type": "number",
            "default": 13500,
            "description": "Annual Driving Mileage (miles/yr). US driver average: ~13,500 miles/yr"
          },
          "gas_car_mpg": {
            "type": "number",
            "default": 27,
            "description": "Current Gas Car Fuel Economy (MPG) (MPG). Combined city/highway miles per gallon"
          },
          "gas_price_gallon": {
            "type": "number",
            "default": 3.65,
            "description": "Local Gasoline Price ($/Gallon) (). Price per gallon of regular unleaded"
          },
          "ev_efficiency_mi_kwh": {
            "type": "number",
            "default": 3.6,
            "description": "EV Efficiency (Miles per kWh) (mi/kWh). Standard EV: 3.2 to 4.0 miles/kWh"
          },
          "electric_rate": {
            "type": "number",
            "default": 0.16,
            "description": "Electricity Rate ($/kWh) (). Overnight home charging utility rate"
          }
        },
        "required": [
          "annual_miles",
          "gas_car_mpg"
        ]
      }
    },
    {
      "name": "omni_car_depreciation",
      "description": "Car Depreciation & Future Value Curve Calculator. Calculate multi-year vehicle depreciation curves, month-by-month residual value, dollar loss per mile driven, and optimal trade-in horizons. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "initial_purchase_price": {
            "type": "number",
            "default": 45000,
            "description": "Vehicle Purchase Price (). Original out-the-door price paid"
          },
          "vehicle_age_years": {
            "type": "number",
            "default": 5,
            "description": "Ownership Horizon (Years) (years). Years you plan to keep vehicle"
          },
          "depreciation_profile": {
            "type": "number",
            "default": 1.0,
            "description": "Depreciation Category (0.85 Low/Toyota, 1.0 Normal, 1.25 Luxury/German) (). Trucks/Hondas hold value; luxury sedans drop fast"
          }
        },
        "required": [
          "initial_purchase_price",
          "vehicle_age_years"
        ]
      }
    },
    {
      "name": "omni_true_cost_to_own",
      "description": "5-Year True Cost to Own (TCO) Calculator. Calculate true full cost to own a vehicle over 5 years combining depreciation, financing interest, fuel, insurance, maintenance, and state taxes. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "purchase_price_tco": {
            "type": "number",
            "default": 40000,
            "description": "Vehicle Purchase Price (). Total negotiated price"
          },
          "monthly_fuel_cost": {
            "type": "number",
            "default": 175,
            "description": "Estimated Monthly Fuel / Power Cost (). Gas or electricity expenditure"
          },
          "monthly_insurance": {
            "type": "number",
            "default": 160,
            "description": "Monthly Auto Insurance Premium (). Full coverage insurance premium"
          },
          "loan_interest_total": {
            "type": "number",
            "default": 4500,
            "description": "Total 5-Year Financing Interest Paid (). Interest accrued on auto loan"
          }
        },
        "required": [
          "purchase_price_tco",
          "monthly_fuel_cost"
        ]
      }
    },
    {
      "name": "omni_towing_capacity",
      "description": "Vehicle Towing Capacity & Tongue Weight Calculator. Calculate safe legal towing capacity, Gross Combined Weight Rating (GCWR), allowable trailer weight, and mandatory 10-15% tongue weight. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "gcwr_lbs": {
            "type": "number",
            "default": 15000,
            "description": "Gross Combined Weight Rating (GCWR) (lbs). Maximum allowed weight of truck + trailer combined"
          },
          "curb_weight_lbs": {
            "type": "number",
            "default": 5400,
            "description": "Vehicle Curb Weight (Empty) (lbs). Weight of empty tow vehicle"
          },
          "payload_passengers_lbs": {
            "type": "number",
            "default": 850,
            "description": "Passengers & Cargo in Vehicle (lbs). Driver, passengers, luggage, and tools inside truck"
          },
          "trailer_gvwr_target": {
            "type": "number",
            "default": 6500,
            "description": "Loaded Trailer Weight (Target) (lbs). Dry trailer weight plus water, propane, and gear"
          }
        },
        "required": [
          "gcwr_lbs",
          "curb_weight_lbs"
        ]
      }
    },
    {
      "name": "omni_payload_capacity",
      "description": "Truck Payload Capacity & Cargo Safety Margin Calculator. Calculate actual remaining payload capacity from Gross Vehicle Weight Rating (GVWR), curb weight, aftermarket accessories, and passenger weight. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "gvwr_sticker": {
            "type": "number",
            "default": 7100,
            "description": "Door Jamb GVWR Rating (lbs). Gross Vehicle Weight Rating on tire placard"
          },
          "curb_weight_actual": {
            "type": "number",
            "default": 5150,
            "description": "Vehicle Base Curb Weight (lbs). Weight with full tank of gas, empty cargo"
          },
          "occupant_weight": {
            "type": "number",
            "default": 550,
            "description": "Driver & Passengers Total Weight (lbs). Weight of all people in cab"
          },
          "accessories_cargo": {
            "type": "number",
            "default": 400,
            "description": "Truck Bed Cargo & Accessories (lbs). Toolbox, bed cover, winch, luggage, coolers"
          }
        },
        "required": [
          "gvwr_sticker",
          "curb_weight_actual"
        ]
      }
    },
    {
      "name": "omni_gas_mileage_mpg",
      "description": "Gas Mileage (MPG / L/100km) & Fuel Cost Calculator. Calculate exact gas mileage in US MPG, Imperial MPG, and Liters per 100km, cost per mile, and annual fuel expense. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "trip_odometer_miles": {
            "type": "number",
            "default": 345,
            "description": "Miles Driven Between Fill-ups (miles). Miles on trip odometer when refueling"
          },
          "gallons_pumped": {
            "type": "number",
            "default": 12.8,
            "description": "Gallons Pumped into Tank (gallons). Exact fuel gallons from gas station receipt"
          },
          "fuel_price_per_gal": {
            "type": "number",
            "default": 3.65,
            "description": "Fuel Price per Gallon (). Current pump price per gallon"
          }
        },
        "required": [
          "trip_odometer_miles",
          "gallons_pumped"
        ]
      }
    },
    {
      "name": "omni_tire_size_speedometer",
      "description": "Tire Size Comparison & Speedometer Error Calculator. Calculate tire diameter, sidewall height, revolutions per mile, and exact speedometer error when changing tire sizes. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "orig_width": {
            "type": "number",
            "default": 245,
            "description": "Original Tire Width (mm) (mm). e.g. 245/45R18"
          },
          "orig_aspect": {
            "type": "number",
            "default": 45,
            "description": "Original Aspect Ratio (%) (%). Sidewall height as % of width"
          },
          "orig_rim": {
            "type": "number",
            "default": 18,
            "description": "Original Wheel Rim Diameter (in). Wheel diameter in inches"
          },
          "new_width": {
            "type": "number",
            "default": 275,
            "description": "New Tire Width (mm) (mm). e.g. 275/40R19"
          },
          "new_aspect": {
            "type": "number",
            "default": 40,
            "description": "New Aspect Ratio (%) (%). New sidewall %"
          },
          "new_rim": {
            "type": "number",
            "default": 19,
            "description": "New Wheel Rim Diameter (in). New rim diameter in inches"
          }
        },
        "required": [
          "orig_width",
          "orig_aspect"
        ]
      }
    },
    {
      "name": "omni_horsepower_torque",
      "description": "Horsepower & Torque Conversion Calculator. Convert between rotational Torque (lb-ft or N\u00b7m) and Mechanical Horsepower (HP / kW) at any engine RPM, proving the 5,252 RPM crossover law. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "torque_input_lbft": {
            "type": "number",
            "default": 400,
            "description": "Engine Torque (lb-ft) (lb-ft). Torque measured at flywheel or dyno"
          },
          "engine_rpm_point": {
            "type": "number",
            "default": 5500,
            "description": "Engine Speed (RPM) (RPM). Revolutions per minute"
          },
          "mechanical_metric_nm": {
            "type": "number",
            "default": 542.3,
            "description": "Metric Torque Equivalence (N\u00b7m) (N\u00b7m). Metric Newton-meters"
          }
        },
        "required": [
          "torque_input_lbft",
          "engine_rpm_point"
        ]
      }
    },
    {
      "name": "omni_quarter_mile_speed",
      "description": "Quarter-Mile Elapsed Time (ET) & Trap Speed Calculator. Calculate drag racing 1/4 mile elapsed time (ET) and finish trap speed from vehicle curb weight and wheel horsepower using the iconic Hale and Fox formulas. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "curb_weight_race_lbs": {
            "type": "number",
            "default": 3400,
            "description": "Total Race Weight (Car + Driver) (lbs). Vehicle weight on track scales with driver in seat"
          },
          "flywheel_horsepower": {
            "type": "number",
            "default": 450,
            "description": "Flywheel Horsepower (BHP) (HP). Engine horsepower at crank"
          },
          "drivetrain_layout": {
            "type": "number",
            "default": 0.85,
            "description": "Drivetrain Loss Factor (0.85 RWD/FWD, 0.80 AWD) (). Wheel horsepower transfer efficiency"
          }
        },
        "required": [
          "curb_weight_race_lbs",
          "flywheel_horsepower"
        ]
      }
    },
    {
      "name": "omni_engine_displacement",
      "description": "Engine Displacement & Cylinder Volume Calculator. Calculate total internal combustion engine displacement in Cubic Centimeters (cc), Liters (L), and Cubic Inches (CID) from bore, stroke, and cylinder count. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cylinder_bore_mm": {
            "type": "number",
            "default": 86.0,
            "description": "Cylinder Bore Diameter (mm) (mm). Internal diameter of cylinder bore"
          },
          "piston_stroke_mm": {
            "type": "number",
            "default": 86.0,
            "description": "Piston Stroke Length (mm) (mm). Crankshaft throw travel distance"
          },
          "number_of_cylinders": {
            "type": "number",
            "default": 4,
            "description": "Number of Cylinders (). e.g. 4 (Inline-4), 6 (V6), 8 (V8)"
          }
        },
        "required": [
          "cylinder_bore_mm",
          "piston_stroke_mm"
        ]
      }
    },
    {
      "name": "omni_compression_ratio",
      "description": "Engine Static Compression Ratio Calculator. Calculate static compression ratio (CR) from cylinder swept volume, combustion chamber cc, head gasket thickness/bore, and piston dome/dish volume. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cyl_swept_vol_cc": {
            "type": "number",
            "default": 500,
            "description": "Cylinder Swept Volume (cc) (cc). Single cylinder displacement in cc"
          },
          "chamber_cc": {
            "type": "number",
            "default": 58,
            "description": "Cylinder Head Chamber Volume (cc) (cc). Measured combustion chamber volume"
          },
          "gasket_cc": {
            "type": "number",
            "default": 6.5,
            "description": "Compressed Head Gasket Volume (cc) (cc). Volume occupied by head gasket bore/thickness"
          },
          "piston_net_cc": {
            "type": "number",
            "default": -4.0,
            "description": "Piston Dome (+) or Dish/Deck (-) Volume (cc) (cc). Dish adds volume (-); dome reduces clearance (+)"
          }
        },
        "required": [
          "cyl_swept_vol_cc",
          "chamber_cc"
        ]
      }
    },
    {
      "name": "omni_gear_ratio_speed",
      "description": "Transmission Gear Ratio & Vehicle Speed at RPM Calculator. Calculate vehicle road speed (MPH / km/h) at any engine RPM for each transmission gear, axle final drive ratio, and tire diameter. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "engine_rpm_cruise": {
            "type": "number",
            "default": 2500,
            "description": "Engine Speed (RPM) (RPM). Target highway cruising RPM"
          },
          "trans_gear_ratio": {
            "type": "number",
            "default": 0.68,
            "description": "Transmission Gear Ratio (). Top overdrive gear (e.g. 0.68:1)"
          },
          "axle_final_drive": {
            "type": "number",
            "default": 3.73,
            "description": "Differential Axle Ratio (). Differential ring & pinion ratio"
          },
          "tire_diameter_inches": {
            "type": "number",
            "default": 28.5,
            "description": "Tire Overall Diameter (inches) (in). Outer tire diameter in inches"
          }
        },
        "required": [
          "engine_rpm_cruise",
          "trans_gear_ratio"
        ]
      }
    },
    {
      "name": "omni_boat_fuel_burn",
      "description": "Marine Boat Fuel Burn & Range Calculator. Calculate marine boat fuel burn rate in Gallons Per Hour (GPH), cruising range in nautical miles (NM), and fuel costs with safe reserves. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "cruise_speed_knots": {
            "type": "number",
            "default": 24,
            "description": "Cruising Speed (Knots) (knots). Cruising speed in nautical knots"
          },
          "fuel_burn_gph": {
            "type": "number",
            "default": 18,
            "description": "Combined Fuel Burn (GPH) (GPH). Total gallons per hour at cruising RPM"
          },
          "fuel_tank_capacity": {
            "type": "number",
            "default": 120,
            "description": "Total Fuel Tank Capacity (gallons). Full fuel capacity"
          },
          "fuel_price_marina": {
            "type": "number",
            "default": 4.85,
            "description": "Marina Fuel Price per Gallon (). Marina dockside fuel rate"
          }
        },
        "required": [
          "cruise_speed_knots",
          "fuel_burn_gph"
        ]
      }
    },
    {
      "name": "omni_aviation_crosswind",
      "description": "Aviation Crosswind & Headwind Component Calculator. Calculate exact runway crosswind component and headwind/tailwind component from wind speed, wind direction, and magnetic runway heading. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "runway_heading_deg": {
            "type": "number",
            "default": 270,
            "description": "Runway Magnetic Heading (\u00b0) (\u00b0). e.g. Runway 27 = 270\u00b0"
          },
          "wind_direction_deg": {
            "type": "number",
            "default": 310,
            "description": "Wind Direction from ATC / METAR (\u00b0) (\u00b0). Direction wind is blowing FROM"
          },
          "wind_speed_knots": {
            "type": "number",
            "default": 18,
            "description": "Wind Speed (Knots) (knots). Sustained wind velocity in knots"
          }
        },
        "required": [
          "runway_heading_deg",
          "wind_direction_deg"
        ]
      }
    },
    {
      "name": "omni_aircraft_climb_rate",
      "description": "Aircraft Rate of Climb & Climb Gradient Calculator. Convert between Vertical Speed Rate of Climb (Feet Per Minute - FPM) and Climb Gradient in feet per nautical mile (ft/NM) and percent slope. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "climb_rate_fpm": {
            "type": "number",
            "default": 850,
            "description": "Vertical Speed (Rate of Climb) (FPM). Feet per minute on vertical speed indicator (VSI)"
          },
          "groundspeed_knots": {
            "type": "number",
            "default": 110,
            "description": "Groundspeed during Climb (Knots) (knots). Aircraft speed over ground (accounting for wind)"
          }
        },
        "required": [
          "climb_rate_fpm",
          "groundspeed_knots"
        ]
      }
    },
    {
      "name": "omni_battery_amp_hours",
      "description": "RV & Marine Battery Amp Hour & Inverter Runtime Calculator. Calculate deep cycle battery runtime in hours from total appliance AC watt load, battery voltage, amp hour capacity, and depth of discharge (DoD). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "battery_voltage": {
            "type": "number",
            "default": 12,
            "description": "Battery System Nominal Voltage (V). 12V, 24V, or 48V battery bank"
          },
          "battery_capacity_ah": {
            "type": "number",
            "default": 200,
            "description": "Battery Bank Capacity (Amp Hours) (Ah). Total battery Ah rating"
          },
          "dod_allowable_pct": {
            "type": "number",
            "default": 80,
            "description": "Safe Depth of Discharge (DoD %) (%). Lead-acid/AGM = 50%, Lithium LiFePO4 = 80-90%"
          },
          "appliance_load_watts": {
            "type": "number",
            "default": 350,
            "description": "Continuous AC Appliance Load (Watts). Fridge, laptop, TV, microwave combined"
          }
        },
        "required": [
          "battery_voltage",
          "battery_capacity_ah"
        ]
      }
    },
    {
      "name": "omni_car_wrap_vinyl",
      "description": "Vehicle Vinyl Wrap Material & Roll Calculator. Calculate exact linear feet and square feet of vinyl wrap film required for full vehicle wraps, accounting for bumpers, roof, and 20% waste margin. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "vehicle_length_inches": {
            "type": "number",
            "default": 195,
            "description": "Vehicle Bumper-to-Bumper Length (in) (in). Midsize sedan \u2248 190 in, Full-size truck \u2248 230 in"
          },
          "roll_width_inches": {
            "type": "number",
            "default": 60,
            "description": "Vinyl Wrap Roll Width (Standard 60 in) (in). Industry standard 3M / Avery roll width = 60 inches"
          },
          "vehicle_body_type": {
            "type": "number",
            "default": 1.15,
            "description": "Body Style Category (1.0 Coupe, 1.15 Sedan, 1.30 SUV/Truck) (). Surface area complexity multiplier"
          }
        },
        "required": [
          "vehicle_length_inches",
          "roll_width_inches"
        ]
      }
    },
    {
      "name": "omni_brake_stopping_distance",
      "description": "Vehicle Braking & Stopping Distance Physics Calculator. Calculate total stopping distance in feet from initial speed, driver perception-reaction time, and road friction coefficient (dry, wet, snow, ice). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "vehicle_speed_mph_brake": {
            "type": "number",
            "default": 65,
            "description": "Initial Vehicle Speed (MPH) (MPH). Speed prior to emergency braking"
          },
          "reaction_time_sec": {
            "type": "number",
            "default": 1.5,
            "description": "Driver Perception-Reaction Time (seconds). AASHTO standard reaction time: 1.5 - 2.5 sec"
          },
          "road_surface_friction": {
            "type": "number",
            "default": 0.8,
            "description": "Road Surface Friction (0.80 Dry, 0.50 Wet, 0.20 Snow, 0.10 Ice) (). Coefficient of friction \u03bc"
          }
        },
        "required": [
          "vehicle_speed_mph_brake",
          "reaction_time_sec"
        ]
      }
    },
    {
      "name": "omni_car_sales_tax",
      "description": "Vehicle Sales Tax & Trade-In Credit Calculator. Calculate state, county, and local vehicle sales tax, registration fees, and tax credit savings from trading in an existing vehicle. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "purchase_price_tax": {
            "type": "number",
            "default": 42000,
            "description": "New Vehicle Purchase Price (). Agreed vehicle purchase price"
          },
          "trade_in_allowance": {
            "type": "number",
            "default": 14000,
            "description": "Trade-In Vehicle Allowance (). Dealer trade-in credit"
          },
          "state_sales_tax_pct": {
            "type": "number",
            "default": 7.0,
            "description": "Combined State & County Sales Tax Rate (%). Local vehicle sales tax rate"
          }
        },
        "required": [
          "purchase_price_tax",
          "trade_in_allowance"
        ]
      }
    },
    {
      "name": "omni_auto_refinance_savings",
      "description": "Auto Loan Refinance Savings Calculator. Calculate monthly payment reduction and lifetime interest savings from refinancing an auto loan to a lower APR interest rate. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "loan_payoff_balance": {
            "type": "number",
            "default": 24000,
            "description": "Current Loan Payoff Balance (). Principal payoff amount on current loan"
          },
          "remaining_months_old": {
            "type": "number",
            "default": 48,
            "description": "Remaining Term (Months) (months). Months left on current loan"
          },
          "current_loan_apr": {
            "type": "number",
            "default": 9.5,
            "description": "Current Loan APR (%) (%). Existing interest rate"
          },
          "new_refinance_apr": {
            "type": "number",
            "default": 5.75,
            "description": "New Refinanced APR (%) (%). Lower APR from credit union or online lender"
          }
        },
        "required": [
          "loan_payoff_balance",
          "remaining_months_old"
        ]
      }
    },
    {
      "name": "omni_gap_insurance_need",
      "description": "Auto GAP Insurance Need & Negative Equity Calculator. Calculate negative equity exposure ('underwater loan') comparing outstanding auto loan balance against actual cash value (ACV) after depreciation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_loan_payoff": {
            "type": "number",
            "default": 32000,
            "description": "Outstanding Auto Loan Payoff (). Current balance owed to bank or lender"
          },
          "market_value_acv": {
            "type": "number",
            "default": 25500,
            "description": "Vehicle Actual Cash Value (ACV / KBB) (). Insurance total loss payout value"
          },
          "insurance_deductible": {
            "type": "number",
            "default": 500,
            "description": "Insurance Comprehensive/Collision Deductible (). Deductible owed on total loss claim"
          }
        },
        "required": [
          "current_loan_payoff",
          "market_value_acv"
        ]
      }
    },
    {
      "name": "omni_oil_change_interval",
      "description": "Motor Oil Change Interval & Maintenance Cost Calculator. Calculate optimal motor oil change intervals based on mileage, synthetic vs conventional oil, operating duty cycle, and annual maintenance budget. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_driving_miles": {
            "type": "number",
            "default": 14000,
            "description": "Annual Miles Driven (miles/yr). Miles driven per calendar year"
          },
          "oil_type_interval": {
            "type": "number",
            "default": 10000,
            "description": "Oil Type Interval (5000 Conventional, 7500 Blend, 10000 Full Synthetic) (miles). Manufacturer recommended interval"
          },
          "service_cost_per_change": {
            "type": "number",
            "default": 85,
            "description": "Cost per Oil & Filter Service (). DIY (~$35) vs quick lube (~$85) vs dealer (~$140)"
          }
        },
        "required": [
          "annual_driving_miles",
          "oil_type_interval"
        ]
      }
    },
    {
      "name": "omni_rv_payload_hitch",
      "description": "RV Travel Trailer Tongue & Hitch Distribution Calculator. Calculate travel trailer hitch weight distribution, weight transfer to front steer axles, and prevention of trailer fishtailing. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "trailer_dry_weight": {
            "type": "number",
            "default": 5500,
            "description": "Trailer Dry Weight (Unloaded) (lbs). Manufacturer shipping weight"
          },
          "camping_cargo_gear": {
            "type": "number",
            "default": 1200,
            "description": "Water, Propane, Food & Gear (lbs). Fresh water (8.3 lb/gal), batteries, gear"
          },
          "tongue_weight_measured": {
            "type": "number",
            "default": 800,
            "description": "Measured Tongue Weight on Ball (lbs). Hitch weight measured on tongue scale"
          }
        },
        "required": [
          "trailer_dry_weight",
          "camping_cargo_gear"
        ]
      }
    },
    {
      "name": "omni_internal_rate_of_return",
      "description": "Commercial Real Estate IRR & Equity Multiple Calculator. Calculate commercial property Internal Rate of Return (IRR), Equity Multiple (EM), and multi-year cash flow yield including disposition sale proceeds. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "initial_equity_invested": {
            "type": "number",
            "default": 500000,
            "description": "Initial Equity Invested (Year 0) (). Total out-of-pocket LP/GP equity down payment"
          },
          "annual_cash_flow_avg": {
            "type": "number",
            "default": 42000,
            "description": "Average Annual Operating Cash Flow (). Net operating cash distribution to equity"
          },
          "hold_period_years": {
            "type": "number",
            "default": 5,
            "description": "Investment Hold Period (Years) (years). Projected asset hold duration"
          },
          "net_sale_proceeds": {
            "type": "number",
            "default": 820000,
            "description": "Net Disposition Proceeds at Sale (). Sale price minus loan payoff, closing fees"
          }
        },
        "required": [
          "initial_equity_invested",
          "annual_cash_flow_avg"
        ]
      }
    },
    {
      "name": "omni_net_present_value",
      "description": "Commercial Real Estate NPV & DCF Calculator. Calculate Net Present Value (NPV) and Discounted Cash Flow (DCF) valuation for commercial real estate properties at your required hurdle discount rate. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "initial_purchase_equity": {
            "type": "number",
            "default": 750000,
            "description": "Initial Investment Outflow (). Total equity capital deployed at acquisition"
          },
          "discount_rate_pct": {
            "type": "number",
            "default": 9.5,
            "description": "Required Discount Rate / Hurdle Rate (%). Weighted Average Cost of Capital (WACC) / hurdle rate"
          },
          "annual_noi_cashflow": {
            "type": "number",
            "default": 68000,
            "description": "Annual Net Cash Flow to Equity (). Net distributable cash flow per year"
          },
          "dcf_terminal_value": {
            "type": "number",
            "default": 1150000,
            "description": "Terminal Net Exit Value (Year 5) (). Projected net exit value at Year 5"
          }
        },
        "required": [
          "initial_purchase_equity",
          "discount_rate_pct"
        ]
      }
    },
    {
      "name": "omni_cash_on_cash_return",
      "description": "Cash-on-Cash Return & Pre-Tax Yield Calculator. Calculate Cash-on-Cash (CoC) return percentage measuring annual pre-tax cash flow divided by total out-of-pocket cash capital invested. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_pretax_cf": {
            "type": "number",
            "default": 21600,
            "description": "Annual Pre-Tax Cash Flow (After Debt) (). NOI minus annual mortgage principal and interest"
          },
          "purchase_down_payment": {
            "type": "number",
            "default": 175000,
            "description": "Cash Down Payment (). Equity cash paid at closing"
          },
          "closing_costs_acquisition": {
            "type": "number",
            "default": 12500,
            "description": "Acquisition Closing Costs & Fees (). Lender fees, title, legal, appraisal"
          },
          "upfront_rehab_capex": {
            "type": "number",
            "default": 25000,
            "description": "Initial Renovation & Repair Budget (). Upfront capital expenditures"
          }
        },
        "required": [
          "annual_pretax_cf",
          "purchase_down_payment"
        ]
      }
    },
    {
      "name": "omni_gross_rent_multiplier",
      "description": "Gross Rent Multiplier (GRM) & Valuation Calculator. Calculate Gross Rent Multiplier (GRM) and estimate fair market multifamily property values from annual gross scheduled rents. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "property_price_grm": {
            "type": "number",
            "default": 850000,
            "description": "Property Purchase Price / Valuation (). Asking or market price"
          },
          "gross_annual_rent": {
            "type": "number",
            "default": 96000,
            "description": "Gross Annual Scheduled Rent (). Total gross rental income before expenses"
          },
          "market_target_grm": {
            "type": "number",
            "default": 8.5,
            "description": "Comparable Market GRM Benchmark (). Average GRM of recent comparable neighborhood sales"
          }
        },
        "required": [
          "property_price_grm",
          "gross_annual_rent"
        ]
      }
    },
    {
      "name": "omni_exchange_1031",
      "description": "Section 1031 Like-Kind Exchange & Tax Deferral Calculator. Calculate deferred federal capital gains tax, net boot, depreciation recapture tax, and replacement property equity requirements under IRS Section 1031. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "relinquished_sales_price": {
            "type": "number",
            "default": 1200000,
            "description": "Relinquished Property Sale Price (). Gross sales price of sold property"
          },
          "original_purchase_basis": {
            "type": "number",
            "default": 650000,
            "description": "Original Purchase Basis (Cost + Improvements) (). Original cost basis plus capitalized capital improvements"
          },
          "accumulated_depreciation": {
            "type": "number",
            "default": 180000,
            "description": "Total Accumulated Depreciation Deducted (). Depreciation taken over ownership"
          },
          "relinquished_loan_payoff": {
            "type": "number",
            "default": 450000,
            "description": "Mortgage Debt Paid Off at Closing (). Lender payoff balance"
          }
        },
        "required": [
          "relinquished_sales_price",
          "original_purchase_basis"
        ]
      }
    },
    {
      "name": "omni_cap_rate_sensitivity",
      "description": "Cap Rate Sensitivity & Valuation Matrix Calculator. Calculate commercial property asset valuation sensitivity across varying Net Operating Income (NOI) levels and exit capitalization rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "base_noi_annual": {
            "type": "number",
            "default": 180000,
            "description": "Current Net Operating Income (NOI) (). Base annual NOI before debt service"
          },
          "base_cap_rate_pct": {
            "type": "number",
            "default": 6.0,
            "description": "Current Capitalization Rate (%) (%). Current market baseline cap rate"
          },
          "noi_growth_scenario_pct": {
            "type": "number",
            "default": 15,
            "description": "Projected NOI Growth / Optimization (%) (%). Value-add upside from raising rents/cutting expenses"
          },
          "exit_cap_rate_shift_bps": {
            "type": "number",
            "default": 50,
            "description": "Exit Cap Rate Expansion (+/- bps) (bps). Cap rate expansion/compression (+50 bps = +0.50%)"
          }
        },
        "required": [
          "base_noi_annual",
          "base_cap_rate_pct"
        ]
      }
    },
    {
      "name": "omni_rent_roll_analysis",
      "description": "Commercial Rent Roll & Economic Vacancy Calculator. Analyze commercial rent rolls, Gross Potential Rent (GPR), physical vacancy, economic concessions, and Effective Gross Income (EGI). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "gross_potential_rent_gpr": {
            "type": "number",
            "default": 360000,
            "description": "Gross Potential Rent (100% Occupied) (). Market rent if 100% of units occupied at market rates"
          },
          "physical_vacancy_pct": {
            "type": "number",
            "default": 6.5,
            "description": "Physical Vacancy Rate (%) (%). Percentage of units physically unleased"
          },
          "tenant_concessions_discounts": {
            "type": "number",
            "default": 7500,
            "description": "Annual Concessions & Free Rent (). Move-in discounts, rent abatements, bad debt"
          },
          "ancillary_income_annual": {
            "type": "number",
            "default": 18000,
            "description": "Ancillary Other Income (Parking, Laundry, Storage) (). Pet fees, RUBS utility reimbursement, storage"
          }
        },
        "required": [
          "gross_potential_rent_gpr",
          "physical_vacancy_pct"
        ]
      }
    },
    {
      "name": "omni_cost_segregation",
      "description": "Cost Segregation & Accelerated Depreciation Calculator. Estimate year 1 bonus depreciation tax deductions segregating commercial or residential real estate into 5-year, 15-year, and 27.5/39-year property. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "depreciable_building_basis": {
            "type": "number",
            "default": 1500000,
            "description": "Depreciable Basis (Excluding Land) (). Purchase price minus non-depreciable land allocation (~15-20%)"
          },
          "bonus_depreciation_pct": {
            "type": "number",
            "default": 60,
            "description": "IRS Bonus Depreciation Percentage (%). Tax cuts phase-down: 80% in 2023, 60% in 2024, 40% in 2025, 20% in 2026"
          },
          "investor_marginal_tax_rate": {
            "type": "number",
            "default": 37,
            "description": "Investor Marginal Tax Bracket (%). Top federal + state income tax bracket"
          }
        },
        "required": [
          "depreciable_building_basis",
          "bonus_depreciation_pct"
        ]
      }
    },
    {
      "name": "omni_preferred_return_waterfall",
      "description": "Syndication Preferred Return & Waterfall Equity Calculator. Calculate private equity syndication waterfall distributions between General Partners (GP) and Limited Partners (LP) with preferred returns and promote hurdles. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "lp_capital_invested": {
            "type": "number",
            "default": 2000000,
            "description": "Limited Partner (LP) Capital Invested (). Total equity contributed by outside passive investors"
          },
          "lp_preferred_return_pct": {
            "type": "number",
            "default": 8.0,
            "description": "LP Preferred Return (Pref Rate %) (%). Annual hurdle return before GP receives promote"
          },
          "gp_promote_split_pct": {
            "type": "number",
            "default": 20,
            "description": "GP Promote Share Above Hurdle (%). Carried interest share to sponsor (e.g. 80/20 split = 20% GP)"
          },
          "total_distributable_cash": {
            "type": "number",
            "default": 450000,
            "description": "Total Cash Available for Distribution (). Operating cash or refinancing/sale proceeds"
          }
        },
        "required": [
          "lp_capital_invested",
          "lp_preferred_return_pct"
        ]
      }
    },
    {
      "name": "omni_commercial_lease_nnn",
      "description": "Triple Net (NNN) vs Full Service Gross Lease Calculator. Compare commercial lease structures: Triple Net (NNN) versus Full Service Gross (FSG), converting CAM, property tax, and insurance into effective rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "rentable_sqft": {
            "type": "number",
            "default": 4500,
            "description": "Leased Space Area (Rentable SF) (RSF). Square feet leased"
          },
          "nnn_base_rent_psf": {
            "type": "number",
            "default": 24.0,
            "description": "NNN Quoted Base Rent ($/SF/Yr) (). Base annual rent per square foot"
          },
          "cam_expenses_psf": {
            "type": "number",
            "default": 5.5,
            "description": "Estimated CAM Operating Expenses ($/SF/Yr) (). Common area maintenance pass-through"
          },
          "property_tax_insurance_psf": {
            "type": "number",
            "default": 3.75,
            "description": "Taxes & Insurance Pass-Through ($/SF/Yr) (). Building property taxes and hazard insurance"
          },
          "comp_gross_rent_psf": {
            "type": "number",
            "default": 35.0,
            "description": "Alternative Full Service Gross Quote ($/SF/Yr) (). All-inclusive gross lease quote"
          }
        },
        "required": [
          "rentable_sqft",
          "nnn_base_rent_psf"
        ]
      }
    },
    {
      "name": "omni_tenant_improvement",
      "description": "Tenant Improvement (TI) Allowance & Amortization Calculator. Calculate Tenant Improvement (TI) build-out costs, landlord allowances per square foot, leasing commissions, and effective net rent. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "leased_square_footage": {
            "type": "number",
            "default": 5000,
            "description": "Leased Premises Area (SF) (SF). Rentable square footage"
          },
          "ti_allowance_psf": {
            "type": "number",
            "default": 45.0,
            "description": "Landlord TI Allowance ($/SF) (). Cash contributed by landlord toward buildout"
          },
          "lease_term_years": {
            "type": "number",
            "default": 5,
            "description": "Lease Term Duration (Years) (years). Primary lease commitment term"
          },
          "landlord_cost_of_capital": {
            "type": "number",
            "default": 8.0,
            "description": "Landlord Cost of Capital / Interest Rate (%). Cost of financing TI capital"
          },
          "contract_base_rent_psf": {
            "type": "number",
            "default": 32.0,
            "description": "Contract Base Rent ($/SF/Yr) (). Stated annual rent per SF"
          }
        },
        "required": [
          "leased_square_footage",
          "ti_allowance_psf"
        ]
      }
    },
    {
      "name": "omni_str_airbnb_cashflow",
      "description": "Short-Term Rental (Airbnb) Cash Flow & ADR Calculator. Calculate Short-Term Rental (STR / VRBO) net monthly cash flow, Average Daily Rate (ADR), occupancy yields, cleaning fees, and platform commissions. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "avg_daily_rate_adr": {
            "type": "number",
            "default": 245,
            "description": "Average Daily Rate (ADR) (). Average nightly booking price"
          },
          "occupancy_rate_pct": {
            "type": "number",
            "default": 68,
            "description": "Projected Occupancy Rate (%) (%). Percentage of days booked per year"
          },
          "monthly_mortgage_pi": {
            "type": "number",
            "default": 2400,
            "description": "Monthly Mortgage Debt (P&I + Taxes + Insurance) (). Total monthly housing payment"
          },
          "cleaning_mgmt_fee_pct": {
            "type": "number",
            "default": 20,
            "description": "Management & Platform Fee Share (%) (%). Airbnb fee (3%) + Co-host/PMS management (15-20%)"
          }
        },
        "required": [
          "avg_daily_rate_adr",
          "occupancy_rate_pct"
        ]
      }
    },
    {
      "name": "omni_property_tax_proration",
      "description": "Closing Day Property Tax Proration Calculator. Calculate exact real estate closing day property tax prorations, daily per diem tax rates, and buyer/seller credits using 365-day calendar year rules. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_tax_bill_total": {
            "type": "number",
            "default": 6200,
            "description": "Total Annual Property Tax Bill (). Annual county/city tax assessment"
          },
          "closing_day_of_year": {
            "type": "number",
            "default": 182,
            "description": "Closing Day of Year (Day 1 to 365) (). Day of year (e.g. July 1 = Day 182)"
          },
          "tax_status_prior_paid": {
            "type": "number",
            "default": 0,
            "description": "Taxes Paid in Arrears (0 = Arrears, 1 = Paid in Advance) (). 0 = Paid in arrears (standard); 1 = Paid in advance"
          }
        },
        "required": [
          "annual_tax_bill_total",
          "closing_day_of_year"
        ]
      }
    },
    {
      "name": "omni_house_flip_profit",
      "description": "House Flipping 70% Rule & MAO Calculator. Calculate Maximum Allowable Offer (MAO) for fix-and-flip real estate deals using the investor 70% rule, repair budgets, and holding costs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "after_repair_value_arv": {
            "type": "number",
            "default": 375000,
            "description": "After Repair Value (ARV) (). Appraised market value after full renovation"
          },
          "estimated_rehab_costs": {
            "type": "number",
            "default": 55000,
            "description": "Estimated Renovation & Rehab Budget (). Labor, materials, permits, contingency"
          },
          "wholesale_assignment_fee": {
            "type": "number",
            "default": 10000,
            "description": "Wholesaler Assignment Fee (or Buffer) (). Profit margin for wholesaler"
          },
          "target_profit_pct": {
            "type": "number",
            "default": 70,
            "description": "Target Investor Margin Percentage (%). 70% Rule standard (allows 30% for profit & holding)"
          }
        },
        "required": [
          "after_repair_value_arv",
          "estimated_rehab_costs"
        ]
      }
    },
    {
      "name": "omni_land_development_yield",
      "description": "Land Subdivision & Development Lot Yield Calculator. Calculate residential subdivision lot yields, infrastructure loss deductions (roads, storm detention, wetlands), and residual land raw value. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "gross_parcel_acres": {
            "type": "number",
            "default": 25.0,
            "description": "Gross Parcel Land Area (Acres) (acres). Total boundary deeded acreage"
          },
          "infrastructure_loss_pct": {
            "type": "number",
            "default": 22.0,
            "description": "Infrastructure & Right-of-Way Loss (%) (%). Roads, sidewalks, stormwater ponds, green space"
          },
          "min_lot_size_sqft": {
            "type": "number",
            "default": 8500,
            "description": "Zoning Minimum Lot Size (Sq Ft) (sq ft). Municipal minimum zoning requirement"
          },
          "finished_lot_sale_price": {
            "type": "number",
            "default": 95000,
            "description": "Finished Finished Lot Market Price (). Price homebuilder pays per paper/finished lot"
          }
        },
        "required": [
          "gross_parcel_acres",
          "infrastructure_loss_pct"
        ]
      }
    },
    {
      "name": "omni_self_storage_roi",
      "description": "Self-Storage Facility Feasibility & Revenue Calculator. Calculate self-storage facility rental revenue, Net Rentable Square Footage (NRSF), unit mix rent optimization, and commercial valuation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "net_rentable_nrsf": {
            "type": "number",
            "default": 65000,
            "description": "Total Net Rentable Area (NRSF) (NRSF). Square feet of rentable storage units"
          },
          "avg_rent_psf_month": {
            "type": "number",
            "default": 1.45,
            "description": "Average Blended Rental Rate ($/SF/Mo) (). Blended rate across climate & non-climate units"
          },
          "economic_occupancy_pct": {
            "type": "number",
            "default": 88,
            "description": "Projected Economic Occupancy (%). Standard stabilized occupancy: 85-92%"
          },
          "operating_expense_ratio_pct": {
            "type": "number",
            "default": 35,
            "description": "Operating Expense Ratio (OER %) (%). Staff, software, taxes, insurance, utilities % of revenue"
          }
        },
        "required": [
          "net_rentable_nrsf",
          "avg_rent_psf_month"
        ]
      }
    },
    {
      "name": "omni_mobile_home_park",
      "description": "Mobile Home Park (MHP) Lot Rent & Cap Rate Calculator. Calculate Mobile Home Park (MHP / Manufactured Housing) Net Operating Income (NOI), tenant-owned home (TOH) lot rents, and commercial valuation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_park_lots": {
            "type": "number",
            "default": 85,
            "description": "Total Permitted Mobile Home Lots (lots). Total pad spaces in community"
          },
          "lot_occupancy_pct": {
            "type": "number",
            "default": 92,
            "description": "Park Lot Occupancy Rate (%) (%). Percentage of occupied pads"
          },
          "monthly_lot_rent_pad": {
            "type": "number",
            "default": 475,
            "description": "Average Monthly Lot Rent per Pad (). Pad rent only (excluding home rent)"
          },
          "utility_submetered_status": {
            "type": "number",
            "default": 1,
            "description": "Utilities Submetered (0 = Master Metered 40% OER, 1 = Submetered 28% OER) (). Submetered parks shift water/sewer costs to tenants"
          }
        },
        "required": [
          "total_park_lots",
          "lot_occupancy_pct"
        ]
      }
    },
    {
      "name": "omni_mezzanine_debt",
      "description": "Mezzanine Debt & Subordinated Financing Blended Cost Calculator. Calculate blended Weighted Average Cost of Capital (WACC) across senior mortgage debt, mezzanine subordinated debt, and sponsor equity. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_capital_stack": {
            "type": "number",
            "default": 20000000,
            "description": "Total Project Capital Stack (). Total acquisition or development cost"
          },
          "senior_debt_pct": {
            "type": "number",
            "default": 65,
            "description": "Senior Debt LTV (%) (%). First mortgage lender share"
          },
          "senior_debt_rate": {
            "type": "number",
            "default": 6.5,
            "description": "Senior Debt Interest Rate (%) (%). First mortgage APR"
          },
          "mezz_debt_pct": {
            "type": "number",
            "default": 15,
            "description": "Mezzanine Subordinated Debt Share (%) (%). Mezzanine debt bridging the gap"
          },
          "mezz_debt_rate": {
            "type": "number",
            "default": 12.5,
            "description": "Mezzanine Debt Interest Coupon (%) (%). Mezzanine coupon rate"
          }
        },
        "required": [
          "total_capital_stack",
          "senior_debt_pct"
        ]
      }
    },
    {
      "name": "omni_hard_money_points",
      "description": "Hard Money Loan Cost & Points Calculator. Calculate total financing fees, upfront origination points, monthly interest-only payments, and effective annualized APR on hard money bridge loans. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "hard_money_loan_amount": {
            "type": "number",
            "default": 280000,
            "description": "Hard Money Loan Principal Amount (). Principal borrowed for acquisition + rehab"
          },
          "origination_points_charged": {
            "type": "number",
            "default": 2.5,
            "description": "Origination Points Charged (points). Upfront lender fee (1 point = 1% of loan)"
          },
          "interest_only_rate_pct": {
            "type": "number",
            "default": 11.5,
            "description": "Annual Interest-Only Rate (APR %) (%). Monthly interest payment rate"
          },
          "loan_duration_months": {
            "type": "number",
            "default": 6,
            "description": "Loan Term Duration (Months) (months). Months until loan payoff"
          }
        },
        "required": [
          "hard_money_loan_amount",
          "origination_points_charged"
        ]
      }
    },
    {
      "name": "omni_bridge_loan_interest",
      "description": "Commercial Bridge Loan Interest Reserve Calculator. Calculate interest reserve escrows, floating SOFR spreads, and monthly carrying costs for commercial bridge loans during property repositioning. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bridge_facility_amount": {
            "type": "number",
            "default": 5500000,
            "description": "Commercial Bridge Loan Commitment (). Total loan facility commitment"
          },
          "sofr_base_rate_pct": {
            "type": "number",
            "default": 5.25,
            "description": "Underlying SOFR Benchmark Index (%) (%). Current 30-day SOFR benchmark rate"
          },
          "lender_spread_bps": {
            "type": "number",
            "default": 375,
            "description": "Lender Credit Spread (Basis Points) (bps). Lender margin over SOFR (375 bps = 3.75%)"
          },
          "reserve_term_months": {
            "type": "number",
            "default": 18,
            "description": "Interest Reserve Duration (Months) (months). Months of interest held in lender escrow"
          }
        },
        "required": [
          "bridge_facility_amount",
          "sofr_base_rate_pct"
        ]
      }
    },
    {
      "name": "omni_opportunity_zone",
      "description": "Qualified Opportunity Zone (QOZ) Tax Incentive Calculator. Calculate capital gains tax deferral and complete 10-year tax-free gain elimination on Qualified Opportunity Zone Fund (QOF) investments. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "reinvested_capital_gain": {
            "type": "number",
            "default": 500000,
            "description": "Rolled-Over Capital Gain Amount (). Original capital gain invested into QOZ fund within 180 days"
          },
          "projected_fund_annual_return": {
            "type": "number",
            "default": 10.0,
            "description": "Expected Fund Annual Return (%) (%). Compound annual growth rate of QOZ fund"
          },
          "capital_gains_tax_rate_pct": {
            "type": "number",
            "default": 23.8,
            "description": "Combined Capital Gains Tax Rate (%) (%). 20% federal + 3.8% NIIT (plus state if applicable)"
          }
        },
        "required": [
          "reinvested_capital_gain",
          "projected_fund_annual_return"
        ]
      }
    },
    {
      "name": "omni_hoa_reserve_fund",
      "description": "HOA Reserve Fund Adequacy & Percent Funded Calculator. Calculate Homeowners Association (HOA) or Condominium Reserve Fund Percent Funded metric, Fully Funded Balance (FFB), and special assessment insolvency risk. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_reserve_balance": {
            "type": "number",
            "default": 285000,
            "description": "Current Reserve Bank Account Balance (). Liquid cash in HOA reserve savings"
          },
          "fully_funded_balance_ffb": {
            "type": "number",
            "default": 450000,
            "description": "Actuarial Fully Funded Balance (FFB) (). Target balance calculated in reserve study"
          },
          "total_condo_units": {
            "type": "number",
            "default": 64,
            "description": "Total Units in Community (). Total doors sharing reserve obligations"
          }
        },
        "required": [
          "current_reserve_balance",
          "fully_funded_balance_ffb"
        ]
      }
    },
    {
      "name": "omni_depreciation_recapture",
      "description": "Section 1250 Depreciation Recapture Tax Calculator. Calculate IRS Section 1250 unrecaptured depreciation tax (25% rate) versus long-term capital gains tax upon commercial or rental property sale. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "property_net_sale_price": {
            "type": "number",
            "default": 950000,
            "description": "Property Net Sales Price (After Closing Costs) (). Sale price minus brokerage and title fees"
          },
          "original_cost_basis_acq": {
            "type": "number",
            "default": 600000,
            "description": "Original Purchase Basis (Cost + Improvements) (). Original purchase price plus capitalized capital improvements"
          },
          "total_depreciation_taken": {
            "type": "number",
            "default": 145000,
            "description": "Total Depreciation Claimed Over Ownership (). All straight-line and bonus depreciation deducted"
          },
          "federal_cap_gain_rate": {
            "type": "number",
            "default": 20.0,
            "description": "Federal Long-Term Capital Gains Rate (%) (%). 0%, 15%, or 20% based on taxable income"
          }
        },
        "required": [
          "property_net_sale_price",
          "original_cost_basis_acq"
        ]
      }
    },
    {
      "name": "omni_promoted_interest_carry",
      "description": "Real Estate GP Promoted Interest (Carried Interest) Calculator. Calculate General Partner (GP) carried interest promote compensation across multi-tier IRR hurdles and equity waterfall agreements. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "deal_total_net_profit": {
            "type": "number",
            "default": 3500000,
            "description": "Total Deal Net Cash Profit (). Total net cash profit generated across hold period"
          },
          "preferred_return_absorbed": {
            "type": "number",
            "default": 1400000,
            "description": "Profits Paid to LP Preferred Return Hurdle (). Profit absorbed by LP 8% preferred return"
          },
          "tier1_promote_pct": {
            "type": "number",
            "default": 20,
            "description": "Tier 1 Promote Split (% to GP) (%). GP promote share above pref (standard 20%)"
          },
          "gp_co_invest_equity_share": {
            "type": "number",
            "default": 5,
            "description": "GP Co-Invest Equity Share (%) (%). Sponsor's pro-rata equity investment"
          }
        },
        "required": [
          "deal_total_net_profit",
          "preferred_return_absorbed"
        ]
      }
    },
    {
      "name": "omni_blended_mortgage_rate",
      "description": "Blended Mortgage Interest Rate & Second Loan Calculator. Calculate effective blended interest rate combining a low-rate first mortgage with a Home Equity Loan, HELOC, or mezzanine second mortgage. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "first_mortgage_balance": {
            "type": "number",
            "default": 320000,
            "description": "Existing 1st Mortgage Balance (). Low fixed-rate existing mortgage"
          },
          "first_mortgage_rate": {
            "type": "number",
            "default": 3.25,
            "description": "1st Mortgage Interest Rate (%) (%). Locked historical low interest rate"
          },
          "second_loan_balance": {
            "type": "number",
            "default": 80000,
            "description": "New 2nd Mortgage / HELOC / Cash-Out (). Subordinate loan or home equity line"
          },
          "second_loan_rate": {
            "type": "number",
            "default": 9.5,
            "description": "2nd Loan Interest Rate (%) (%). Current higher market interest rate"
          }
        },
        "required": [
          "first_mortgage_balance",
          "first_mortgage_rate"
        ]
      }
    },
    {
      "name": "omni_w2_vs_1099",
      "description": "W-2 Employee vs 1099 Contractor Net Pay Calculator. Compare net take-home pay between W-2 employment and 1099 independent contractor arrangements, factoring in 15.3% self-employment tax, benefits, and write-offs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "w2_base_salary": {
            "type": "number",
            "default": 100000,
            "description": "W-2 Base Annual Salary (). Current or offered W-2 compensation"
          },
          "offered_1099_rate": {
            "type": "number",
            "default": 65.0,
            "description": "Equivalent 1099 Hourly Rate (). Quoted hourly contract consulting rate"
          },
          "billable_hours_per_year": {
            "type": "number",
            "default": 1920,
            "description": "Billable Hours per Year (hours). Standard full-time: ~1,920 - 2,000 billable hours"
          },
          "annual_1099_business_expenses": {
            "type": "number",
            "default": 8500,
            "description": "Estimated 1099 Business Tax Write-offs (). Home office, laptop, software, vehicle deductions"
          }
        },
        "required": [
          "w2_base_salary",
          "offered_1099_rate"
        ]
      }
    },
    {
      "name": "omni_paycheck_withholding",
      "description": "Federal Paycheck Withholding & Net Pay Calculator. Calculate exact net paycheck take-home pay after federal income tax, Social Security (6.2%), Medicare (1.45%), and pre-tax deductions. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_gross_pay": {
            "type": "number",
            "default": 85000,
            "description": "Annual Gross Salary (). Base salary before deductions"
          },
          "pay_frequency_periods": {
            "type": "number",
            "default": 26,
            "description": "Pay Frequency (12 Monthly, 24 Semi-Monthly, 26 Bi-Weekly, 52 Weekly) (). 26 = Bi-weekly (every 2 weeks); 24 = 2x per month"
          },
          "pretax_401k_pct": {
            "type": "number",
            "default": 6.0,
            "description": "Pre-Tax 401(k) / HSA Contribution (%) (%). Pre-tax deduction percentage"
          },
          "filing_status_fed": {
            "type": "number",
            "default": 1,
            "description": "Tax Filing Status (1 = Single, 2 = Married Filing Jointly) (). 1 = Single, 2 = Married"
          }
        },
        "required": [
          "annual_gross_pay",
          "pay_frequency_periods"
        ]
      }
    },
    {
      "name": "omni_s_corp_reasonable_salary",
      "description": "S-Corporation Reasonable Salary & Tax Savings Calculator. Calculate annual FICA self-employment tax savings from electing S-Corp status, optimizing reasonable compensation salary versus shareholder distributions. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "net_business_profit": {
            "type": "number",
            "default": 160000,
            "description": "Annual Net Business Profit (). Gross revenue minus all operating expenses"
          },
          "reasonable_salary_target": {
            "type": "number",
            "default": 70000,
            "description": "Justifiable Reasonable W-2 Salary (). Defensible salary for your role under IRS standards"
          },
          "corporate_compliance_costs": {
            "type": "number",
            "default": 2200,
            "description": "Annual Payroll & CPA Filing Fees (). Gusto/ADP payroll + Form 1120-S corporate tax return"
          }
        },
        "required": [
          "net_business_profit",
          "reasonable_salary_target"
        ]
      }
    },
    {
      "name": "omni_qbi_deduction",
      "description": "Section 199A Qualified Business Income (QBI) Calculator. Calculate the 20% Section 199A QBI deduction for pass-through entities (LLCs, S-Corps, partnerships), testing Specified Service Trade or Business (SSTB) thresholds. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "qualified_business_income": {
            "type": "number",
            "default": 140000,
            "description": "Qualified Business Income (QBI) (). Net domestic profit from eligible pass-through trade/business"
          },
          "taxable_income_total": {
            "type": "number",
            "default": 165000,
            "description": "Total Taxable Income on Form 1040 (). Total taxable income before QBI deduction"
          },
          "sstb_business_flag": {
            "type": "number",
            "default": 0,
            "description": "Specified Service Business (Law, Health, Consulting, Finance) (). 0 = Non-SSTB (Real estate, tech, retail); 1 = SSTB (Doctors, lawyers, consultants)"
          },
          "filing_status_qbi": {
            "type": "number",
            "default": 1,
            "description": "Filing Status (1 = Single, 2 = Married Filing Jointly) (). Determines phase-out threshold"
          }
        },
        "required": [
          "qualified_business_income",
          "taxable_income_total"
        ]
      }
    },
    {
      "name": "omni_401k_employer_match",
      "description": "401(k) Employer Match & True Compensation Calculator. Calculate employer 401(k) matching dollars, required employee contribution to maximize match, vesting schedules, and 30-year compound growth. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "employee_base_salary": {
            "type": "number",
            "default": 95000,
            "description": "Annual Gross Salary (). Base annual compensation"
          },
          "employee_contribution_pct": {
            "type": "number",
            "default": 6.0,
            "description": "Your 401(k) Contribution (%) (%). Percentage of salary contributed"
          },
          "match_rate_pct": {
            "type": "number",
            "default": 50,
            "description": "Employer Match Rate (%) (%). Standard: 50% match (e.g. $0.50 on the dollar)"
          },
          "match_cap_pct": {
            "type": "number",
            "default": 6.0,
            "description": "Match Ceiling Cap (%) (%). Company matches up to 6% of salary"
          }
        },
        "required": [
          "employee_base_salary",
          "employee_contribution_pct"
        ]
      }
    },
    {
      "name": "omni_mega_backdoor_roth",
      "description": "Mega Backdoor Roth IRA Contribution Calculator. Calculate maximum allowable after-tax 401(k) contributions and Mega Backdoor Roth capacity under the Section 415(c) overall limit ($69,000 in 2024). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_415c_limit": {
            "type": "number",
            "default": 69000,
            "description": "IRS Section 415(c) Overall Annual Limit (). 2024 IRS limit = $69,000 (excluding 50+ catch-up)"
          },
          "employee_regular_deferral": {
            "type": "number",
            "default": 23000,
            "description": "Your Employee 401(k) Deferral (Pre-tax or Roth) (). 2024 elective deferral limit = $23,000"
          },
          "employer_total_match_contributions": {
            "type": "number",
            "default": 9500,
            "description": "Employer Match & Profit Sharing Received (). All company match and non-elective contributions"
          }
        },
        "required": [
          "annual_415c_limit",
          "employee_regular_deferral"
        ]
      }
    },
    {
      "name": "omni_hsa_triple_tax",
      "description": "Health Savings Account (HSA) Triple Tax Calculator. Calculate Health Savings Account (HSA) triple tax savings: tax-deductible contributions, tax-free investment growth, and tax-free medical withdrawals. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_hsa_contribution": {
            "type": "number",
            "default": 4150,
            "description": "Annual HSA Contribution (2024 Limit) (). $4,150 individual, $8,300 family limit"
          },
          "marginal_income_tax_pct": {
            "type": "number",
            "default": 24,
            "description": "Your Marginal Income Tax Bracket (%) (%). Federal + state tax bracket"
          },
          "investment_horizon_years": {
            "type": "number",
            "default": 25,
            "description": "Investment Horizon (Years) (years). Years until retirement withdrawals"
          },
          "hsa_annual_return_pct": {
            "type": "number",
            "default": 8.0,
            "description": "Expected Investment Return (CAGR %) (%). Index fund return rate"
          }
        },
        "required": [
          "annual_hsa_contribution",
          "marginal_income_tax_pct"
        ]
      }
    },
    {
      "name": "omni_fsa_use_it_or_lose_it",
      "description": "Healthcare FSA Contribution & Forfeiture Calculator. Calculate Healthcare Flexible Spending Account (FSA) tax savings, optimal annual election, and avoid forfeiture under the IRS 'use-it-or-lose-it' rule. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_fsa_election": {
            "type": "number",
            "default": 2500,
            "description": "Annual Healthcare FSA Election (Max $3,200) (). 2024 IRS individual cap = $3,200"
          },
          "projected_medical_spend": {
            "type": "number",
            "default": 2200,
            "description": "Projected Out-of-Pocket Medical Expenses (). Copays, prescriptions, dental, vision, braces"
          },
          "marginal_tax_bracket_fsa": {
            "type": "number",
            "default": 31.65,
            "description": "Combined Tax Bracket (Income + FICA) (%). 24% income tax + 7.65% FICA = 31.65%"
          },
          "employer_rollover_cap": {
            "type": "number",
            "default": 640,
            "description": "Employer Plan Rollover Limit ($640 Max) (). IRS allows up to $640 rollover into next plan year"
          }
        },
        "required": [
          "annual_fsa_election",
          "projected_medical_spend"
        ]
      }
    },
    {
      "name": "omni_child_tax_credit",
      "description": "Child Tax Credit (CTC) & Phase-Out Calculator. Calculate the federal Child Tax Credit ($2,000 per child), refundable Additional Child Tax Credit (ACTC), and high-income phase-outs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "qualifying_children_count": {
            "type": "number",
            "default": 2,
            "description": "Qualifying Children Under Age 17 (). Children with valid SSN under age 17 at year end"
          },
          "adjusted_gross_income_magi": {
            "type": "number",
            "default": 185000,
            "description": "Modified Adjusted Gross Income (MAGI) (). Total household MAGI on Form 1040"
          },
          "tax_filing_status_ctc": {
            "type": "number",
            "default": 2,
            "description": "Filing Status (1 = Single/HoH, 2 = Married Filing Jointly) (). Phase-out threshold: $200k Single / $400k MFJ"
          },
          "earned_income_annual": {
            "type": "number",
            "default": 185000,
            "description": "Annual Earned Income (W-2 / Business) (). Needed for refundable ACTC calculation"
          }
        },
        "required": [
          "qualifying_children_count",
          "adjusted_gross_income_magi"
        ]
      }
    },
    {
      "name": "omni_standard_vs_itemized",
      "description": "Standard Deduction vs Itemized (Schedule A) Calculator. Compare the standard deduction against itemized Schedule A deductions: mortgage interest, $10k SALT cap, and charitable contributions. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "filing_status_std": {
            "type": "number",
            "default": 2,
            "description": "Tax Filing Status (1 = Single $14,600, 2 = MFJ $29,200) (). 2024 Standard deduction rates"
          },
          "state_local_taxes_salt": {
            "type": "number",
            "default": 14500,
            "description": "State Income & Property Taxes (SALT) (). Subject to $10,000 TCJA cap"
          },
          "mortgage_interest_paid": {
            "type": "number",
            "default": 16200,
            "description": "Annual Home Mortgage Interest Paid (). Form 1098 box 1"
          },
          "charitable_donations": {
            "type": "number",
            "default": 5500,
            "description": "Annual Charitable Giving (Cash & Goods) (). Tax-exempt 501(c)(3) donations"
          }
        },
        "required": [
          "filing_status_std",
          "state_local_taxes_salt"
        ]
      }
    },
    {
      "name": "omni_marginal_vs_effective_tax",
      "description": "Marginal vs Effective Tax Rate Calculator. Calculate progressive federal tax bracket tiers, top marginal tax rate versus true effective (average) tax rate paid on total income. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_taxable_income_bracket": {
            "type": "number",
            "default": 125000,
            "description": "Taxable Income (After Deductions) (). Income on Form 1040 line 15"
          },
          "filing_status_bracket": {
            "type": "number",
            "default": 1,
            "description": "Tax Filing Status (1 = Single, 2 = Married Filing Jointly) (). Select bracket schedule"
          }
        },
        "required": [
          "annual_taxable_income_bracket",
          "filing_status_bracket"
        ]
      }
    },
    {
      "name": "omni_state_income_tax_comparison",
      "description": "State Income Tax Relocation Comparison Calculator. Compare annual state income tax liabilities between high-tax states (California, New York, New Jersey) and zero-income-tax states (Florida, Texas, Tennessee). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_gross_household_income": {
            "type": "number",
            "default": 225000,
            "description": "Annual Household Gross Income (). W-2 salary + 1099 profit + capital gains"
          },
          "current_state_tax_rate": {
            "type": "number",
            "default": 9.3,
            "description": "Current State Income Tax Rate (%) (%). CA \u2248 9.3%, NY \u2248 6.5-10.9%, NJ \u2248 8.9%"
          },
          "destination_state_tax_rate": {
            "type": "number",
            "default": 0.0,
            "description": "Destination State Income Tax Rate (%) (%). FL, TX, TN, NV, WA, WY, SD, AK = 0.0%"
          }
        },
        "required": [
          "annual_gross_household_income",
          "current_state_tax_rate"
        ]
      }
    },
    {
      "name": "omni_capital_gains_harvesting",
      "description": "Tax-Loss Harvesting & Capital Gains Offset Calculator. Calculate realized capital gains offsets using tax-loss harvesting, the IRS $3,000 ordinary income write-off limit, and net tax savings. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "realized_capital_gains": {
            "type": "number",
            "default": 24000,
            "description": "Realized Capital Gains (Stocks/Crypto) (). Profits locked in from asset sales"
          },
          "harvested_capital_losses": {
            "type": "number",
            "default": 32000,
            "description": "Harvested Capital Losses Available (). Paper losses realized by selling losing positions"
          },
          "ordinary_income_tax_bracket": {
            "type": "number",
            "default": 32,
            "description": "Your Marginal Income Tax Bracket (%) (%). Federal tax rate on ordinary income"
          }
        },
        "required": [
          "realized_capital_gains",
          "harvested_capital_losses"
        ]
      }
    },
    {
      "name": "omni_section_179_deduction",
      "description": "Section 179 Equipment Depreciation Calculator. Calculate immediate first-year Section 179 equipment expensing deductions ($1,220,000 limit in 2024), phase-out ceilings, and net equipment acquisition cost. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "equipment_purchase_total": {
            "type": "number",
            "default": 240000,
            "description": "Total Qualifying Equipment Purchased (). Machinery, computers, heavy vehicles > 6,000 lbs, software"
          },
          "business_tax_bracket_pct": {
            "type": "number",
            "default": 35,
            "description": "Business / Owner Marginal Tax Rate (%) (%). Federal + state marginal tax bracket"
          },
          "annual_business_net_income": {
            "type": "number",
            "default": 450000,
            "description": "Annual Business Taxable Net Income (). Section 179 cannot exceed net business taxable income"
          }
        },
        "required": [
          "equipment_purchase_total",
          "business_tax_bracket_pct"
        ]
      }
    },
    {
      "name": "omni_bonus_depreciation",
      "description": "Section 168(k) Bonus Depreciation Phase-Down Calculator. Calculate Section 168(k) bonus depreciation under the TCJA phase-down schedule (60% in 2024, 40% in 2025, 20% in 2026, 0% in 2027). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "asset_purchase_cost": {
            "type": "number",
            "default": 180000,
            "description": "Qualifying Asset Purchase Cost (). Qualifying property with MACRS life \u2264 20 years"
          },
          "tax_year_placed_in_service": {
            "type": "number",
            "default": 2024,
            "description": "Tax Year Placed in Service (2024=60%, 2025=40%, 2026=20%) (). Year equipment was actually operational"
          },
          "macrs_recovery_years": {
            "type": "number",
            "default": 5,
            "description": "MACRS Recovery Period (Years) (years). 5-year (computers/vehicles) or 7-year (office furniture/machinery)"
          },
          "owner_tax_bracket_pct": {
            "type": "number",
            "default": 35,
            "description": "Marginal Tax Bracket (%) (%). Marginal income tax bracket"
          }
        },
        "required": [
          "asset_purchase_cost",
          "tax_year_placed_in_service"
        ]
      }
    },
    {
      "name": "omni_rsu_vesting_tax",
      "description": "Restricted Stock Unit (RSU) Vesting Tax Calculator. Calculate RSU vesting income, mandatory supplemental tax withholding (22% vs 37%), shares sold-to-cover taxes, and net shares delivered. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "rsu_shares_vesting": {
            "type": "number",
            "default": 500,
            "description": "Number of RSU Shares Vesting (shares). Vesting grant share count"
          },
          "stock_market_price_vest": {
            "type": "number",
            "default": 175.0,
            "description": "Stock Fair Market Value at Vesting (). Closing share price on vesting date"
          },
          "statutory_withholding_rate": {
            "type": "number",
            "default": 22.0,
            "description": "Employer Statutory Tax Withholding (%) (%). IRS standard: 22% under $1M, 37% over $1M"
          },
          "actual_marginal_tax_rate": {
            "type": "number",
            "default": 35.0,
            "description": "Your Actual Marginal Income Tax Bracket (%) (%). True federal + state marginal rate"
          }
        },
        "required": [
          "rsu_shares_vesting",
          "stock_market_price_vest"
        ]
      }
    },
    {
      "name": "omni_espp_discount",
      "description": "Employee Stock Purchase Plan (ESPP) Calculator. Calculate Employee Stock Purchase Plan (ESPP) returns with 15% discount and lookback provision, annualized IRR, and qualifying vs disqualifying dispositions. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "espp_offering_start_price": {
            "type": "number",
            "default": 100.0,
            "description": "Stock Price at Offering Start (). Share price on day 1 of 6-month offering period"
          },
          "espp_purchase_date_price": {
            "type": "number",
            "default": 120.0,
            "description": "Stock Price on Purchase Date (). Share price at end of offering period"
          },
          "annual_salary_payroll": {
            "type": "number",
            "default": 120000,
            "description": "Annual Salary (). Base salary"
          },
          "espp_contribution_pct": {
            "type": "number",
            "default": 10.0,
            "description": "Salary Contribution Percentage (%) (%). IRS statutory limit: $25,000/yr"
          }
        },
        "required": [
          "espp_offering_start_price",
          "espp_purchase_date_price"
        ]
      }
    },
    {
      "name": "omni_nua_company_stock",
      "description": "Net Unrealized Appreciation (NUA) 401(k) Stock Calculator. Calculate Net Unrealized Appreciation (NUA) tax savings on employer stock inside a 401(k), converting 37% ordinary income tax into 20% capital gains tax. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "company_stock_market_val": {
            "type": "number",
            "default": 450000,
            "description": "Current Market Value of 401(k) Company Stock (). Total value of employer shares held in 401(k)"
          },
          "company_stock_cost_basis": {
            "type": "number",
            "default": 85000,
            "description": "Original Cost Basis of Company Stock (). Cost basis when shares were purchased in plan"
          },
          "ordinary_income_tax_rate_nua": {
            "type": "number",
            "default": 35.0,
            "description": "Your Marginal Income Tax Rate (%) (%). Ordinary tax rate on IRA distributions"
          },
          "long_term_capital_gains_rate": {
            "type": "number",
            "default": 20.0,
            "description": "Long-Term Capital Gains Tax Rate (%) (%). Federal capital gains rate"
          }
        },
        "required": [
          "company_stock_market_val",
          "company_stock_cost_basis"
        ]
      }
    },
    {
      "name": "omni_sepp_72t_distribution",
      "description": "Rule 72(t) SEPP Early IRA Withdrawal Calculator. Calculate penalty-free early retirement withdrawals from traditional or Roth IRAs prior to age 59\u00bd using IRS Rule 72(t) Substantially Equal Periodic Payments. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "ira_account_balance": {
            "type": "number",
            "default": 650000,
            "description": "Designated IRA Account Balance (). Balance in specific IRA used for SEPP"
          },
          "retiree_current_age": {
            "type": "number",
            "default": 52,
            "description": "Retiree Current Age (Under 59\u00bd) (years). Age when payments begin"
          },
          "irs_midterm_rate_pct": {
            "type": "number",
            "default": 4.85,
            "description": "IRS 72(t) Interest Rate (Up to 5% Cap) (%). 120% of federal mid-term rate (capped at 5.0%)"
          }
        },
        "required": [
          "ira_account_balance",
          "retiree_current_age"
        ]
      }
    },
    {
      "name": "omni_charitable_remainder_trust",
      "description": "Charitable Remainder Unitrust (CRUT) Tax Calculator. Calculate immediate upfront income tax deductions, tax-free appreciated asset sales, and annual annuity income streams using a Charitable Remainder Trust (CRUT). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "appreciated_asset_market_val": {
            "type": "number",
            "default": 1000000,
            "description": "Highly Appreciated Asset Value (Stock / Real Estate) (). Zero-basis stock, crypto, or real estate"
          },
          "annual_unitrust_payout_pct": {
            "type": "number",
            "default": 6.0,
            "description": "Annual Unitrust Payout Rate (%) (%). Mandatory minimum 5% / max ~10%"
          },
          "donor_current_age": {
            "type": "number",
            "default": 62,
            "description": "Donor Primary Beneficiary Age (years). Age of lifetime income recipient"
          },
          "irs_section_7520_rate": {
            "type": "number",
            "default": 5.2,
            "description": "IRS Section 7520 Hurdle Discount Rate (%) (%). Current monthly statutory discount rate"
          }
        },
        "required": [
          "appreciated_asset_market_val",
          "annual_unitrust_payout_pct"
        ]
      }
    },
    {
      "name": "omni_estate_gift_tax",
      "description": "Federal Estate & Lifetime Gift Tax Exemption Calculator. Calculate federal estate and gift tax exposure (40% rate), lifetime unified credit ($13.61M individual / $27.22M married), and 2026 TCJA sunset impact. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "net_estate_worth": {
            "type": "number",
            "default": 18000000,
            "description": "Estimated Total Net Estate Value (). Real estate, business equity, stocks, life insurance"
          },
          "marital_status_estate": {
            "type": "number",
            "default": 2,
            "description": "Marital Status (1 = Single, 2 = Married / Portability) (). Married couples share portability ($27.22M total)"
          },
          "tcja_sunset_2026_flag": {
            "type": "number",
            "default": 0,
            "description": "2026 TCJA Sunset Scenario (0 = Current $13.61M, 1 = Post-Sunset ~$7M) (). TCJA exemption cuts by 50% on Jan 1, 2026"
          }
        },
        "required": [
          "net_estate_worth",
          "marital_status_estate"
        ]
      }
    },
    {
      "name": "omni_inherited_ira_10_year",
      "description": "Inherited IRA 10-Year Rule & RMD Calculator. Calculate SECURE Act 10-year mandatory withdrawal schedules for inherited traditional and Roth IRAs, minimizing bracket creep and tax drag. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "inherited_ira_balance": {
            "type": "number",
            "default": 450000,
            "description": "Inherited Traditional IRA Balance (). Pre-tax IRA balance inherited from non-spouse"
          },
          "beneficiary_annual_income": {
            "type": "number",
            "default": 110000,
            "description": "Beneficiary Current W-2 / Ordinary Income (). Existing baseline taxable income"
          },
          "withdrawal_strategy_choice": {
            "type": "number",
            "default": 1,
            "description": "Distribution Strategy (1 = Equal 10-Year Installments, 2 = Year 10 Lump-Sum) (). 1 = Smooth spread across 10 years; 2 = Defer until Year 10"
          }
        },
        "required": [
          "inherited_ira_balance",
          "beneficiary_annual_income"
        ]
      }
    },
    {
      "name": "omni_social_security_taxation",
      "description": "Social Security Benefits Taxation Calculator. Calculate how much of your Social Security retirement benefit is subject to federal income tax (0%, 50%, or 85%) based on provisional combined income. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_social_security_benefit": {
            "type": "number",
            "default": 32000,
            "description": "Annual Social Security Benefits Received (). Gross benefit on Form SSA-1099 box 5"
          },
          "other_taxable_income": {
            "type": "number",
            "default": 45000,
            "description": "Other Income (Pensions, 401k, Dividends, W-2) (). All ordinary income, pensions, and RMDs"
          },
          "tax_exempt_municipal_interest": {
            "type": "number",
            "default": 0,
            "description": "Tax-Exempt Municipal Bond Interest (). Muni interest is counted in combined income"
          },
          "filing_status_ss": {
            "type": "number",
            "default": 2,
            "description": "Tax Filing Status (1 = Single, 2 = Married Filing Jointly) (). Single: $25k-$34k (50%), >$34k (85%); MFJ: $32k-$44k (50%), >$44k (85%)"
          }
        },
        "required": [
          "annual_social_security_benefit",
          "other_taxable_income"
        ]
      }
    },
    {
      "name": "omni_medicare_irmaa_surcharge",
      "description": "Medicare IRMAA Surcharge & Surtax Calculator. Calculate Medicare Part B and Part D Income-Related Monthly Adjustment Amount (IRMAA) premium surcharges and cliff threshold triggers. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "modified_agi_irmaa": {
            "type": "number",
            "default": 225000,
            "description": "Modified AGI from 2 Years Prior (2022 MAGI for 2024) (). IRS Form 1040 line 11 + tax-exempt interest"
          },
          "medicare_filing_status": {
            "type": "number",
            "default": 2,
            "description": "Filing Status (1 = Single, 2 = Married Filing Jointly) (). Threshold tier schedules"
          }
        },
        "required": [
          "modified_agi_irmaa",
          "medicare_filing_status"
        ]
      }
    },
    {
      "name": "omni_futa_suta_payroll",
      "description": "Employer FUTA & SUTA Unemployment Tax Calculator. Calculate Federal Unemployment Tax Act (FUTA 0.6% net) and State Unemployment Tax (SUTA) employer liabilities across payroll wage bases. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_employees_count": {
            "type": "number",
            "default": 8,
            "description": "Number of Full-Time Employees (). Count of employees on payroll"
          },
          "avg_annual_employee_wage": {
            "type": "number",
            "default": 65000,
            "description": "Average Annual Wage per Employee (). Average salary per worker"
          },
          "state_suta_tax_rate_pct": {
            "type": "number",
            "default": 2.7,
            "description": "Company Assigned SUTA Tax Rate (%) (%). State employer experience tax rate"
          },
          "state_wage_base_limit": {
            "type": "number",
            "default": 10000,
            "description": "State Unemployment Tax Wage Base (). State cap (CA $7k, NY $12.5k, WA $68.5k)"
          }
        },
        "required": [
          "total_employees_count",
          "avg_annual_employee_wage"
        ]
      }
    },
    {
      "name": "omni_solar_payback",
      "description": "Solar PV System Payback & ROI Calculator. Calculate exact simple payback period, net present value (NPV), and 25-year lifetime savings of a residential or commercial solar photovoltaic installation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "system_cost": {
            "type": "number",
            "default": 24000,
            "description": "Gross System Cost ($) (). Turnkey installation price before incentives"
          },
          "tax_credit_pct": {
            "type": "number",
            "default": 30,
            "description": "Federal Investment Tax Credit (ITC %) (%). Federal Section 25D/48 tax credit rate"
          },
          "annual_kwh": {
            "type": "number",
            "default": 11500,
            "description": "Annual Generation (kWh) (kWh). Year 1 estimated AC kilowatt-hour production"
          },
          "utility_rate": {
            "type": "number",
            "default": 0.18,
            "description": "Current Utility Electricity Rate ($/kWh) (). Blended residential price per kilowatt-hour"
          },
          "rate_escalation": {
            "type": "number",
            "default": 3.5,
            "description": "Annual Utility Rate Inflation (%) (%). Historic utility rate inflation trend"
          }
        },
        "required": [
          "system_cost",
          "tax_credit_pct"
        ]
      }
    },
    {
      "name": "omni_solar_pv_sizing",
      "description": "Solar PV System Sizing & DC kW Array Calculator. Determine the exact DC kilowatt rating and number of solar panels required to offset 100% of annual household or facility electrical consumption. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_usage_kwh": {
            "type": "number",
            "default": 12000,
            "description": "Annual Electricity Usage (kWh) (kWh). Sum of 12 monthly electric bills"
          },
          "peak_sun_hours": {
            "type": "number",
            "default": 4.5,
            "description": "Daily Peak Sun Hours (hrs/day). Average equivalent solar irradiance (kWh/m\u00b2/day)"
          },
          "derate_factor": {
            "type": "number",
            "default": 0.82,
            "description": "System Performance Ratio (). Losses from inverter, wiring, dust, and temperature"
          },
          "panel_wattage": {
            "type": "number",
            "default": 410,
            "description": "Panel Rated Wattage (Watts DC) (W). Rated nameplate capacity per solar module"
          },
          "target_offset_pct": {
            "type": "number",
            "default": 100,
            "description": "Target Energy Offset (%) (%). Desired percentage of electric bill to offset"
          }
        },
        "required": [
          "annual_usage_kwh",
          "peak_sun_hours"
        ]
      }
    },
    {
      "name": "omni_battery_backup_storage",
      "description": "Home Battery Backup Duration & Storage Calculator. Calculate backup run-time duration in hours and days for home battery systems (Tesla Powerwall, Enphase, SolarEdge) under essential or whole-home load. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "battery_capacity_kwh": {
            "type": "number",
            "default": 27.0,
            "description": "Nominal Battery Capacity (kWh) (kWh). Total battery pack energy (e.g. 2x Powerwall = 27 kWh)"
          },
          "dod_pct": {
            "type": "number",
            "default": 95,
            "description": "Max Depth of Discharge (DoD %) (%). Manufacturer usable battery reserve"
          },
          "continuous_load_w": {
            "type": "number",
            "default": 1800,
            "description": "Average Critical Load (Watts) (W). Sump pump, refrigerator, lighting, router, essentials"
          },
          "solar_recharge_kwh": {
            "type": "number",
            "default": 15.0,
            "description": "Daily Solar Recharge Input (kWh/day) (kWh/day). Solar energy replenishment during daylight"
          },
          "inverter_eff_pct": {
            "type": "number",
            "default": 90,
            "description": "Inverter Round-Trip Efficiency (%) (%). DC-to-AC and battery round-trip efficiency"
          }
        },
        "required": [
          "battery_capacity_kwh",
          "dod_pct"
        ]
      }
    },
    {
      "name": "omni_heat_pump_cop_efficiency",
      "description": "Heat Pump Seasonal COP & HSPF2 Energy Savings Calculator. Calculate operating electricity cost and heating dollar savings when upgrading from baseboard, furnace, or boiler heating to a modern inverter heat pump. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "heating_load_therms": {
            "type": "number",
            "default": 850,
            "description": "Annual Heating Demand (Therms or Equiv) (Therms). 1 Therm = 100,000 BTU = 29.3 kWh"
          },
          "curr_fuel_type": {
            "type": "number",
            "default": 80,
            "description": "Existing System Efficiency (%) (%). Old furnace AFUE (e.g. 80% standard, 65% old boiler)"
          },
          "curr_gas_price": {
            "type": "number",
            "default": 1.65,
            "description": "Current Heating Fuel Price ($/Therm) (). Price per Therm of natural gas, propane or heating oil"
          },
          "heat_pump_hspf2": {
            "type": "number",
            "default": 9.5,
            "description": "New Heat Pump HSPF2 Rating (). Heating Seasonal Performance Factor (DOE 2023 standard)"
          },
          "electric_rate": {
            "type": "number",
            "default": 0.16,
            "description": "Electricity Rate ($/kWh) (). Local electrical utility price per kWh"
          }
        },
        "required": [
          "heating_load_therms",
          "curr_fuel_type"
        ]
      }
    },
    {
      "name": "omni_ev_charging_load",
      "description": "EV Charging Load, Time & Electrical Panel Capacity Calculator. Calculate charging speed (miles per hour), charge duration, breaker amperage, and continuous electrical panel load for electric vehicles across Level 1, 2, and 3 chargers. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "battery_size_kwh": {
            "type": "number",
            "default": 77.4,
            "description": "EV Battery Pack Usable Capacity (kWh) (kWh). Usable battery pack size (e.g. Model Y = 75 kWh, Ioniq 5 = 77 kWh)"
          },
          "start_soc_pct": {
            "type": "number",
            "default": 20,
            "description": "Starting State of Charge (SoC %) (%). Current battery charge level"
          },
          "target_soc_pct": {
            "type": "number",
            "default": 80,
            "description": "Target State of Charge (SoC %) (%). Recommended daily charging ceiling (usually 80%)"
          },
          "charger_amps": {
            "type": "number",
            "default": 48,
            "description": "Charging Current Rating (Amperes) (Amps). Continuous current (NEC 80% rule requires 60A breaker for 48A load)"
          },
          "charger_volts": {
            "type": "number",
            "default": 240,
            "description": "Supply Voltage (Volts AC) (V). 120V for Level 1, 240V for Level 2 residential"
          },
          "ev_efficiency": {
            "type": "number",
            "default": 3.4,
            "description": "Vehicle Driving Efficiency (mi/kWh) (mi/kWh). Average miles per kilowatt-hour"
          }
        },
        "required": [
          "battery_size_kwh",
          "start_soc_pct"
        ]
      }
    },
    {
      "name": "omni_solar_inverter_clipping",
      "description": "Solar Inverter Sizing & DC-to-AC Overload Clipping Ratio. Calculate DC-to-AC inverter loading ratio (ILR), annual energy clipping loss percentage, and inverter size optimization for photovoltaic systems. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "dc_array_kw": {
            "type": "number",
            "default": 10.25,
            "description": "Total DC Solar Array (kW DC) (kW DC). Sum of nameplate wattage of all installed modules"
          },
          "ac_inverter_kw": {
            "type": "number",
            "default": 7.6,
            "description": "Inverter AC Nameplate Output (kW AC) (kW AC). Continuous AC power limit (e.g. 7.6 kW standard)"
          },
          "inverter_eff_pct": {
            "type": "number",
            "default": 97.5,
            "description": "Inverter CEC Weighted Efficiency (%) (%). California Energy Commission efficiency rating"
          }
        },
        "required": [
          "dc_array_kw",
          "ac_inverter_kw"
        ]
      }
    },
    {
      "name": "omni_chiller_tonnage_cooling",
      "description": "Commercial HVAC Chiller Tonnage & Cooling Load Calculator. Calculate chilled water cooling capacity in refrigeration tons (TR), kW thermal, and pump flow rate in GPM for commercial HVAC systems. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "water_flow_gpm": {
            "type": "number",
            "default": 240,
            "description": "Chilled Water Flow Rate (GPM) (GPM). Gallons per minute circulated through evaporator"
          },
          "entering_water_temp": {
            "type": "number",
            "default": 54.0,
            "description": "Entering Water Temp (EWT \u00b0F) (\u00b0F). Warm return water temperature entering chiller"
          },
          "leaving_water_temp": {
            "type": "number",
            "default": 44.0,
            "description": "Leaving Water Temp (LWT \u00b0F) (\u00b0F). Cold chilled supply water temperature"
          },
          "chiller_kw_per_ton": {
            "type": "number",
            "default": 0.58,
            "description": "Chiller Specific Efficiency (kW/Ton) (kW/Ton). Full-load electrical power draw per ton"
          }
        },
        "required": [
          "water_flow_gpm",
          "entering_water_temp"
        ]
      }
    },
    {
      "name": "omni_power_factor_correction",
      "description": "3-Phase Power Factor Correction & Capacitor Sizing Calculator. Calculate required capacitor kVAR bank size to correct lagging electrical power factor from inductive motors, eliminating utility penalty surcharges. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "active_power_kw": {
            "type": "number",
            "default": 250,
            "description": "Active Real Power (kW) (kW). Actual working power consumed by facility loads"
          },
          "current_pf": {
            "type": "number",
            "default": 0.76,
            "description": "Current Measured Power Factor (). Uncorrected lagging power factor (cos \u03b8\u2081)"
          },
          "target_pf": {
            "type": "number",
            "default": 0.95,
            "description": "Target Corrected Power Factor (). Desired power factor to avoid utility penalties (typically 0.95)"
          },
          "voltage_ll": {
            "type": "number",
            "default": 480,
            "description": "Line-to-Line Voltage (Volts AC) (V). 3-phase service voltage"
          }
        },
        "required": [
          "active_power_kw",
          "current_pf"
        ]
      }
    },
    {
      "name": "omni_net_metering_credits",
      "description": "Solar Net Metering & Utility Feed-in Tariff Calculator. Calculate annual financial compensation under NEM 1.0, NEM 2.0, NEM 3.0 (California solar billing), and avoided cost wholesale credit tariffs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_gen_kwh": {
            "type": "number",
            "default": 11000,
            "description": "Annual Solar Production (kWh) (kWh). Estimated annual electricity generated"
          },
          "self_consume_pct": {
            "type": "number",
            "default": 40,
            "description": "On-Site Self-Consumption (%) (%). % of solar electricity consumed inside the building instantly"
          },
          "retail_import_rate": {
            "type": "number",
            "default": 0.32,
            "description": "Retail Grid Import Rate ($/kWh) (). Cost paid when buying electricity from grid"
          },
          "export_credit_rate": {
            "type": "number",
            "default": 0.07,
            "description": "Grid Export Credit Rate ($/kWh) (). NEM 3.0 export credit or wholesale avoided cost"
          }
        },
        "required": [
          "annual_gen_kwh",
          "self_consume_pct"
        ]
      }
    },
    {
      "name": "omni_solar_tilt_azimuth",
      "description": "Solar Panel Tilt & Azimuth Irradiance Optimizer. Calculate optimal fixed tilt angle and azimuth orientation to maximize annual solar photovoltaic kilowatt-hour harvest based on geographic latitude. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "geo_latitude": {
            "type": "number",
            "default": 35.5,
            "description": "Site Latitude (Degrees North) (\u00b0N). Geographic latitude of installation location"
          },
          "optimization_goal": {
            "type": "number",
            "default": 1,
            "description": "Optimization Goal (1=Annual, 2=Winter, 3=Summer) (). 1: Max Annual kWh, 2: Max Winter Peak, 3: Max Summer Peak"
          }
        },
        "required": [
          "geo_latitude",
          "optimization_goal"
        ]
      }
    },
    {
      "name": "omni_wind_turbine_power",
      "description": "Wind Turbine Power Curve & Betz Limit Kinetic Yield Calculator. Calculate theoretical and electrical power output in watts and kWh from a wind turbine based on wind speed, rotor diameter, and aerodynamic power coefficient. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "wind_speed_mph": {
            "type": "number",
            "default": 13.5,
            "description": "Average Wind Velocity (mph) (mph). Measured wind velocity at hub height"
          },
          "rotor_diameter_m": {
            "type": "number",
            "default": 3.2,
            "description": "Rotor Blade Diameter (Meters) (m). Tip-to-tip rotor sweep diameter"
          },
          "power_coeff_cp": {
            "type": "number",
            "default": 0.38,
            "description": "Aerodynamic Power Coefficient (Cp) (). Typical small wind turbine Cp = 0.30 - 0.42 (Betz limit = 0.593)"
          },
          "generator_eff_pct": {
            "type": "number",
            "default": 88,
            "description": "Generator & Drivetrain Efficiency (%) (%). Mechanical-to-electrical conversion efficiency"
          }
        },
        "required": [
          "wind_speed_mph",
          "rotor_diameter_m"
        ]
      }
    },
    {
      "name": "omni_transformer_kva_rating",
      "description": "3-Phase & Single-Phase Transformer kVA Rating Calculator. Calculate full-load secondary current (FLA), primary current, and recommended standard transformer kVA size for commercial and industrial electrical distribution. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "load_amps": {
            "type": "number",
            "default": 180,
            "description": "Full Load Current (Amperes) (Amps). Calculated total electrical load in amperes"
          },
          "secondary_voltage": {
            "type": "number",
            "default": 208,
            "description": "Secondary Voltage (Volts L-L) (V). Common voltages: 208V, 240V, 480V"
          },
          "primary_voltage": {
            "type": "number",
            "default": 480,
            "description": "Primary Utility Voltage (Volts L-L) (V). Supply feeding the transformer"
          },
          "is_three_phase": {
            "type": "number",
            "default": 3,
            "description": "Phase Configuration (3 = 3-Phase, 1 = 1-Phase) (). 3 for three-phase, 1 for single-phase"
          },
          "growth_margin_pct": {
            "type": "number",
            "default": 25,
            "description": "Future Spare Capacity Margin (%) (%). Recommended 20% to 25% NEC spare capacity"
          }
        },
        "required": [
          "load_amps",
          "secondary_voltage"
        ]
      }
    },
    {
      "name": "omni_wire_gauge_voltage_drop",
      "description": "Electrical Wire Gauge & Voltage Drop Calculator (NEC). Calculate conductor voltage drop percentage, terminal voltage, and minimum copper/aluminum AWG wire size compliant with NEC 3% branch circuit limits. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "circuit_amps": {
            "type": "number",
            "default": 40,
            "description": "Design Load Current (Amperes) (Amps). Continuous or non-continuous circuit amps"
          },
          "one_way_distance_ft": {
            "type": "number",
            "default": 125,
            "description": "One-Way Distance to Load (Feet) (ft). Conduit route length from panel to equipment"
          },
          "system_volts": {
            "type": "number",
            "default": 240,
            "description": "Nominal Voltage (Volts) (V). 120V, 208V, 240V, 277V, 480V"
          },
          "conductor_material": {
            "type": "number",
            "default": 1,
            "description": "Conductor Material (1 = Copper, 2 = Aluminum) (). 1 for Copper (K=12.9), 2 for Aluminum (K=21.2)"
          }
        },
        "required": [
          "circuit_amps",
          "one_way_distance_ft"
        ]
      }
    },
    {
      "name": "omni_geothermal_ground_loop",
      "description": "Geothermal Heat Pump Ground Loop Borehole Length Calculator. Calculate required vertical borehole depth or horizontal trench loop footage for closed-loop ground-source geothermal heat pump systems. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "system_tons": {
            "type": "number",
            "default": 4.0,
            "description": "Heat Pump Capacity (Tons) (Tons). Building design thermal cooling/heating tonnage"
          },
          "soil_thermal_cond": {
            "type": "number",
            "default": 1.4,
            "description": "Ground Thermal Conductivity (BTU/hr\u00b7ft\u00b7\u00b0F) (). Dry clay ~0.8, damp loam ~1.3, wet granite/limestone ~1.8"
          },
          "loop_configuration": {
            "type": "number",
            "default": 1,
            "description": "Loop Geometry (1 = Vertical Borehole, 2 = Horizontal Trench) (). 1 for vertical drilling, 2 for horizontal excavation"
          }
        },
        "required": [
          "system_tons",
          "soil_thermal_cond"
        ]
      }
    },
    {
      "name": "omni_compressed_air_leak_cfm",
      "description": "Compressed Air CFM Leak Cost & Pneumatic Audit Calculator. Calculate lost CFM flow rate, electric horsepower wasted, and annual dollar cost of compressed air leaks in manufacturing and industrial facilities. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "system_psi": {
            "type": "number",
            "default": 100,
            "description": "Compressed Air Line Pressure (PSIG) (psi). Typical industrial air header pressure"
          },
          "leak_orifice_size": {
            "type": "number",
            "default": 0.25,
            "description": "Equivalent Total Leak Diameter (Inches) (in). Cumulative size of all pneumatic leaks (e.g. 1/4\" = 0.25\")"
          },
          "operating_hours": {
            "type": "number",
            "default": 6500,
            "description": "Annual Compressor Running Hours (hrs/yr). Single shift = 2,000 hrs, 24/7 = 8,760 hrs"
          },
          "electricity_rate": {
            "type": "number",
            "default": 0.12,
            "description": "Industrial Electricity Rate ($/kWh) (). Facility electricity price per kWh"
          }
        },
        "required": [
          "system_psi",
          "leak_orifice_size"
        ]
      }
    },
    {
      "name": "omni_boiler_combustion_efficiency",
      "description": "Industrial Boiler Combustion Efficiency & Flue Heat Loss Calculator. Calculate combustion thermal efficiency, dry flue gas stack loss, and fuel savings from excess air and stack temperature optimization (Siegert formula). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "flue_gas_temp_f": {
            "type": "number",
            "default": 420,
            "description": "Stack Flue Gas Temp (\u00b0F) (\u00b0F). Exhaust gas temperature measured in stack"
          },
          "ambient_air_temp_f": {
            "type": "number",
            "default": 75,
            "description": "Combustion Air Inlet Temp (\u00b0F) (\u00b0F). Boiler room ambient air temperature"
          },
          "flue_o2_pct": {
            "type": "number",
            "default": 4.5,
            "description": "Flue Gas Oxygen Level (O\u2082 %) (%). Excess oxygen measured by stack analyzer"
          },
          "annual_fuel_spend": {
            "type": "number",
            "default": 180000,
            "description": "Annual Boiler Fuel Spend ($) (). Total annual natural gas or fuel oil bill"
          }
        },
        "required": [
          "flue_gas_temp_f",
          "ambient_air_temp_f"
        ]
      }
    },
    {
      "name": "omni_generator_kw_kva_sizing",
      "description": "Standby Generator kW vs Starting kVA Sizing Calculator. Calculate emergency standby generator sizing, accounting for locked rotor motor inrush starting kVA and continuous running kW loads. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "continuous_kw": {
            "type": "number",
            "default": 22.0,
            "description": "Continuous Running Load (kW) (kW). Base lighting, computers, refrigeration, servers"
          },
          "largest_motor_hp": {
            "type": "number",
            "default": 5.0,
            "description": "Largest Single Motor (HP) (HP). Well pump, elevator, or air conditioning compressor"
          },
          "motor_start_type": {
            "type": "number",
            "default": 1,
            "description": "Motor Starter (1 = Across-Line DOL, 2 = Soft Starter, 3 = VFD) (). DOL = 6x inrush, Soft-start = 3x, VFD = 1.2x"
          },
          "power_factor": {
            "type": "number",
            "default": 0.8,
            "description": "Generator Power Factor (Typically 0.8) (). Standard 3-phase generator rating is 0.8 PF"
          }
        },
        "required": [
          "continuous_kw",
          "largest_motor_hp"
        ]
      }
    },
    {
      "name": "omni_led_lighting_retrofit",
      "description": "Commercial LED Lighting Lumen-to-Watt Retrofit ROI Calculator. Calculate electrical energy savings, HVAC cooling load reduction, maintenance lamp replacement savings, and payback period for commercial LED lighting retrofits. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "fixture_count": {
            "type": "number",
            "default": 150,
            "description": "Number of Light Fixtures (fixtures). Total count of troffers, high-bays, or downlights"
          },
          "existing_watts": {
            "type": "number",
            "default": 128,
            "description": "Existing Fixture Wattage (e.g. 4xT8) (Watts). 4-lamp T8 ballast = 112-128W, 400W Metal Halide = 458W"
          },
          "led_replacement_watts": {
            "type": "number",
            "default": 36,
            "description": "New LED Fixture Wattage (Watts). High-efficiency LED replacement wattage (e.g. 36W LED troffer)"
          },
          "daily_operating_hours": {
            "type": "number",
            "default": 12,
            "description": "Daily Operating Hours (hrs/day). Operating schedule (365 days/year)"
          },
          "installed_cost_per_fixture": {
            "type": "number",
            "default": 55,
            "description": "Turnkey Cost per Fixture ($) (). Lamp/fixture cost plus labor minus utility rebate"
          }
        },
        "required": [
          "fixture_count",
          "existing_watts"
        ]
      }
    },
    {
      "name": "omni_vfd_pump_savings",
      "description": "Variable Frequency Drive (VFD) Pump Affinity Law Savings Calculator. Calculate electrical energy savings and payback from installing a Variable Frequency Drive (VFD / VSD) on centrifugal pumps and fans using Affinity Laws. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "motor_nameplate_hp": {
            "type": "number",
            "default": 50,
            "description": "Pump Motor Size (HP) (HP). Rated nameplate mechanical horsepower"
          },
          "average_speed_pct": {
            "type": "number",
            "default": 80,
            "description": "Average Reduced Operating Speed (%) (%). Average flow/speed requirement (e.g. 80% speed meets 80% flow)"
          },
          "annual_running_hours": {
            "type": "number",
            "default": 6000,
            "description": "Annual Operating Hours (hrs/yr). Pump run hours per year"
          },
          "vfd_installed_cost": {
            "type": "number",
            "default": 7500,
            "description": "VFD Turnkey Installed Cost ($) (). Drive purchase, line reactor, enclosure, and wiring"
          }
        },
        "required": [
          "motor_nameplate_hp",
          "average_speed_pct"
        ]
      }
    },
    {
      "name": "omni_solar_thermal_water_heater",
      "description": "Solar Thermal Domestic Water Heating Collector BTU Sizing. Calculate required flat plate or evacuated tube solar thermal collector aperture area in square feet to provide domestic hot water. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_hot_water_gal": {
            "type": "number",
            "default": 65,
            "description": "Daily Hot Water Demand (Gallons) (gal/day). Typical residential rule: 15-20 gallons per occupant per day"
          },
          "delivered_hot_temp_f": {
            "type": "number",
            "default": 130,
            "description": "Target Hot Water Temp (\u00b0F) (\u00b0F). Standard domestic plumbing delivery temp"
          },
          "cold_supply_temp_f": {
            "type": "number",
            "default": 55,
            "description": "Cold Groundwater Inlet Temp (\u00b0F) (\u00b0F). Municipal water main supply temperature"
          },
          "solar_insolation_btu": {
            "type": "number",
            "default": 1600,
            "description": "Solar Insolation (BTU/sq ft/day) (BTU/ft\u00b2). Average daily solar radiation on tilted surface"
          }
        },
        "required": [
          "daily_hot_water_gal",
          "delivered_hot_temp_f"
        ]
      }
    },
    {
      "name": "omni_degree_days_energy_audit",
      "description": "Heating & Cooling Degree Days (HDD / CDD) Thermal Audit Calculator. Calculate weather-normalized annual building thermal load in therms and kWh using Heating Degree Days (HDD) and Cooling Degree Days (CDD). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_hdd": {
            "type": "number",
            "default": 4200,
            "description": "Annual Heating Degree Days (Base 65\u00b0F) (HDD). Climatic heating degree days for your zip code"
          },
          "annual_cdd": {
            "type": "number",
            "default": 1400,
            "description": "Annual Cooling Degree Days (Base 65\u00b0F) (CDD). Climatic cooling degree days for your zip code"
          },
          "building_sqft": {
            "type": "number",
            "default": 2400,
            "description": "Conditioned Floor Area (sq ft) (sq ft). Total heated and cooled indoor square footage"
          },
          "insulation_quality": {
            "type": "number",
            "default": 2,
            "description": "Building Envelope Code (1 = Poor/Old, 2 = Standard, 3 = High Performance) (). 1: Pre-1980, 2: Modern IECC code, 3: Passivhaus / Net Zero"
          }
        },
        "required": [
          "annual_hdd",
          "annual_cdd"
        ]
      }
    },
    {
      "name": "omni_battery_cycle_life_dod",
      "description": "Battery Cycle Life vs Depth of Discharge (DoD) Degradation Calculator. Calculate total lifetime kilowatt-hour throughput and calendar battery lifespan for Lithium Iron Phosphate (LiFePO4) and NMC lithium-ion chemistries. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pack_capacity_kwh": {
            "type": "number",
            "default": 14.0,
            "description": "Nominal Battery Pack Size (kWh) (kWh). Nameplate battery energy storage"
          },
          "daily_dod_pct": {
            "type": "number",
            "default": 80,
            "description": "Operating Depth of Discharge (DoD %) (%). Average percentage of battery capacity discharged daily"
          },
          "battery_chemistry": {
            "type": "number",
            "default": 1,
            "description": "Battery Chemistry (1 = LFP / LiFePO4, 2 = NMC Lithium) (). LFP: 4000-6000 cycles, NMC: 1500-2500 cycles"
          },
          "pack_cost_usd": {
            "type": "number",
            "default": 8500,
            "description": "Total Battery System Purchase Price ($) (). Initial capital investment in battery"
          }
        },
        "required": [
          "pack_capacity_kwh",
          "daily_dod_pct"
        ]
      }
    },
    {
      "name": "omni_offgrid_generator_fuel",
      "description": "Off-Grid Diesel & Propane Generator Fuel Consumption Calculator. Calculate hourly fuel consumption in gallons, run-time on tank, and cost per kilowatt-hour for diesel, propane, and natural gas standby generators. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "generator_rated_kw": {
            "type": "number",
            "default": 20.0,
            "description": "Generator Rated Output (kW) (kW). Continuous prime or standby power rating"
          },
          "electrical_load_pct": {
            "type": "number",
            "default": 50,
            "description": "Average Operating Load (%) (%). 50% is standard nominal operating load"
          },
          "fuel_type": {
            "type": "number",
            "default": 1,
            "description": "Fuel Type (1 = Diesel, 2 = Propane LPG, 3 = Natural Gas) (). 1: Diesel, 2: Propane (gal/hr), 3: Natural Gas (therms/hr)"
          },
          "fuel_tank_capacity": {
            "type": "number",
            "default": 50,
            "description": "Fuel Tank Capacity (Gallons) (gal). Volume of base tank or auxiliary fuel storage"
          },
          "fuel_cost_per_unit": {
            "type": "number",
            "default": 3.85,
            "description": "Fuel Price ($/Gallon or $/Therm) (). Current local price per gallon"
          }
        },
        "required": [
          "generator_rated_kw",
          "electrical_load_pct"
        ]
      }
    },
    {
      "name": "omni_harmonic_distortion_thd",
      "description": "Electrical Power Quality Total Harmonic Distortion (THD) Calculator. Calculate Total Harmonic Distortion (THD % for voltage and current) from individual harmonic magnitudes compliant with IEEE 519 standards. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "fundamental_v1": {
            "type": "number",
            "default": 120.0,
            "description": "Fundamental Frequency Magnitude (V\u2081 or I\u2081) (V or A). Fundamental 60 Hz component magnitude"
          },
          "harmonic_3rd": {
            "type": "number",
            "default": 4.8,
            "description": "3rd Harmonic Component (180 Hz) (V). Typical triplen harmonic from single-phase electronics"
          },
          "harmonic_5th": {
            "type": "number",
            "default": 5.4,
            "description": "5th Harmonic Component (300 Hz) (V). Prevalent harmonic from 6-pulse VFD rectifiers"
          },
          "harmonic_7th": {
            "type": "number",
            "default": 3.2,
            "description": "7th Harmonic Component (420 Hz) (V). High-frequency non-linear load component"
          }
        },
        "required": [
          "fundamental_v1",
          "harmonic_3rd"
        ]
      }
    },
    {
      "name": "omni_data_center_pue",
      "description": "Data Center Power Usage Effectiveness (PUE) & Efficiency Calculator. Calculate Data Center PUE, Data Center Infrastructure Efficiency (DCiE), wasted facility cooling power, and annual carbon/energy costs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_facility_kw": {
            "type": "number",
            "default": 1650,
            "description": "Total Facility Power Draw (kW) (kW). Total utility power entering building (IT + Cooling + Lighting + UPS)"
          },
          "it_equipment_kw": {
            "type": "number",
            "default": 1100,
            "description": "Baseline IT Equipment Load (kW) (kW). Power consumed directly by servers, storage, and networking"
          },
          "electricity_rate": {
            "type": "number",
            "default": 0.11,
            "description": "Commercial Electricity Price ($/kWh) (). Data center utility tariff"
          }
        },
        "required": [
          "total_facility_kw",
          "it_equipment_kw"
        ]
      }
    },
    {
      "name": "omni_dim_weight_calculator",
      "description": "Dimensional Weight (DIM Factor 139 / 166) Calculator. Calculate volumetric dimensional weight, billable weight, and carrier rate adjustments for FedEx, UPS, DHL, and USPS domestic and international parcels. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "box_length_in": {
            "type": "number",
            "default": 24.0,
            "description": "Box Length (Inches) (in). Longest package dimension"
          },
          "box_width_in": {
            "type": "number",
            "default": 18.0,
            "description": "Box Width (Inches) (in). Second package dimension"
          },
          "box_height_in": {
            "type": "number",
            "default": 16.0,
            "description": "Box Height (Inches) (in). Third package dimension"
          },
          "actual_weight_lbs": {
            "type": "number",
            "default": 22.0,
            "description": "Actual Scale Weight (lbs) (lbs). Physical weight measured on postal scale"
          },
          "dim_divisor": {
            "type": "number",
            "default": 139,
            "description": "Carrier DIM Factor (139 = FedEx/UPS Daily, 166 = USPS/Retail) (). Standard commercial divisor is 139, retail is 166"
          }
        },
        "required": [
          "box_length_in",
          "box_width_in"
        ]
      }
    },
    {
      "name": "omni_pallet_ti_hi_optimizer",
      "description": "Pallet Ti-Hi & Carton Stacking Pattern Calculator. Calculate optimal Tie (cases per layer) and High (layers per pallet) for standard GMA 48x40 pallets, maximizing cube utilization without overhang. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "carton_length_in": {
            "type": "number",
            "default": 16.0,
            "description": "Carton Length (Inches) (in). External case length"
          },
          "carton_width_in": {
            "type": "number",
            "default": 10.0,
            "description": "Carton Width (Inches) (in). External case width"
          },
          "carton_height_in": {
            "type": "number",
            "default": 8.0,
            "description": "Carton Height (Inches) (in). External case height"
          },
          "carton_weight_lbs": {
            "type": "number",
            "default": 24.0,
            "description": "Gross Carton Weight (lbs) (lbs). Weight per individual carton"
          },
          "max_pallet_height_in": {
            "type": "number",
            "default": 54.0,
            "description": "Max Allowed Pallet Height (Inches) (in). Standard GMA rack clearance (includes 5.5\" wooden pallet)"
          }
        },
        "required": [
          "carton_length_in",
          "carton_width_in"
        ]
      }
    },
    {
      "name": "omni_freight_density_nmfc",
      "description": "Freight Density & NMFC Freight Class Calculator. Calculate shipment density in pounds per cubic foot (PCF) and determine the National Motor Freight Classification (NMFC) freight class for LTL shipping. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "shipment_length_in": {
            "type": "number",
            "default": 48.0,
            "description": "Pallet Length (Inches) (in). Length of packaged skid"
          },
          "shipment_width_in": {
            "type": "number",
            "default": 40.0,
            "description": "Pallet Width (Inches) (in). Width of packaged skid"
          },
          "shipment_height_in": {
            "type": "number",
            "default": 48.0,
            "description": "Pallet Height (Inches) (in). Height from floor to top of load"
          },
          "shipment_weight_lbs": {
            "type": "number",
            "default": 650.0,
            "description": "Total Gross Weight (lbs) (lbs). Total scale weight including pallet"
          }
        },
        "required": [
          "shipment_length_in",
          "shipment_width_in"
        ]
      }
    },
    {
      "name": "omni_ftl_vs_ltl_freight",
      "description": "Full Truckload (FTL) vs Less-Than-Truckload (LTL) Cost Breakeven. Calculate whether shipping high-volume palletized freight is cheaper via Less-Than-Truckload (LTL) or dedicated Full Truckload (FTL) dry van. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pallet_count": {
            "type": "number",
            "default": 8,
            "description": "Number of Pallets to Ship (pallets). Standard 48x40 pallets (max 26 in a 53ft trailer)"
          },
          "ltl_rate_per_pallet": {
            "type": "number",
            "default": 245,
            "description": "Average LTL Cost per Pallet ($) (). Quoted LTL tariff per skid including accessorials"
          },
          "dedicated_ftl_rate": {
            "type": "number",
            "default": 2150,
            "description": "Dedicated FTL Flat Lane Rate ($) (). Point-to-point flatbed or 53ft dry van spot rate"
          }
        },
        "required": [
          "pallet_count",
          "ltl_rate_per_pallet"
        ]
      }
    },
    {
      "name": "omni_container_cbm_utilization",
      "description": "Ocean Shipping Container CBM Volume & Payload Calculator. Calculate cubic meter (CBM) volume, metric ton payload capacity, and container utilization percentage for 20ft, 40ft, and 40ft High Cube (HC) ocean containers. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "carton_count": {
            "type": "number",
            "default": 850,
            "description": "Total Number of Cartons (cartons). Total packaged shipping cartons"
          },
          "carton_l_cm": {
            "type": "number",
            "default": 45,
            "description": "Carton Length (cm) (cm). External case length"
          },
          "carton_w_cm": {
            "type": "number",
            "default": 35,
            "description": "Carton Width (cm) (cm). External case width"
          },
          "carton_h_cm": {
            "type": "number",
            "default": 30,
            "description": "Carton Height (cm) (cm). External case height"
          },
          "carton_weight_kg": {
            "type": "number",
            "default": 14.5,
            "description": "Weight per Carton (kg) (kg). Weight per case in kilograms"
          }
        },
        "required": [
          "carton_count",
          "carton_l_cm"
        ]
      }
    },
    {
      "name": "omni_reorder_point_safety_stock",
      "description": "Reorder Point (ROP) & Safety Stock Volatility Calculator. Calculate statistical reorder point (ROP) and safety stock inventory buffers using Z-score service levels, daily demand variation, and supplier lead time. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "avg_daily_demand": {
            "type": "number",
            "default": 85,
            "description": "Average Daily Sales Demand (Units) (units/day). Mean daily unit sales volume"
          },
          "std_dev_demand": {
            "type": "number",
            "default": 18,
            "description": "Daily Demand Standard Deviation (\u03c3_d) (units). Volatility in day-to-day sales"
          },
          "lead_time_days": {
            "type": "number",
            "default": 21,
            "description": "Supplier Lead Time (Days) (days). Average elapsed days from PO issuance to dock receipt"
          },
          "service_level_pct": {
            "type": "number",
            "default": 95,
            "description": "Target In-Stock Service Level (%) (%). 95% (Z=1.65), 98% (Z=2.05), 99% (Z=2.33)"
          }
        },
        "required": [
          "avg_daily_demand",
          "std_dev_demand"
        ]
      }
    },
    {
      "name": "omni_economic_order_quantity_eoq",
      "description": "Economic Order Quantity (EOQ) & Annual Holding Cost Calculator. Calculate optimal purchasing batch size (EOQ), annual ordering frequency, and minimized total inventory holding costs (Ford W. Harris formula). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_unit_demand": {
            "type": "number",
            "default": 12000,
            "description": "Annual Demand (Units/Year) (units/yr). Total annual sales demand in units"
          },
          "order_setup_cost": {
            "type": "number",
            "default": 75,
            "description": "Fixed Cost per Purchase Order ($) (). Labor, PO processing, customs documentation, receiving fee"
          },
          "unit_purchase_cost": {
            "type": "number",
            "default": 45,
            "description": "Unit Item Cost ($) (). Cost of goods purchased from manufacturer"
          },
          "holding_cost_rate_pct": {
            "type": "number",
            "default": 20,
            "description": "Annual Carrying Cost Rate (%) (%). Warehousing, insurance, capital cost, obsolescence (typically 18-25%)"
          }
        },
        "required": [
          "annual_unit_demand",
          "order_setup_cost"
        ]
      }
    },
    {
      "name": "omni_forklift_aisle_turning_radius",
      "description": "Warehouse Aisle Width & Forklift Turning Radius Calculator. Calculate minimum clear rack-to-rack aisle width for counterbalance, reach trucks, and turret VNA forklifts compliant with OSHA safety clearances. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "truck_turning_radius_in": {
            "type": "number",
            "default": 85.0,
            "description": "Forklift Turning Radius (Inches) (in). Manufacturer specification outer turning radius (Wa)"
          },
          "load_length_in": {
            "type": "number",
            "default": 48.0,
            "description": "Pallet Load Depth (Inches) (in). Standard GMA pallet depth = 48 inches"
          },
          "load_distance_in": {
            "type": "number",
            "default": 16.0,
            "description": "Front Axle to Fork Face Distance (Inches) (in). Horizontal distance from drive tire center to fork heel (x)"
          },
          "forklift_type": {
            "type": "number",
            "default": 1,
            "description": "Forklift Class (1 = Standard Counterbalance, 2 = Narrow Reach Truck, 3 = Turret VNA) (). Counterbalance ~12-13ft, Reach ~8.5-9.5ft, VNA ~5.5-6ft"
          }
        },
        "required": [
          "truck_turning_radius_in",
          "load_length_in"
        ]
      }
    },
    {
      "name": "omni_air_freight_chargeable_weight",
      "description": "Air Freight Volumetric vs Gross Chargeable Weight Calculator. Calculate IATA international air freight volumetric chargeable weight (1:6000 ratio = 167 kg/m\u00b3) and avoid costly airline volume surcharges. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "air_length_cm": {
            "type": "number",
            "default": 120,
            "description": "Package Length (cm) (cm). Cargo skid or box length"
          },
          "air_width_cm": {
            "type": "number",
            "default": 80,
            "description": "Package Width (cm) (cm). Cargo skid or box width"
          },
          "air_height_cm": {
            "type": "number",
            "default": 100,
            "description": "Package Height (cm) (cm). Cargo skid or box height"
          },
          "air_gross_kg": {
            "type": "number",
            "default": 115,
            "description": "Actual Scale Gross Weight (kg) (kg). Physical gross weight in kilograms"
          },
          "rate_per_kg_usd": {
            "type": "number",
            "default": 4.8,
            "description": "Air Freight Base Rate ($/kg) (). All-in air cargo tariff per chargeable kg"
          }
        },
        "required": [
          "air_length_cm",
          "air_width_cm"
        ]
      }
    },
    {
      "name": "omni_demurrage_detention_fees",
      "description": "Shipping Port Demurrage & Container Detention Fee Calculator. Calculate daily escalating demurrage (inside terminal) and detention / per diem (outside terminal) penalties for delayed ocean shipping containers. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "days_delayed": {
            "type": "number",
            "default": 14,
            "description": "Total Elapsed Calendar Days (days). Calendar days since container vessel discharge"
          },
          "port_free_days": {
            "type": "number",
            "default": 4,
            "description": "Allowed Free Time Days (free days). Standard marine terminal free time (typically 4-5 days)"
          },
          "tier1_daily_rate": {
            "type": "number",
            "default": 175,
            "description": "Tier 1 Daily Fee (Days 1-5 past free) (). Initial daily penalty rate"
          },
          "tier2_daily_rate": {
            "type": "number",
            "default": 325,
            "description": "Tier 2 Daily Fee (Days 6+ past free) (). Escalated daily demurrage surcharge"
          }
        },
        "required": [
          "days_delayed",
          "port_free_days"
        ]
      }
    },
    {
      "name": "omni_truck_axle_weight_distribution",
      "description": "Semi-Truck Axle Weight Distribution & DOT Bridge Formula Calculator. Calculate individual axle group loadings (steer, drive tandem, trailer tandem) and verify compliance with Federal Bridge Formula B limits. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "tare_truck_weight_lbs": {
            "type": "number",
            "default": 33500,
            "description": "Empty Tractor-Trailer Weight (lbs) (lbs). Tare weight of empty truck, fuel, and trailer"
          },
          "cargo_payload_weight_lbs": {
            "type": "number",
            "default": 44000,
            "description": "Cargo Payload Weight (lbs) (lbs). Weight of freight loaded into trailer"
          },
          "cargo_center_of_gravity_in": {
            "type": "number",
            "default": 270,
            "description": "Cargo Center of Gravity (Inches from Nose) (in). Midpoint of cargo load along trailer length (53ft van = 636\")"
          }
        },
        "required": [
          "tare_truck_weight_lbs",
          "cargo_payload_weight_lbs"
        ]
      }
    },
    {
      "name": "omni_deadhead_trucking_cost",
      "description": "Deadhead Trucking Mileage Cost & Lane Profitability Calculator. Calculate true cost per loaded mile, deadhead uncompensated empty mileage impact, and minimum required freight rate for motor carriers and owner-operators. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "loaded_miles": {
            "type": "number",
            "default": 650,
            "description": "Loaded Revenue Miles (miles). Miles driven with billable freight in trailer"
          },
          "deadhead_miles": {
            "type": "number",
            "default": 110,
            "description": "Empty Deadhead Miles (miles). Unpaid empty miles driven to pick up cargo"
          },
          "operating_cost_per_mile": {
            "type": "number",
            "default": 1.85,
            "description": "Truck Operating Cost ($/Mile) (). Diesel fuel, driver wage, truck payment, tires, insurance"
          },
          "quoted_linehaul_rate": {
            "type": "number",
            "default": 1750,
            "description": "Gross Linehaul Rate Offered ($) (). Total shipper payment for the haul"
          }
        },
        "required": [
          "loaded_miles",
          "deadhead_miles"
        ]
      }
    },
    {
      "name": "omni_inventory_bullwhip_effect",
      "description": "Supply Chain Bullwhip Effect Variance Amplification Calculator. Calculate order variance amplification ratio across supply chain echelons (retailer, distributor, manufacturer) to measure the Bullwhip Effect. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "retail_demand_variance": {
            "type": "number",
            "default": 45,
            "description": "Consumer Demand Variance (\u03c3\u00b2_demand) (). Variance of point-of-sale customer purchases"
          },
          "lead_time_echelons": {
            "type": "number",
            "default": 28,
            "description": "Cumulative Supply Chain Lead Time (Days) (days). Total lead time across ordering tiers"
          },
          "forecasting_factor": {
            "type": "number",
            "default": 0.25,
            "description": "Demand Forecasting Smoothing (p) (). Order update smoothing factor (Chen et al. model)"
          }
        },
        "required": [
          "retail_demand_variance",
          "lead_time_echelons"
        ]
      }
    },
    {
      "name": "omni_warehouse_storage_density",
      "description": "Warehouse Cubic Storage Density & Floor Space Utilization Calculator. Calculate cubic space utilization, honeycombing storage loss, and maximum pallet storage capacity for high-bay warehouse facilities. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "building_footprint_sqft": {
            "type": "number",
            "default": 50000,
            "description": "Warehouse Floor Area (sq ft) (sq ft). Total building internal square footage"
          },
          "clear_height_ft": {
            "type": "number",
            "default": 32,
            "description": "Clear Ceiling Height (Feet) (ft). Usable height below sprinkler heads and trusses"
          },
          "total_pallet_positions": {
            "type": "number",
            "default": 4200,
            "description": "Installed Pallet Rack Positions (positions). Total racking pallet slots"
          }
        },
        "required": [
          "building_footprint_sqft",
          "clear_height_ft"
        ]
      }
    },
    {
      "name": "omni_freight_fuel_surcharge",
      "description": "Freight Fuel Surcharge (FSC) Sliding Scale Calculator. Calculate carrier fuel surcharge percentage and per-mile surcharge amounts based on the National Average Diesel Fuel Price peg. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "national_diesel_price": {
            "type": "number",
            "default": 4.1,
            "description": "Current DOE Diesel Price ($/gal) (). Weekly EIA National Average Retail Diesel index"
          },
          "baseline_diesel_peg": {
            "type": "number",
            "default": 2.5,
            "description": "Contract Baseline Fuel Peg ($/gal) (). Contract base rate price peg (typically $2.50 or $1.25)"
          },
          "fleet_mpg_divisor": {
            "type": "number",
            "default": 6.5,
            "description": "Agreed Fleet MPG Fuel Divisor (MPG). Contract standard heavy truck fuel economy"
          },
          "shipment_trip_miles": {
            "type": "number",
            "default": 780,
            "description": "Shipment Distance (Miles) (miles). Billable highway route miles"
          }
        },
        "required": [
          "national_diesel_price",
          "baseline_diesel_peg"
        ]
      }
    },
    {
      "name": "omni_fleet_tco_per_mile",
      "description": "Fleet Total Cost of Ownership (TCO) & Operating Cost Per Mile. Calculate total cost of ownership (TCO) and marginal cost per mile (MCPM) for commercial Class 8 tractors (fuel, driver, lease, maintenance, tires, insurance). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_truck_miles": {
            "type": "number",
            "default": 110000,
            "description": "Annual Miles Driven Per Truck (miles/yr). Typical OTR truck covers 100k-125k miles/year"
          },
          "driver_pay_cpm": {
            "type": "number",
            "default": 0.72,
            "description": "Driver Wage & Benefits ($/Mile) (). Base wage per mile plus payroll tax and health benefits"
          },
          "diesel_price_gal": {
            "type": "number",
            "default": 3.95,
            "description": "Average Diesel Fuel Price ($/gal) (). Average diesel fuel pump price"
          },
          "truck_lease_mo": {
            "type": "number",
            "default": 2400,
            "description": "Monthly Truck & Trailer Lease Payment ($) (). Financing or lease cost per equipment unit"
          },
          "annual_insurance_cost": {
            "type": "number",
            "default": 14500,
            "description": "Annual Commercial Truck Insurance ($) (). Primary auto liability, cargo, and physical damage"
          }
        },
        "required": [
          "annual_truck_miles",
          "driver_pay_cpm"
        ]
      }
    },
    {
      "name": "omni_intermodal_rail_vs_truck",
      "description": "Intermodal Rail vs Over-The-Road (OTR) Trucking Breakeven. Compare cost per container, transit lead time, and carbon emission (CO\u2082e) reductions between domestic intermodal rail and long-haul OTR trucking. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "corridor_miles": {
            "type": "number",
            "default": 1450,
            "description": "Shipping Corridor Distance (Miles) (miles). Intermodal is most competitive on lanes > 700 miles"
          },
          "otr_truck_rate": {
            "type": "number",
            "default": 3200,
            "description": "Direct OTR Trucking Rate ($) (). Dedicated solo driver dry van quote"
          },
          "rail_linehaul_cost": {
            "type": "number",
            "default": 1650,
            "description": "Rail Ramp-to-Ramp Cost ($) (). Rail carrier ramp-to-ramp flat rate"
          },
          "drayage_both_ends": {
            "type": "number",
            "default": 850,
            "description": "Combined Drayage Cost (Origin + Dest) (). Local trucking to and from rail ramps"
          }
        },
        "required": [
          "corridor_miles",
          "otr_truck_rate"
        ]
      }
    },
    {
      "name": "omni_last_mile_route_stop_density",
      "description": "Last-Mile Delivery Route Stop Density & Cost Per Drop Calculator. Calculate driver cost per stop, route density metrics, fuel burn, and parcel delivery margins for e-commerce last-mile parcel networks. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_stops_completed": {
            "type": "number",
            "default": 135,
            "description": "Stops Completed Per Day (stops). Typical parcel driver completes 120-180 stops daily"
          },
          "route_total_miles": {
            "type": "number",
            "default": 65,
            "description": "Total Daily Route Mileage (miles). Stem time plus delivery circuit distance"
          },
          "driver_daily_wage": {
            "type": "number",
            "default": 240,
            "description": "Driver Daily Wage + Benefits ($) (). Daily fully burdened labor cost"
          },
          "van_operating_cost": {
            "type": "number",
            "default": 85,
            "description": "Daily Van Capital & Fuel Cost ($) (). Vehicle lease, fuel, maintenance, insurance"
          }
        },
        "required": [
          "daily_stops_completed",
          "route_total_miles"
        ]
      }
    },
    {
      "name": "omni_pick_and_pack_productivity",
      "description": "Warehouse Pick-and-Pack Labor Productivity Rate Calculator. Calculate order picker units-per-hour (UPH), labor cost per pick, and fulfillment staffing requirements for e-commerce fulfillment centers. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_order_lines": {
            "type": "number",
            "default": 2400,
            "description": "Daily Order Lines / Items Picked (lines/day). Total SKUs/items picked across all warehouse orders"
          },
          "picker_count": {
            "type": "number",
            "default": 4,
            "description": "Number of Order Pickers On Shift (workers). Active picker headcount"
          },
          "shift_hours": {
            "type": "number",
            "default": 8.0,
            "description": "Shift Duration (Hours) (hours). Length of daily work shift"
          },
          "hourly_labor_rate": {
            "type": "number",
            "default": 21.5,
            "description": "Fully Burdened Hourly Wage ($/hr) (). Base wage plus payroll taxes, benefits, and temp fees"
          }
        },
        "required": [
          "daily_order_lines",
          "picker_count"
        ]
      }
    },
    {
      "name": "omni_cross_dock_throughput",
      "description": "Cross-Dock Logistics Throughput & Staging Transfer Time Calculator. Calculate daily pallet staging capacity, dock door utilization, and dwell turnaround time for inbound-to-outbound cross-docking distribution facilities. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_inbound_trucks": {
            "type": "number",
            "default": 24,
            "description": "Daily Inbound Trucks (trucks/day). Trailers arriving at inbound unloading doors"
          },
          "pallets_per_truck": {
            "type": "number",
            "default": 24,
            "description": "Average Pallets Per Inbound Truck (pallets). Standard trailer pallet load"
          },
          "dock_doors_count": {
            "type": "number",
            "default": 18,
            "description": "Active Cross-Dock Doors (doors). Total available loading dock bays"
          },
          "turnaround_time_mins": {
            "type": "number",
            "default": 45,
            "description": "Average Door Unload/Load Time (Mins) (minutes). Forklift turnaround time per trailer"
          }
        },
        "required": [
          "daily_inbound_trucks",
          "pallets_per_truck"
        ]
      }
    },
    {
      "name": "omni_customs_duty_tariff",
      "description": "Import Customs Duty, Ad Valorem Tariff & De Minimis Calculator. Calculate commercial import customs duties, Section 301 tariffs, Merchandise Processing Fee (MPF), and harbor maintenance fees (HMF). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "customs_declared_value": {
            "type": "number",
            "default": 35000,
            "description": "Customs Declared Value FOB ($) (). Entered transaction value excluding international freight"
          },
          "base_duty_pct": {
            "type": "number",
            "default": 4.5,
            "description": "Harmonized Tariff Schedule (HTS) Duty (%) (%). Standard Column 1 General MFN tariff rate"
          },
          "punitive_tariff_pct": {
            "type": "number",
            "default": 25.0,
            "description": "Section 301 / Trade Remedy Tariff (%) (%). Additional trade remedies (e.g. 25% China tariffs)"
          },
          "ocean_shipment": {
            "type": "number",
            "default": 1,
            "description": "Arrives via Ocean Port (Subject to 0.125% HMF) (). 1 for Ocean freight, 0 for Air/Truck"
          }
        },
        "required": [
          "customs_declared_value",
          "base_duty_pct"
        ]
      }
    },
    {
      "name": "omni_pallet_stretch_wrap_yield",
      "description": "Pallet Stretch Wrap Film Yield & Containment Force Calculator. Calculate film weight per pallet, pre-stretch yield percentage (up to 300%), containment force in pounds, and cost per wrapped skid. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "roll_length_ft": {
            "type": "number",
            "default": 5000,
            "description": "Stretch Film Roll Length (Feet) (ft). Machine film roll length (e.g. 5,000 ft roll)"
          },
          "film_gauge_mil": {
            "type": "number",
            "default": 80,
            "description": "Film Thickness (Gauge / Mils) (gauge (0.8 mil)). 80 gauge = 0.8 mil = 20.3 microns"
          },
          "pre_stretch_pct": {
            "type": "number",
            "default": 250,
            "description": "Machine Pre-Stretch Percentage (%) (%). Dual-roller machine pre-stretch gear ratio"
          },
          "roll_cost_usd": {
            "type": "number",
            "default": 48.0,
            "description": "Cost per Roll ($) (). Purchase price per roll of stretch film"
          }
        },
        "required": [
          "roll_length_ft",
          "film_gauge_mil"
        ]
      }
    },
    {
      "name": "omni_cold_chain_mkt",
      "description": "Cold Chain Mean Kinetic Temperature (MKT) Shelf-Life Calculator. Calculate Mean Kinetic Temperature (MKT) across temperature excursion logs for pharmaceutical, vaccine, and perishable cold-chain logistics (USP <1150>). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "baseline_temp_c": {
            "type": "number",
            "default": 5.0,
            "description": "Storage Baseline Target Temp (\u00b0C) (\u00b0C). Target cold room temp (typically 2\u00b0C to 8\u00b0C)"
          },
          "excursion_temp_c": {
            "type": "number",
            "default": 14.5,
            "description": "Excursion Peak Temperature (\u00b0C) (\u00b0C). Maximum spike during transit delay or breakdown"
          },
          "excursion_hours": {
            "type": "number",
            "default": 6.0,
            "description": "Excursion Duration (Hours) (hours). Time product remained above 8\u00b0C specification"
          },
          "total_transit_hours": {
            "type": "number",
            "default": 48.0,
            "description": "Total Shipment Duration (Hours) (hours). Total recorded data logger duration"
          }
        },
        "required": [
          "baseline_temp_c",
          "excursion_temp_c"
        ]
      }
    },
    {
      "name": "omni_dry_ice_sublimation_shipping",
      "description": "Dry Ice Sublimation Rate & Cold Box Duration Calculator. Calculate dry ice sublimation loss rate (lbs/day), required initial refrigerant charge, and safe transit duration for frozen biological shipments (-78.5\u00b0C). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "planned_transit_hours": {
            "type": "number",
            "default": 72,
            "description": "Expected Transit Duration (Hours) (hours). Typical air freight transit including weekend buffer"
          },
          "box_internal_payload_lbs": {
            "type": "number",
            "default": 4.5,
            "description": "Specimen Payload Weight (lbs) (lbs). Weight of clinical sample vials and racks"
          },
          "ambient_temp_f": {
            "type": "number",
            "default": 75,
            "description": "Ambient External Temperature (\u00b0F) (\u00b0F). Average summer warehouse transit ambient temperature"
          },
          "cooler_wall_thickness_in": {
            "type": "number",
            "default": 2.0,
            "description": "EPS Foam Insulation Thickness (Inches) (in). Expanded polystyrene cooler wall thickness (R-4 per inch)"
          }
        },
        "required": [
          "planned_transit_hours",
          "box_internal_payload_lbs"
        ]
      }
    },
    {
      "name": "omni_reverse_logistics_recovery",
      "description": "Reverse Logistics Return Rate & Restocking Recovery Margin Calculator. Calculate true financial cost of e-commerce product returns, reverse freight, grading/refurbishing labor, liquidation depreciation, and net recovery rate. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "retail_item_price": {
            "type": "number",
            "default": 85.0,
            "description": "Original Retail Selling Price ($) (). Original product price paid by consumer"
          },
          "product_cogs": {
            "type": "number",
            "default": 28.0,
            "description": "Product Cost of Goods Sold (COGS $) (). Manufacturing or purchasing wholesale cost"
          },
          "return_shipping_cost": {
            "type": "number",
            "default": 8.5,
            "description": "Reverse Return Shipping Cost ($) (). Inbound carrier return label fee"
          },
          "processing_labor_cost": {
            "type": "number",
            "default": 6.0,
            "description": "Inspection & Repackaging Labor ($) (). Grading, cleaning, and resealing warehouse labor"
          },
          "resale_recovery_pct": {
            "type": "number",
            "default": 65,
            "description": "Secondary Market Resale Recovery (%) (%). Restock as new = 95%, Open-box = 70%, Liquidation = 25%"
          }
        },
        "required": [
          "retail_item_price",
          "product_cogs"
        ]
      }
    },
    {
      "name": "omni_crypto_mining_profitability",
      "description": "Proof-of-Work Bitcoin Mining Profitability & Hash Rate Calculator. Calculate daily net profit, break-even electricity rate, and hardware payback for ASIC Bitcoin miners accounting for network difficulty and halving epochs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "asic_hashrate_ths": {
            "type": "number",
            "default": 140.0,
            "description": "ASIC Miner Hashrate (TH/s) (TH/s). Nominal hash rate (e.g. Antminer S19 XP = 140 TH/s)"
          },
          "power_consumption_w": {
            "type": "number",
            "default": 3010,
            "description": "Miner Power Consumption (Watts) (Watts). Wall plug electricity consumption"
          },
          "electricity_cost_kwh": {
            "type": "number",
            "default": 0.065,
            "description": "Electricity Rate ($/kWh) (). All-in hosting or utility power rate"
          },
          "bitcoin_price_usd": {
            "type": "number",
            "default": 65000,
            "description": "Bitcoin Market Price ($) (). Current BTC spot price"
          },
          "network_hashrate_ehs": {
            "type": "number",
            "default": 650,
            "description": "Total Network Hashrate (EH/s) (EH/s). Global Bitcoin network hash rate"
          }
        },
        "required": [
          "asic_hashrate_ths",
          "power_consumption_w"
        ]
      }
    },
    {
      "name": "omni_staking_rewards_apr_apy",
      "description": "Proof-of-Stake Validator Staking Yield (APR vs APY) Calculator. Calculate annual staking returns, validator commission deduction, and compound APY for Ethereum, Solana, Cosmos, and Avalanche proof-of-stake networks. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "staked_token_amount": {
            "type": "number",
            "default": 32.0,
            "description": "Staked Token Quantity (Tokens (e.g. ETH)). Number of native tokens staked"
          },
          "token_price_usd": {
            "type": "number",
            "default": 3200,
            "description": "Token Market Price ($) (). Current spot exchange price"
          },
          "network_base_apr_pct": {
            "type": "number",
            "default": 4.2,
            "description": "Network Gross Staking APR (%) (%). Protocol emission rate plus MEV tips"
          },
          "validator_commission_pct": {
            "type": "number",
            "default": 5.0,
            "description": "Validator / Pool Fee (%) (%). Staking pool fee (e.g. Lido = 10%, Rocket Pool = 8%)"
          },
          "compounding_frequency": {
            "type": "number",
            "default": 365,
            "description": "Reward Compounding (1=Annual, 12=Monthly, 365=Daily) (). Compounding frequency of restaked rewards"
          }
        },
        "required": [
          "staked_token_amount",
          "token_price_usd"
        ]
      }
    },
    {
      "name": "omni_impermanent_loss_amm",
      "description": "Automated Market Maker (AMM) Impermanent Loss Calculator. Calculate exact impermanent loss (IL) for liquidity providers on Uniswap, SushiSwap, and PancakeSwap constant-product (x\u00b7y=k) pools. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "initial_deposit_usd": {
            "type": "number",
            "default": 10000,
            "description": "Initial Liquidity Deposit ($ USD) (). Total 50/50 token pair value deposited into pool"
          },
          "price_change_ratio": {
            "type": "number",
            "default": 2.0,
            "description": "Price Multiplier of Token A relative to B (k) (x (e.g. 2x = 100% gain)). Relative price shift between pool assets"
          }
        },
        "required": [
          "initial_deposit_usd",
          "price_change_ratio"
        ]
      }
    },
    {
      "name": "omni_liquidity_pool_fee_yield",
      "description": "Liquidity Pool Swap Fee APR & LP Capital Efficiency Calculator. Calculate annual fee income, daily fee yield, and capital efficiency for liquidity providers on Uniswap v2, v3 (concentrated liquidity), and Curve pools. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "lp_deposit_usd": {
            "type": "number",
            "default": 5000,
            "description": "Your LP Position Value ($) (). Your capital deposited into the pool"
          },
          "pool_tvl_usd": {
            "type": "number",
            "default": 2500000,
            "description": "Total Pool TVL ($) (). Total Value Locked across all providers in this pool"
          },
          "daily_trading_vol_usd": {
            "type": "number",
            "default": 1200000,
            "description": "24h Trading Volume ($) (). 24-hour pool swap volume"
          },
          "pool_fee_tier_pct": {
            "type": "number",
            "default": 0.3,
            "description": "Pool Fee Tier (%) (%). Uniswap fee tiers: 0.01%, 0.05%, 0.30%, 1.00%"
          }
        },
        "required": [
          "lp_deposit_usd",
          "pool_tvl_usd"
        ]
      }
    },
    {
      "name": "omni_futures_liquidation_price",
      "description": "Crypto Futures Liquidation Price & Maintenance Margin Calculator. Calculate exact liquidation price, margin call threshold, and distance to liquidation for isolated and cross-margin crypto perpetual contracts. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "entry_price_usd": {
            "type": "number",
            "default": 65000,
            "description": "Entry Price ($ USD) (). Order execution price"
          },
          "position_leverage": {
            "type": "number",
            "default": 10,
            "description": "Leverage Multiplier (x) (x). 5x, 10x, 20x, 50x, 100x leverage"
          },
          "position_direction": {
            "type": "number",
            "default": 1,
            "description": "Position Direction (1 = Long, 2 = Short) (). 1 for Long (Buy), 2 for Short (Sell)"
          },
          "maintenance_margin_pct": {
            "type": "number",
            "default": 0.5,
            "description": "Exchange Maintenance Margin Rate (%) (%). Binance/Bybit tier maintenance margin (typically 0.4% - 1.0%)"
          }
        },
        "required": [
          "entry_price_usd",
          "position_leverage"
        ]
      }
    },
    {
      "name": "omni_dollar_cost_averaging_dca",
      "description": "Crypto Dollar-Cost Averaging (DCA) Accumulation Calculator. Simulate historical and projected recurring cryptocurrency investments (weekly/monthly DCA) versus lump-sum investing to reduce timing risk. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "recurring_investment_usd": {
            "type": "number",
            "default": 250,
            "description": "Recurring Contribution Amount ($) (). Periodic purchase amount"
          },
          "purchase_frequency": {
            "type": "number",
            "default": 1,
            "description": "Purchase Frequency (1 = Weekly, 2 = Bi-Weekly, 3 = Monthly) (). 1: Weekly (52x/yr), 2: Bi-Weekly (26x/yr), 3: Monthly (12x/yr)"
          },
          "dca_duration_months": {
            "type": "number",
            "default": 24,
            "description": "Investment Horizon (Months) (months). Total duration of systematic DCA program"
          },
          "projected_annual_growth_pct": {
            "type": "number",
            "default": 35.0,
            "description": "Projected Annual Asset CAGR (%) (%). Expected compound annual capital appreciation"
          }
        },
        "required": [
          "recurring_investment_usd",
          "purchase_frequency"
        ]
      }
    },
    {
      "name": "omni_gas_fee_gwei_usd",
      "description": "Ethereum Gas Fee Estimator (Gwei, EIP-1559 & USD Cost). Calculate exact dollar transaction costs on Ethereum mainnet and L2 networks across simple transfers, ERC-20 transfers, and Uniswap smart contract swaps. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "base_fee_gwei": {
            "type": "number",
            "default": 24.0,
            "description": "Network Base Fee (Gwei) (Gwei). Protocol algorithmic burn fee (EIP-1559)"
          },
          "priority_fee_gwei": {
            "type": "number",
            "default": 2.0,
            "description": "Priority Tip to Validator (Gwei) (Gwei). Miner / builder incentive tip"
          },
          "transaction_type": {
            "type": "number",
            "default": 3,
            "description": "Transaction Complexity (1=ETH, 2=ERC20, 3=DEX Swap, 4=NFT Mint) (). 1: 21k gas, 2: 65k gas, 3: 150k gas, 4: 180k gas"
          },
          "eth_market_price": {
            "type": "number",
            "default": 3200,
            "description": "ETH Market Price ($) (). Current ETH exchange price"
          }
        },
        "required": [
          "base_fee_gwei",
          "priority_fee_gwei"
        ]
      }
    },
    {
      "name": "omni_cdp_health_factor_ltv",
      "description": "Collateralized Debt Position (CDP) LTV & Liquidation Health Factor. Calculate Health Factor, Loan-to-Value (LTV), and collateral drop buffer before liquidation on MakerDAO (DAI), Aave, and Compound lending vaults. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "deposited_collateral_usd": {
            "type": "number",
            "default": 25000,
            "description": "Total Collateral Deposited ($ USD) (). Market value of pledged collateral (e.g. ETH, WBTC)"
          },
          "borrowed_debt_usd": {
            "type": "number",
            "default": 12500,
            "description": "Total Borrowed Debt ($ USD) (). Outstanding borrowed loan balance (e.g. USDC, DAI)"
          },
          "liquidation_threshold_pct": {
            "type": "number",
            "default": 82.5,
            "description": "Protocol Liquidation Threshold (%) (%). Maximum LTV before vault liquidation triggers (Aave ETH = 82.5%)"
          }
        },
        "required": [
          "deposited_collateral_usd",
          "borrowed_debt_usd"
        ]
      }
    },
    {
      "name": "omni_funding_rate_arbitrage",
      "description": "Perpetual Swap Funding Rate Arbitrage Annualized Yield (Cash & Carry). Calculate market-neutral annualized return (APR) for funding rate arbitrage (Cash & Carry: Long Spot + Short Perpetual Swap). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "arbitrage_capital_usd": {
            "type": "number",
            "default": 50000,
            "description": "Total Strategy Capital ($ USD) (). Split 50/50 between Long Spot and Short Perp"
          },
          "average_8h_funding_rate_pct": {
            "type": "number",
            "default": 0.035,
            "description": "8-Hour Funding Rate (%) (%). Average 8-hour rate (0.01% = 10.9% APR, 0.03% = 32.8% APR)"
          },
          "taker_trading_fee_pct": {
            "type": "number",
            "default": 0.08,
            "description": "Round-Trip Trading Fee (%) (%). Entry and exit taker/maker fees on spot and perp"
          }
        },
        "required": [
          "arbitrage_capital_usd",
          "average_8h_funding_rate_pct"
        ]
      }
    },
    {
      "name": "omni_token_vesting_inflation",
      "description": "Token Vesting Cliff, Unlock Schedule & Circulating Inflation Model. Calculate monthly unlock volume, circulating supply inflation rate, and impending token unlock price pressure for venture-backed Web3 tokens. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_token_supply": {
            "type": "number",
            "default": 1000000000,
            "description": "Total Token Max Supply (Tokens). Total supply cap (e.g. 1 Billion tokens)"
          },
          "current_circulating_supply": {
            "type": "number",
            "default": 180000000,
            "description": "Current Circulating Supply (Tokens (18%)). Tokens currently liquid and trading"
          },
          "monthly_unlock_tokens": {
            "type": "number",
            "default": 22500000,
            "description": "Upcoming Monthly Unlock Volume (Tokens/mo). Team, investor, and ecosystem unlocks per month"
          },
          "token_price_usd": {
            "type": "number",
            "default": 1.25,
            "description": "Current Token Market Price ($) (). Token exchange price"
          }
        },
        "required": [
          "total_token_supply",
          "current_circulating_supply"
        ]
      }
    },
    {
      "name": "omni_crypto_fifo_lifo_tax",
      "description": "Crypto Capital Gains Tax Lot (FIFO vs LIFO vs HIFO) Calculator. Calculate realized short-term and long-term capital gains across First-In First-Out (FIFO), Last-In First-Out (LIFO), and Highest-In First-Out (HIFO) accounting. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "sale_proceeds_usd": {
            "type": "number",
            "default": 45000,
            "description": "Disposal Sale Proceeds ($ USD) (). Gross sale price received on disposal/swap"
          },
          "fifo_cost_basis": {
            "type": "number",
            "default": 18000,
            "description": "FIFO Cost Basis (Oldest Lots) (). Cost of earliest purchased tokens"
          },
          "hifo_cost_basis": {
            "type": "number",
            "default": 38000,
            "description": "HIFO Cost Basis (Highest Price Lots) (). Cost of highest price purchased tokens"
          },
          "capital_gains_tax_rate_pct": {
            "type": "number",
            "default": 24.0,
            "description": "Estimated Tax Rate (%) (%). Federal plus state capital gains tax bracket"
          }
        },
        "required": [
          "sale_proceeds_usd",
          "fifo_cost_basis"
        ]
      }
    },
    {
      "name": "omni_zk_rollup_gas_compression",
      "description": "Zero-Knowledge (ZK) Rollup Calldata Compression & L2 Gas Savings. Calculate batch compression ratios, state diff rollup costs, and gas savings per transaction on Ethereum Layer 2 rollups (Arbitrum, Optimism, zkSync, Starknet). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "l1_gas_price_gwei": {
            "type": "number",
            "default": 30.0,
            "description": "Ethereum L1 Gas Price (Gwei) (Gwei). L1 base fee for settling batch proofs"
          },
          "batch_size_transactions": {
            "type": "number",
            "default": 1200,
            "description": "Batch Proof Aggregation Size (txs/batch). Number of transactions rolled into a single ZK SNARK/STARK proof"
          },
          "compressed_bytes_per_tx": {
            "type": "number",
            "default": 24,
            "description": "Compressed Calldata Per Tx (Bytes) (bytes). State diff compression size (standard L1 tx = ~110 bytes)"
          },
          "eth_spot_price": {
            "type": "number",
            "default": 3200,
            "description": "ETH Market Price ($) (). Current ETH spot price"
          }
        },
        "required": [
          "l1_gas_price_gwei",
          "batch_size_transactions"
        ]
      }
    },
    {
      "name": "omni_slippage_tolerance_price_impact",
      "description": "DEX Slippage Tolerance & Price Impact Calculator. Calculate price impact percentage, minimum received tokens, and sandwich MEV vulnerability on Uniswap constant product liquidity pools. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "trade_swap_amount_usd": {
            "type": "number",
            "default": 25000,
            "description": "Swap Trade Size ($ USD) (). Size of market swap"
          },
          "pool_liquidity_reserve_usd": {
            "type": "number",
            "default": 500000,
            "description": "Pool Total Liquidity ($ USD) (). Total reserve depth in the trading pool"
          },
          "slippage_tolerance_pct": {
            "type": "number",
            "default": 0.5,
            "description": "Configured Slippage Tolerance (%) (%). Max allowable price deviation before transaction reverts"
          }
        },
        "required": [
          "trade_swap_amount_usd",
          "pool_liquidity_reserve_usd"
        ]
      }
    },
    {
      "name": "omni_bonding_curve_token_mint",
      "description": "Continuous Token Bonding Curve Price & Minting Cost Model. Calculate instantaneous token price, buy/sell minting costs, and reserve pool backing for linear and polynomial bonding curves (Pump.fun, Bancor). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_token_supply": {
            "type": "number",
            "default": 25000000,
            "description": "Current Circulating Supply (S) (Tokens). Tokens minted so far along the curve"
          },
          "tokens_to_buy": {
            "type": "number",
            "default": 5000000,
            "description": "Tokens to Purchase / Mint (\u0394S) (Tokens). Number of new tokens to mint"
          },
          "curve_slope_m": {
            "type": "number",
            "default": 2e-08,
            "description": "Curve Price Slope Coefficient (m) (). Linear price scaling factor"
          },
          "curve_exponent_b": {
            "type": "number",
            "default": 1,
            "description": "Curve Exponent Power (1 = Linear, 2 = Quadratic) (). 1 for linear curve, 2 for exponential steepness"
          }
        },
        "required": [
          "current_token_supply",
          "tokens_to_buy"
        ]
      }
    },
    {
      "name": "omni_stablecoin_depeg_arbitrage",
      "description": "Stablecoin Peg Deviation & Mint/Redeem Arbitrage Spread Calculator. Calculate net profit margin, execution slippage, and capital turnover ROI when arbitraging stablecoins (USDT, USDC, DAI) during depeg events. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "discounted_market_price": {
            "type": "number",
            "default": 0.965,
            "description": "Discounted Market Price ($) (). Depegged market trading price (e.g. $0.965)"
          },
          "arbitrage_capital_usd": {
            "type": "number",
            "default": 100000,
            "description": "Arbitrage Capital Deployed ($) (). Capital used to purchase discounted stablecoin"
          },
          "redemption_fee_pct": {
            "type": "number",
            "default": 0.1,
            "description": "Issuer Redemption Fee (%) (%). Tether / Circle official 1:1 fiat redemption fee"
          },
          "redemption_holding_days": {
            "type": "number",
            "default": 3,
            "description": "Redemption Wire Processing Time (Days) (days). Banking wire settlement turnaround time"
          }
        },
        "required": [
          "discounted_market_price",
          "arbitrage_capital_usd"
        ]
      }
    },
    {
      "name": "omni_cross_chain_bridge_fee",
      "description": "Cross-Chain Token Bridge Fee & Gas Slippage Optimizer. Calculate total cost, bridge operator fee, destination gas subsidy, and slippage when bridging tokens across Ethereum, Arbitrum, Polygon, and Solana. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bridged_amount_usd": {
            "type": "number",
            "default": 5000,
            "description": "Amount to Bridge ($ USD) (). Transfer amount in USDC or ETH"
          },
          "origin_gas_fee_usd": {
            "type": "number",
            "default": 8.5,
            "description": "Origin Chain Gas Fee ($) (). L1 gas to approve and deposit tokens"
          },
          "bridge_protocol_fee_pct": {
            "type": "number",
            "default": 0.06,
            "description": "Bridge Protocol Fee (%) (%). Across, Stargate, or Hop protocol fee"
          },
          "dest_gas_drop_usd": {
            "type": "number",
            "default": 5.0,
            "description": "Destination Gas Refuel ($) (). Optional native gas subsidy credited on destination chain"
          }
        },
        "required": [
          "bridged_amount_usd",
          "origin_gas_fee_usd"
        ]
      }
    },
    {
      "name": "omni_nft_royalty_split",
      "description": "NFT Marketplace Creator Royalty Split & Net Secondary Proceeds. Calculate creator royalty splits, marketplace fees (OpenSea, Blur, Magic Eden), and net seller payout on secondary NFT market sales. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "nft_sale_price_eth": {
            "type": "number",
            "default": 2.5,
            "description": "NFT Gross Sale Price (ETH or SOL) (ETH). Agreed secondary market transaction price"
          },
          "marketplace_fee_pct": {
            "type": "number",
            "default": 0.5,
            "description": "Marketplace Platform Fee (%) (%). Blur = 0.5%, OpenSea = 2.5%, Magic Eden = 2.0%"
          },
          "creator_royalty_pct": {
            "type": "number",
            "default": 5.0,
            "description": "Enforced Creator Royalty (%) (%). Original artist / collection royalty share"
          },
          "eth_market_price_usd": {
            "type": "number",
            "default": 3200,
            "description": "Native Token Price ($ USD) (). Current ETH or SOL spot price"
          }
        },
        "required": [
          "nft_sale_price_eth",
          "marketplace_fee_pct"
        ]
      }
    },
    {
      "name": "omni_algorithmic_lending_apy",
      "description": "Algorithmic Lending Supply & Borrow APY (Aave / Compound Model). Calculate interest rate curves, utilization rate 'kink' point, and supply/borrow APYs for algorithmic money markets (Aave v3 / Compound v3). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_deposited_pool_usd": {
            "type": "number",
            "default": 10000000,
            "description": "Total Pool Supplied Deposits ($) (). Total collateral liquidity supplied by depositors"
          },
          "total_borrowed_pool_usd": {
            "type": "number",
            "default": 7500000,
            "description": "Total Active Borrows ($) (). Total loans currently drawn from the pool"
          },
          "optimal_utilization_kink_pct": {
            "type": "number",
            "default": 80,
            "description": "Optimal Utilization Kink Point (%) (%). Kink inflection threshold (typically 80% or 90%)"
          },
          "reserve_factor_pct": {
            "type": "number",
            "default": 15,
            "description": "Protocol Reserve Factor (%) (%). Portion of borrow interest retained by protocol treasury"
          }
        },
        "required": [
          "total_deposited_pool_usd",
          "total_borrowed_pool_usd"
        ]
      }
    },
    {
      "name": "omni_mining_difficulty_adjustment",
      "description": "Bitcoin Mining Difficulty Adjustment & Block Time Estimator. Calculate upcoming Bitcoin epoch difficulty adjustment percentage, estimated hash rate change, and average block discovery interval. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_difficulty_trillion": {
            "type": "number",
            "default": 84.5,
            "description": "Current Network Difficulty (Trillion) (T). Current epoch target difficulty (T = 10\u00b9\u00b2)"
          },
          "blocks_elapsed_in_epoch": {
            "type": "number",
            "default": 1450,
            "description": "Blocks Mined in Current Epoch (blocks (of 2,016)). Progress through 2,016-block difficulty period"
          },
          "average_block_time_sec": {
            "type": "number",
            "default": 565,
            "description": "Measured Average Block Time (Seconds) (seconds). Target is exactly 600 seconds (10 minutes)"
          }
        },
        "required": [
          "current_difficulty_trillion",
          "blocks_elapsed_in_epoch"
        ]
      }
    },
    {
      "name": "omni_crypto_payment_processor_fees",
      "description": "Crypto Payment Gateway vs Credit Card Interchange Processing Fees. Calculate annual payment processing dollar savings, chargeback elimination, and settlement fees when accepting crypto (1% flat) vs credit cards (2.9% + $0.30). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_merchant_sales": {
            "type": "number",
            "default": 750000,
            "description": "Annual Merchant Sales ($ USD) (). Total annual e-commerce or B2B sales volume"
          },
          "average_order_value_usd": {
            "type": "number",
            "default": 85.0,
            "description": "Average Order Value ($ AOV) (). Mean checkout dollar amount"
          },
          "cc_interchange_rate_pct": {
            "type": "number",
            "default": 2.9,
            "description": "Credit Card Processing Fee (%) (%). Stripe/PayPal standard = 2.9% + $0.30"
          },
          "crypto_gateway_fee_pct": {
            "type": "number",
            "default": 1.0,
            "description": "Crypto Processor Fee (%) (%). BitPay, Coinbase Commerce, or NOWPayments (typically 0.5% - 1.0%)"
          },
          "chargeback_loss_pct": {
            "type": "number",
            "default": 0.75,
            "description": "Credit Card Chargeback Fraud Rate (%) (%). Lost revenue from credit card friendly fraud and chargebacks"
          }
        },
        "required": [
          "annual_merchant_sales",
          "average_order_value_usd"
        ]
      }
    },
    {
      "name": "omni_smart_contract_gas_limit",
      "description": "Smart Contract EVM Opcode Gas Execution Cost Analyzer. Calculate granular EVM opcode execution gas (SSTORE, SLOAD, KECCAK256, LOG, Memory expansion) for Solidity smart contracts. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "storage_writes_sstore_new": {
            "type": "number",
            "default": 2,
            "description": "New Storage Slots Written (Zero to Non-Zero) (). SSTORE (20,000 gas each for new storage slot)"
          },
          "storage_updates_sstore_mod": {
            "type": "number",
            "default": 1,
            "description": "Existing Storage Slots Modified (). SSTORE (2,900 gas each for non-zero to non-zero)"
          },
          "storage_reads_sload": {
            "type": "number",
            "default": 4,
            "description": "Storage Read Operations (SLOAD) (). Cold SLOAD = 2,100 gas, Warm SLOAD = 100 gas"
          },
          "emitted_events_count": {
            "type": "number",
            "default": 1,
            "description": "Emitted Events / Logs (LOG3) (). Event emission with 2-3 indexed topics (~1,500 gas)"
          }
        },
        "required": [
          "storage_writes_sstore_new",
          "storage_updates_sstore_mod"
        ]
      }
    },
    {
      "name": "omni_yield_farming_reinvest_frequency",
      "description": "Optimal Compounding Frequency for DeFi Yield Farming Calculator. Calculate the mathematically optimal reinvestment frequency that maximizes compound APY while minimizing transaction gas harvesting fees. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "farming_principal_usd": {
            "type": "number",
            "default": 15000,
            "description": "Farmed Capital Value ($ USD) (). Principal deposited in liquidity farm"
          },
          "nominal_farm_apr_pct": {
            "type": "number",
            "default": 45.0,
            "description": "Nominal Stated Farm APR (%) (%). Uncompounded reward token emission APR"
          },
          "harvest_gas_cost_usd": {
            "type": "number",
            "default": 6.5,
            "description": "Harvest & Re-stake Gas Fee ($) (). All-in transaction cost to claim, swap, and restake"
          }
        },
        "required": [
          "farming_principal_usd",
          "nominal_farm_apr_pct"
        ]
      }
    },
    {
      "name": "omni_flash_loan_arbitrage_net",
      "description": "DeFi Flash Loan Arbitrage Spread vs Net Profitability Calculator. Calculate uncollateralized flash loan protocol fees (Aave 0.05%, Balancer 0%), DEX swap gas, routing slippage, and net transaction profit. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "flash_borrow_amount_usd": {
            "type": "number",
            "default": 250000,
            "description": "Flash Loan Borrowed Capital ($) (). Principal borrowed in single transaction block"
          },
          "gross_arbitrage_spread_pct": {
            "type": "number",
            "default": 0.45,
            "description": "Gross Price Spread Across DEXs (%) (%). Price difference between Pool A (buy) and Pool B (sell)"
          },
          "flash_protocol_fee_pct": {
            "type": "number",
            "default": 0.05,
            "description": "Flash Loan Protocol Fee (%) (%). Aave = 0.05% (5 bps), Balancer = 0%, Uniswap v3 = 0.05%"
          },
          "total_execution_gas_usd": {
            "type": "number",
            "default": 85.0,
            "description": "Estimated Atomic Gas Cost ($ USD) (). Complex multi-DEX swap execution gas"
          }
        },
        "required": [
          "flash_borrow_amount_usd",
          "gross_arbitrage_spread_pct"
        ]
      }
    },
    {
      "name": "omni_dex_aggregator_split_routing",
      "description": "Multi-Route DEX Aggregator Optimal Trade Split Calculator. Calculate optimal trade splitting across multiple liquidity pools (Uniswap, Curve, Balancer) to minimize price impact on large token swaps. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_swap_size_usd": {
            "type": "number",
            "default": 100000,
            "description": "Total Swap Size ($ USD) (). Large token trade amount"
          },
          "pool1_liquidity_usd": {
            "type": "number",
            "default": 400000,
            "description": "Pool A Reserve Liquidity ($) (). Uniswap v3 primary pool"
          },
          "pool2_liquidity_usd": {
            "type": "number",
            "default": 250000,
            "description": "Pool B Reserve Liquidity ($) (). SushiSwap / Curve secondary pool"
          }
        },
        "required": [
          "total_swap_size_usd",
          "pool1_liquidity_usd"
        ]
      }
    },
    {
      "name": "omni_crypto_portfolio_sharpe_ratio",
      "description": "Crypto Portfolio Sharpe Ratio & Value at Risk (VaR 95%) Calculator. Calculate risk-adjusted Sharpe Ratio, downside Sortino Ratio, and 95% Parametric Value at Risk (VaR) for multi-asset cryptocurrency portfolios. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "portfolio_value_usd": {
            "type": "number",
            "default": 100000,
            "description": "Total Portfolio Capital ($ USD) (). Current total net asset value"
          },
          "annual_expected_return_pct": {
            "type": "number",
            "default": 42.0,
            "description": "Annual Expected Portfolio Return (%) (%). Historical or projected 12-month return"
          },
          "annual_volatility_sigma_pct": {
            "type": "number",
            "default": 55.0,
            "description": "Annualized Volatility (\u03c3 %) (%). Standard deviation of returns (BTC ~50%, ETH ~65%)"
          },
          "risk_free_rate_pct": {
            "type": "number",
            "default": 4.5,
            "description": "Risk-Free Treasury Benchmark (%) (%). Current 3-month U.S. Treasury Bill yield"
          }
        },
        "required": [
          "portfolio_value_usd",
          "annual_expected_return_pct"
        ]
      }
    },
    {
      "name": "omni_personal_injury_multiplier",
      "description": "Personal Injury Settlement Multiplier Calculator. Calculate estimated car accident and bodily injury insurance claim settlement value using the insurance adjuster multiplier method. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "medical_specials_usd": {
            "type": "number",
            "default": 18500,
            "description": "Total Past Medical Bills ($ USD) (). Emergency room, surgery, imaging, physical therapy"
          },
          "future_medical_usd": {
            "type": "number",
            "default": 6500,
            "description": "Estimated Future Medical Expenses ($) (). Future injections, revision surgery, rehab"
          },
          "lost_earnings_usd": {
            "type": "number",
            "default": 5200,
            "description": "Lost Wages & Earnings ($) (). Documented missed work days and sick leave used"
          },
          "injury_severity_tier": {
            "type": "number",
            "default": 2.5,
            "description": "Injury Severity Multiplier (1.5x Minor to 5.0x Severe) (x). Soft tissue ~1.5-2x, Broken bone ~2.5-3x, Spine surgery ~4-5x"
          }
        },
        "required": [
          "medical_specials_usd",
          "future_medical_usd"
        ]
      }
    },
    {
      "name": "omni_pain_and_suffering_valuation",
      "description": "Pain and Suffering Damages Valuation Calculator (Per Diem vs Multiplier). Calculate non-economic pain and suffering damages using both the daily Per Diem method and the Insurance Multiplier method for personal injury demand letters. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "recovery_duration_days": {
            "type": "number",
            "default": 180,
            "description": "Duration of Pain / Medical Treatment (Days) (days). Days from accident until Maximum Medical Improvement (MMI)"
          },
          "daily_per_diem_rate": {
            "type": "number",
            "default": 225,
            "description": "Daily Per Diem Rate ($/Day) (). Typically equals one full day of victim's regular daily wage earnings"
          },
          "medical_specials_usd": {
            "type": "number",
            "default": 14500,
            "description": "Total Hard Medical Specials ($) (). Doctor bills and physical therapy costs"
          }
        },
        "required": [
          "recovery_duration_days",
          "daily_per_diem_rate"
        ]
      }
    },
    {
      "name": "omni_structured_settlement_npv",
      "description": "Structured Settlement Annuity Lump-Sum Present Value (NPV). Calculate fair market cash lump-sum present value (NPV) and purchasing company discount factoring haircut when selling structured settlement annuity payments. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_annuity_payment": {
            "type": "number",
            "default": 1750,
            "description": "Monthly Annuity Payment ($) (). Guaranteed tax-free structured settlement payment"
          },
          "remaining_payment_years": {
            "type": "number",
            "default": 15,
            "description": "Remaining Payment Duration (Years) (yrs). Years of guaranteed annuity payments remaining"
          },
          "purchaser_discount_rate_pct": {
            "type": "number",
            "default": 11.5,
            "description": "Factoring Company Discount Rate (%) (%). Annual discount rate quoted by settlement buyer (typically 9% - 14%)"
          }
        },
        "required": [
          "monthly_annuity_payment",
          "remaining_payment_years"
        ]
      }
    },
    {
      "name": "omni_wrongful_death_damages",
      "description": "Wrongful Death Economic Loss & Future Earning Capacity Calculator. Calculate present value of decedent's lost lifetime future earnings, pension benefits, household services, and personal consumption offsets. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_earnings_at_death": {
            "type": "number",
            "default": 85000,
            "description": "Annual Earnings at Death ($ USD) (). Base salary, bonuses, and overtime prior to incident"
          },
          "years_to_expected_retirement": {
            "type": "number",
            "default": 24,
            "description": "Worklife Expectancy (Years to Retirement) (years). Years remaining until normal retirement age"
          },
          "personal_consumption_pct": {
            "type": "number",
            "default": 22.0,
            "description": "Personal Consumption Offset (%) (%). Percentage decedent would have spent on personal food, clothes, hobbies (typically 18-28%)"
          },
          "annual_household_services_val": {
            "type": "number",
            "default": 14000,
            "description": "Annual Value of Household Services ($) (). Childcare, cooking, home maintenance, accounting"
          },
          "real_discount_rate_pct": {
            "type": "number",
            "default": 1.75,
            "description": "Net Real Discount Rate (Interest minus Inflation %) (%). Treasury yield minus wage inflation rate"
          }
        },
        "required": [
          "annual_earnings_at_death",
          "years_to_expected_retirement"
        ]
      }
    },
    {
      "name": "omni_contingency_fee_net_payout",
      "description": "Attorney Contingency Fee Net Payout & Medical Lien Deduction Calculator. Calculate exact client net 'in-pocket' payout after deducting attorney contingency fees (33.3% / 40%), case expenses, and subrogation health insurance liens. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "gross_settlement_usd": {
            "type": "number",
            "default": 100000,
            "description": "Gross Settlement Amount ($ USD) (). Total settlement check from insurance carrier"
          },
          "attorney_fee_pct": {
            "type": "number",
            "default": 33.33,
            "description": "Contingency Fee Percentage (%) (%). Standard: 33.3% pre-litigation, 40% post-filing / trial"
          },
          "case_costs_expenses_usd": {
            "type": "number",
            "default": 3200,
            "description": "Case Litigation Expenses ($) (). Filing fees, medical records, court reporters, expert witnesses"
          },
          "medical_liens_subrogation_usd": {
            "type": "number",
            "default": 16500,
            "description": "Negotiated Medical Liens ($) (). Health insurance, Medicaid, Medicare, or hospital liens to repay"
          }
        },
        "required": [
          "gross_settlement_usd",
          "attorney_fee_pct"
        ]
      }
    },
    {
      "name": "omni_car_accident_diminished_value",
      "description": "Car Accident Diminished Value Formula (17c Rule) Calculator. Calculate inherent diminished value for a repaired vehicle using the Georgia Insurance Commissioner Formula 17c standard recognized nationwide. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pre_accident_nada_value": {
            "type": "number",
            "default": 34000,
            "description": "Pre-Accident NADA / KBB Clean Retail Value ($) (). Vehicle fair market value immediately prior to collision"
          },
          "damage_severity_modifier": {
            "type": "number",
            "default": 0.5,
            "description": "Damage Severity (0.00 Minor to 1.00 Severe Structural) (). 1.00: Severe frame, 0.75: Major structural, 0.50: Moderate, 0.25: Minor panel"
          },
          "vehicle_mileage": {
            "type": "number",
            "default": 38000,
            "description": "Vehicle Odometer Mileage (miles). Current odometer reading at time of accident"
          }
        },
        "required": [
          "pre_accident_nada_value",
          "damage_severity_modifier"
        ]
      }
    },
    {
      "name": "omni_workers_comp_ppd_rating",
      "description": "Workers' Comp Permanent Partial Disability (PPD) Rating & Schedule. Calculate scheduled body member permanent partial disability (PPD) statutory compensation weeks, impairment ratings, and total cash award. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "average_weekly_wage_aww": {
            "type": "number",
            "default": 1150,
            "description": "Pre-Injury Average Weekly Wage ($ AWW) (). Gross weekly wages earned prior to workplace injury"
          },
          "physician_impairment_rating_pct": {
            "type": "number",
            "default": 15,
            "description": "Doctor Permanent Impairment Rating (%) (%). AMA Guides to Permanent Impairment percentage"
          },
          "scheduled_body_part_weeks": {
            "type": "number",
            "default": 200,
            "description": "Scheduled Body Part Statutory Weeks (weeks). Arm = ~250-312 wks, Leg = ~200-288 wks, Hand = ~160-244 wks, Eye = ~120-160 wks"
          }
        },
        "required": [
          "average_weekly_wage_aww",
          "physician_impairment_rating_pct"
        ]
      }
    },
    {
      "name": "omni_lost_wages_economic_loss",
      "description": "Lost Wages, Overtime & Fringe Benefits Economic Loss Calculator. Calculate past and future lost earnings, missed overtime, employer health insurance contributions, and retirement 401(k) match losses for tort litigation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "hourly_base_wage": {
            "type": "number",
            "default": 32.5,
            "description": "Hourly Base Wage Rate ($/hr) (). Hourly pay rate prior to injury"
          },
          "work_days_missed": {
            "type": "number",
            "default": 45,
            "description": "Total Regular Work Days Missed (days). Calendar work days unable to perform duties"
          },
          "lost_overtime_hours": {
            "type": "number",
            "default": 35,
            "description": "Historical Average Overtime Hours Missed (hours). Documented average weekly overtime missed"
          },
          "fringe_benefit_rate_pct": {
            "type": "number",
            "default": 25,
            "description": "Employer Fringe Benefits Rate (%) (%). Employer-paid health insurance, 401(k) match, pension (typically 20-30%)"
          }
        },
        "required": [
          "hourly_base_wage",
          "work_days_missed"
        ]
      }
    },
    {
      "name": "omni_umbrella_policy_limit_exhaustion",
      "description": "Bodily Injury Liability Umbrella Policy Limit Exhaustion Calculator. Calculate claim liability allocation across primary auto/homeowner policy limits and secondary excess umbrella coverage for catastrophic torts. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_claim_damages_usd": {
            "type": "number",
            "default": 1650000,
            "description": "Total Proven Claim Damages ($ USD) (). Verdict or negotiated bodily injury settlement"
          },
          "primary_policy_limit_usd": {
            "type": "number",
            "default": 500000,
            "description": "Primary Auto/Home Policy Limit ($) (). Underlying required underlying policy limit (e.g. $500k CSL)"
          },
          "umbrella_policy_limit_usd": {
            "type": "number",
            "default": 2000000,
            "description": "Commercial / Personal Umbrella Limit ($) (). Excess umbrella policy limit (e.g. $1M, $2M, $5M)"
          }
        },
        "required": [
          "total_claim_damages_usd",
          "primary_policy_limit_usd"
        ]
      }
    },
    {
      "name": "omni_prejudgment_interest_statutory",
      "description": "Prejudgment Interest Statutory Damages Calculator. Calculate statutory prejudgment interest accrued from the date of injury or formal demand letter to court judgment at state statutory interest rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "principal_judgment_usd": {
            "type": "number",
            "default": 250000,
            "description": "Principal Damages Verdict ($ USD) (). Court jury verdict or arbitrated award"
          },
          "statutory_interest_rate_pct": {
            "type": "number",
            "default": 9.0,
            "description": "State Statutory Interest Rate (%) (%). California = 10%, New York = 9%, Florida = statutory rate (~8-9%)"
          },
          "accrual_elapsed_days": {
            "type": "number",
            "default": 730,
            "description": "Accrual Period (Calendar Days) (days). Days from formal demand / complaint filing to verdict"
          }
        },
        "required": [
          "principal_judgment_usd",
          "statutory_interest_rate_pct"
        ]
      }
    },
    {
      "name": "omni_child_support_income_shares",
      "description": "Child Support Statutory Guidelines (Income Shares Model) Calculator. Calculate monthly child support obligation using the Income Shares Model utilized by 41 U.S. states, factoring parenting time overnights and health insurance. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "obligor_monthly_gross_usd": {
            "type": "number",
            "default": 6500,
            "description": "Paying Parent Monthly Gross Income ($) (). Parent with child support obligation"
          },
          "recipient_monthly_gross_usd": {
            "type": "number",
            "default": 4500,
            "description": "Custodial Parent Monthly Gross Income ($) (). Primary residential parent income"
          },
          "number_of_children": {
            "type": "number",
            "default": 2,
            "description": "Number of Minor Children (children). Children covered under support order"
          },
          "parenting_time_overnights": {
            "type": "number",
            "default": 90,
            "description": "Paying Parent Annual Overnights (overnights/yr). Annual nights child sleeps at paying parent's home"
          }
        },
        "required": [
          "obligor_monthly_gross_usd",
          "recipient_monthly_gross_usd"
        ]
      }
    },
    {
      "name": "omni_spousal_maintenance_alimony",
      "description": "Spousal Maintenance & Alimony Duration & Payment Formula Calculator. Calculate monthly alimony payments and support duration guidelines based on marriage length and gross spousal income disparity (AAML formula). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "higher_earner_monthly_income": {
            "type": "number",
            "default": 11500,
            "description": "Higher-Earning Spouse Monthly Gross ($) (). Paying spouse gross monthly earnings"
          },
          "lower_earner_monthly_income": {
            "type": "number",
            "default": 3200,
            "description": "Lower-Earning Spouse Monthly Gross ($) (). Recipient spouse gross monthly earnings"
          },
          "marriage_length_years": {
            "type": "number",
            "default": 14,
            "description": "Duration of Marriage (Years) (years). Years from marriage date to legal separation date"
          }
        },
        "required": [
          "higher_earner_monthly_income",
          "lower_earner_monthly_income"
        ]
      }
    },
    {
      "name": "omni_cgl_general_liability_audit",
      "description": "Commercial General Liability (CGL) Audit Payroll Premium Adjustment. Calculate annual commercial general liability insurance premium audit adjustments based on audited payroll vs estimated policy inception figures. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "estimated_inception_payroll": {
            "type": "number",
            "default": 450000,
            "description": "Estimated Inception Payroll ($ USD) (). Payroll reported when policy was bound 12 months ago"
          },
          "audited_actual_payroll": {
            "type": "number",
            "default": 580000,
            "description": "Actual Audited Payroll ($ USD) (). Actual gross W-2 wages + 1099 uninsured subcontractor payroll"
          },
          "cgl_rate_per_hundred": {
            "type": "number",
            "default": 3.85,
            "description": "CGL Premium Rate ($ Per $100 Payroll) (). Classification code insurance rate per $100"
          }
        },
        "required": [
          "estimated_inception_payroll",
          "audited_actual_payroll"
        ]
      }
    },
    {
      "name": "omni_business_interruption_insurance",
      "description": "Business Interruption Loss & Gross Earnings Formula Calculator. Calculate business interruption insurance loss recovery, net profit reduction, continuing payroll overhead, and extra expense reimbursement. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "projected_gross_revenue_usd": {
            "type": "number",
            "default": 240000,
            "description": "Projected Lost Gross Revenue ($ USD) (). Revenue business would have generated during shutdown period"
          },
          "normal_cost_of_goods_sold": {
            "type": "number",
            "default": 85000,
            "description": "Avoided Cost of Goods Sold (COGS $) (). Raw materials and inventory purchases saved during closure"
          },
          "continuing_operating_expenses": {
            "type": "number",
            "default": 65000,
            "description": "Continuing Fixed Overhead ($) (). Rent, key employee payroll, debt interest, utilities"
          },
          "extra_expenses_incurred": {
            "type": "number",
            "default": 18500,
            "description": "Extra Expenses to Mitigate Loss ($) (). Temporary facility rental, emergency equipment expedite fees"
          }
        },
        "required": [
          "projected_gross_revenue_usd",
          "normal_cost_of_goods_sold"
        ]
      }
    },
    {
      "name": "omni_life_insurance_human_life_value",
      "description": "Life Insurance Human Life Value (HLV) Capital Needs Calculator. Calculate optimal term or permanent life insurance death benefit using the Solomon S. Huebner Human Life Value (HLV) economic methodology. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_annual_salary_usd": {
            "type": "number",
            "default": 95000,
            "description": "Annual Take-Home Income ($ USD) (). Income dedicated to family support"
          },
          "years_family_support_needed": {
            "type": "number",
            "default": 20,
            "description": "Years Until Youngest Child is Self-Sufficient (years). Duration family relies on your income"
          },
          "outstanding_mortgage_debt": {
            "type": "number",
            "default": 320000,
            "description": "Outstanding Mortgage & Debt Payoff ($) (). Debts to be eliminated immediately upon death"
          },
          "college_fund_goals_usd": {
            "type": "number",
            "default": 150000,
            "description": "Children College Education Fund ($) (). Target college savings for children"
          },
          "existing_savings_liquid_usd": {
            "type": "number",
            "default": 65000,
            "description": "Existing Liquid Savings & Assets ($) (). Subtract current cash and investments"
          }
        },
        "required": [
          "current_annual_salary_usd",
          "years_family_support_needed"
        ]
      }
    },
    {
      "name": "omni_long_term_care_benefit_pool",
      "description": "Long-Term Care Insurance Elimination Period & Benefit Pool Calculator. Calculate lifetime benefit pool, out-of-pocket elimination period costs (90 days), and compound inflation growth riders for Long-Term Care (LTC) insurance. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_benefit_amount_usd": {
            "type": "number",
            "default": 250,
            "description": "Daily Maximum Benefit ($/day) (). Typical nursing home / memory care daily coverage"
          },
          "benefit_period_years": {
            "type": "number",
            "default": 3,
            "description": "Benefit Duration Period (Years) (years). Average LTC claim duration is 2.5 to 3.5 years"
          },
          "elimination_period_days": {
            "type": "number",
            "default": 90,
            "description": "Waiting Elimination Period (Days) (days). Self-pay deductible days before policy pays (typically 90 days)"
          },
          "inflation_rider_pct": {
            "type": "number",
            "default": 3.0,
            "description": "Annual Compound Inflation Rider (%) (%). Guaranteed annual benefit growth (compounded)"
          }
        },
        "required": [
          "daily_benefit_amount_usd",
          "benefit_period_years"
        ]
      }
    },
    {
      "name": "omni_property_casualty_coinsurance",
      "description": "Property Casualty Co-Insurance Penalty (80% Rule) Calculator. Calculate insurance payout and coinsurance penalties on commercial property claims when insurance coverage is less than 80% of replacement value. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "actual_building_replacement_cost": {
            "type": "number",
            "default": 1000000,
            "description": "Full Building Replacement Cost ($ USD) (). Current 100% replacement cost at time of loss"
          },
          "insurance_coverage_carried": {
            "type": "number",
            "default": 600000,
            "description": "Actual Insurance Limit Carried ($) (). Policy limit stated on declarations page"
          },
          "coinsurance_clause_pct": {
            "type": "number",
            "default": 80,
            "description": "Policy Coinsurance Clause (%) (%). Standard policy clause is 80% or 90%"
          },
          "covered_property_loss_usd": {
            "type": "number",
            "default": 200000,
            "description": "Actual Fire / Storm Loss Incurred ($) (). Cost to repair partial property damage"
          },
          "policy_deductible_usd": {
            "type": "number",
            "default": 5000,
            "description": "Policy Deductible ($) (). Property deductible"
          }
        },
        "required": [
          "actual_building_replacement_cost",
          "insurance_coverage_carried"
        ]
      }
    },
    {
      "name": "omni_title_insurance_reissue_rate",
      "description": "Title Insurance Premium & Refinance Reissue Rate Calculator. Calculate lender and owner title insurance policy premiums, simultaneous issue discounts, and refinance reissue rate savings. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "title_policy_amount_usd": {
            "type": "number",
            "default": 450000,
            "description": "Mortgage Loan or Purchase Price ($) (). Loan amount for lender policy, purchase price for owner policy"
          },
          "transaction_type": {
            "type": "number",
            "default": 2,
            "description": "Transaction Type (1 = Purchase, 2 = Refinance Reissue) (). 1 for home purchase, 2 for mortgage refinance"
          },
          "prior_policy_age_years": {
            "type": "number",
            "default": 3,
            "description": "Years Since Prior Title Policy Issued (years). Reissue rate eligibility requires prior policy within 5-10 years"
          }
        },
        "required": [
          "title_policy_amount_usd",
          "transaction_type"
        ]
      }
    },
    {
      "name": "omni_subrogation_lien_reduction",
      "description": "Health Insurance Subrogation Lien Reduction (Common Fund Doctrine) Calculator. Calculate mandatory legal reductions to health insurance and ERISA subrogation liens under the Common Fund Doctrine and Made-Whole Doctrine. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "gross_medical_lien_usd": {
            "type": "number",
            "default": 32000,
            "description": "Asserted Health Insurance Lien ($ USD) (). Original subrogation lien claimed by Blue Cross, United, Aetna"
          },
          "gross_tort_settlement_usd": {
            "type": "number",
            "default": 100000,
            "description": "Total Gross Tort Settlement ($) (). Total personal injury recovery"
          },
          "attorney_contingency_fee_pct": {
            "type": "number",
            "default": 33.33,
            "description": "Attorney Fee Percentage (%) (%). Contractual attorney fee percentage"
          },
          "case_litigation_expenses_usd": {
            "type": "number",
            "default": 4500,
            "description": "Total Case Expenses ($) (). Costs advanced by law firm"
          }
        },
        "required": [
          "gross_medical_lien_usd",
          "gross_tort_settlement_usd"
        ]
      }
    },
    {
      "name": "omni_breach_of_contract_damages",
      "description": "Breach of Contract Expectation & Consequential Damages Calculator. Calculate expectation damages, incidental losses, consequential lost profits (Hadley v. Baxendale rule), and mitigation offsets in commercial contract disputes. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "agreed_contract_price_usd": {
            "type": "number",
            "default": 175000,
            "description": "Full Agreed Contract Value ($ USD) (). Original promised contract consideration"
          },
          "mitigation_resale_revenue": {
            "type": "number",
            "default": 95000,
            "description": "Mitigation Substitute Revenue ($) (). Money recovered by selling goods/services to an alternate buyer"
          },
          "incidental_expenses_usd": {
            "type": "number",
            "default": 8500,
            "description": "Incidental Storage & Brokering Costs ($) (). Storage, return freight, and re-listing expenses"
          },
          "consequential_lost_profits_usd": {
            "type": "number",
            "default": 24000,
            "description": "Foreseeable Consequential Damages ($) (). Downstream lost profits reasonably foreseeable at contract signing"
          }
        },
        "required": [
          "agreed_contract_price_usd",
          "mitigation_resale_revenue"
        ]
      }
    },
    {
      "name": "omni_medical_malpractice_damages_cap",
      "description": "Medical Malpractice Noneconomic Damages Cap Adjustment Calculator. Calculate medical malpractice verdict reductions, applying state statutory noneconomic damage caps (e.g. California MICRA, Texas, Florida, Ohio). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "economic_damages_usd": {
            "type": "number",
            "default": 850000,
            "description": "Proven Economic Damages ($ USD) (). Past/future medical bills and lifetime lost wages (uncapped)"
          },
          "jury_noneconomic_verdict": {
            "type": "number",
            "default": 1500000,
            "description": "Jury Noneconomic Verdict (Pain & Suffering $) (). Jury award for physical pain and loss of quality of life"
          },
          "state_statutory_cap_usd": {
            "type": "number",
            "default": 350000,
            "description": "State Statutory Noneconomic Cap ($) (). California MICRA (AB 35) = $350k injury / $500k wrongful death"
          }
        },
        "required": [
          "economic_damages_usd",
          "jury_noneconomic_verdict"
        ]
      }
    },
    {
      "name": "omni_legal_billing_realization_rate",
      "description": "Law Firm Billing Realization & Collection Rate Productivity Calculator. Calculate billing realization rate, collection rate, write-down write-off leakage, and true hourly collected rate for law firm partners and associates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "logged_billable_hours": {
            "type": "number",
            "default": 1800,
            "description": "Logged Billable Hours (Timesheet) (hours/yr). Raw billable hours tracked by attorney"
          },
          "standard_hourly_billing_rate": {
            "type": "number",
            "default": 475,
            "description": "Standard Hourly Billing Rate ($/hr) (). Partner or associate standard card rate"
          },
          "billing_realization_pct": {
            "type": "number",
            "default": 91.0,
            "description": "Billing Realization Rate (%) (%). Percentage of logged time actually invoiced to clients (after partner write-downs)"
          },
          "collection_realization_pct": {
            "type": "number",
            "default": 94.0,
            "description": "Collection Realization Rate (%) (%). Percentage of invoiced fees collected in cash (after client fee disputes)"
          }
        },
        "required": [
          "logged_billable_hours",
          "standard_hourly_billing_rate"
        ]
      }
    },
    {
      "name": "omni_punitive_compensatory_ratio",
      "description": "Punitive-to-Compensatory Damages Ratio Compliance (SCOTUS Due Process). Calculate punitive-to-compensatory damages ratios and test constitutional compliance under U.S. Supreme Court 14th Amendment Due Process precedents. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "compensatory_damages_award": {
            "type": "number",
            "default": 750000,
            "description": "Actual Compensatory Damages Verdict ($) (). Jury verdict for actual medical, lost wage, and pain damages"
          },
          "punitive_damages_jury_award": {
            "type": "number",
            "default": 6500000,
            "description": "Jury Punitive Damages Award ($) (). Jury punishment award for malicious or reckless conduct"
          },
          "reprehensibility_tier": {
            "type": "number",
            "default": 2,
            "description": "Defendant Reprehensibility (1 = Financial Harm, 2 = Physical/Health Recklessness) (). State Farm v. Campbell reprehensibility standard"
          }
        },
        "required": [
          "compensatory_damages_award",
          "punitive_damages_jury_award"
        ]
      }
    },
    {
      "name": "omni_trademark_registration_fees",
      "description": "USPTO Trademark Filing Fees & Multi-Class Madrid Protocol Calculator. Calculate United States Patent and Trademark Office (USPTO TEAS Plus) filing fees, international class additions, and Section 8/9 renewal costs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "international_classes_count": {
            "type": "number",
            "default": 2,
            "description": "Number of International Classes (Nice Classification) (classes). Goods/services categories (e.g. Class 9 Software, Class 42 SaaS)"
          },
          "filing_basis": {
            "type": "number",
            "default": 2,
            "description": "Filing Basis (1 = 1(a) In-Use, 2 = 1(b) Intent-to-Use) (). 1(a) Already in commerce; 1(b) Plan to use in future (requires $100 Statement of Use later)"
          },
          "attorney_legal_fee_usd": {
            "type": "number",
            "default": 750,
            "description": "Trademark Attorney Legal Fee ($) (). Search clearance and application preparation legal fee"
          }
        },
        "required": [
          "international_classes_count",
          "filing_basis"
        ]
      }
    },
    {
      "name": "omni_workers_comp_emr_modifier",
      "description": "Workers' Comp Experience Modification Rate (EMR) Premium Impact. Calculate Experience Modification Rate (EMR / Mod) financial impact, workers' compensation insurance premium surcharges, and credit discounts. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "manual_base_premium_usd": {
            "type": "number",
            "default": 85000,
            "description": "Manual Base Workers' Comp Premium ($ USD) (). Payroll \u00d7 class code rates before experience rating"
          },
          "current_emr_factor": {
            "type": "number",
            "default": 1.25,
            "description": "Current Experience Mod (EMR) (). 1.00 is industry average. > 1.00 is debit surcharge, < 1.00 is credit discount"
          },
          "best_possible_emr": {
            "type": "number",
            "default": 0.75,
            "description": "Minimum Achievable Zero-Loss EMR (). Theoretical minimum mod if company had zero claims over 3 years"
          }
        },
        "required": [
          "manual_base_premium_usd",
          "current_emr_factor"
        ]
      }
    },
    {
      "name": "omni_crop_yield_estimator",
      "description": "Crop Yield Estimator (Corn, Soybeans & Wheat Bushels Per Acre). Calculate pre-harvest corn grain yield in bushels per acre using ear count, kernel rows, kernels per row, and kernel test weight factors. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "ears_in_sample_row": {
            "type": "number",
            "default": 32,
            "description": "Ears in 1/1,000th Acre Sample (17'5\" in 30\" rows) (ears). Count harvestable ears in 17 feet 5 inches of row"
          },
          "avg_kernel_rows_per_ear": {
            "type": "number",
            "default": 16,
            "description": "Average Number of Kernel Rows Per Ear (rows). Always an even number (typically 14, 16, or 18)"
          },
          "avg_kernels_per_row": {
            "type": "number",
            "default": 36,
            "description": "Average Kernels Per Row (kernels). Count full kernels from base to tip"
          },
          "kernel_weight_factor": {
            "type": "number",
            "default": 85,
            "description": "Kernel Density Factor (80 = Large Plump, 90 = Stressed) (). Thousands of kernels per 56-lb bushel (standard = 85-90)"
          }
        },
        "required": [
          "ears_in_sample_row",
          "avg_kernel_rows_per_ear"
        ]
      }
    },
    {
      "name": "omni_npk_fertilizer_blending",
      "description": "N-P-K Fertilizer Application & Nutrient Blending Rate (lbs/acre). Calculate commercial fertilizer application rates in lbs/acre for Nitrogen (N), Phosphate (P\u2082O\u2085), and Potash (K\u2082O) from soil test recommendations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "target_nitrogen_lbs": {
            "type": "number",
            "default": 180,
            "description": "Target Nitrogen Need (lbs N / Acre) (lbs N/ac). Recommended N application for target yield"
          },
          "target_phosphate_lbs": {
            "type": "number",
            "default": 70,
            "description": "Target Phosphate Need (lbs P\u2082O\u2085 / Acre) (lbs P\u2082O\u2085/ac). Phosphorus soil replenishment"
          },
          "target_potash_lbs": {
            "type": "number",
            "default": 90,
            "description": "Target Potash Need (lbs K\u2082O / Acre) (lbs K\u2082O/ac). Potassium soil replenishment"
          },
          "field_acreage": {
            "type": "number",
            "default": 120,
            "description": "Total Field Size (Acres) (acres). Treated crop acreage"
          }
        },
        "required": [
          "target_nitrogen_lbs",
          "target_phosphate_lbs"
        ]
      }
    },
    {
      "name": "omni_cattle_stocking_rate_aum",
      "description": "Cattle Stocking Rate & Animal Unit Months (AUM) Grazing Capacity. Calculate pasture grazing capacity in Animal Unit Months (AUM), allowable forage intake, and stocking rate for cow-calf pairs and stockers. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pasture_acres": {
            "type": "number",
            "default": 160,
            "description": "Pasture Pasture Area (Acres) (acres). Total grazeable rangeland or pasture acreage"
          },
          "forage_production_lbs_acre": {
            "type": "number",
            "default": 2400,
            "description": "Annual Forage Dry Matter Production (lbs/ac) (lbs/acre). Native rangeland ~1,200-2,000; improved pasture ~3,000-6,000"
          },
          "cow_body_weight_lbs": {
            "type": "number",
            "default": 1250,
            "description": "Average Cow Body Weight (lbs) (lbs). 1,000 lb cow = 1.0 Animal Unit (AU); 1,250 lb cow = 1.25 AU"
          },
          "grazing_season_months": {
            "type": "number",
            "default": 6.0,
            "description": "Planned Grazing Season (Months) (months). Months cattle will graze on this pasture"
          }
        },
        "required": [
          "pasture_acres",
          "forage_production_lbs_acre"
        ]
      }
    },
    {
      "name": "omni_grain_bin_bushel_capacity",
      "description": "Grain Silo & Cylindrical Grain Bin Bushel Capacity Calculator. Calculate struck and peaked grain volume in bushels for round corrugated steel grain bins, accounting for grain compaction and test weight pack factors. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bin_diameter_ft": {
            "type": "number",
            "default": 36,
            "description": "Bin Diameter (Feet) (ft). Inside diameter of corrugated steel wall"
          },
          "bin_eave_height_ft": {
            "type": "number",
            "default": 24,
            "description": "Eave Wall Height (Feet) (ft). Height from concrete foundation to roof ring eave"
          },
          "peaked_grain_cone": {
            "type": "number",
            "default": 1,
            "description": "Grain Peaked to Roof Peak (1 = Peaked, 0 = Struck Level) (). 1 if grain is mounded into roof peak cone (typically 30\u00b0 roof pitch)"
          },
          "grain_pack_factor_pct": {
            "type": "number",
            "default": 5.0,
            "description": "Grain Compaction Pack Factor (%) (%). Compaction increase from depth and test weight (typically 4% - 6%)"
          }
        },
        "required": [
          "bin_diameter_ft",
          "bin_eave_height_ft"
        ]
      }
    },
    {
      "name": "omni_center_pivot_irrigation",
      "description": "Center Pivot Irrigation Flow Rate & Water Application Depth Calculator. Calculate system pumping capacity in GPM, hours per revolution, and water application depth (inches) for 1/4-mile (125-acre) center pivot irrigation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pivot_radius_ft": {
            "type": "number",
            "default": 1320,
            "description": "Pivot System Length / Radius (Feet) (ft (1/4 mile)). Standard 1/4-mile pivot = 1,320 feet"
          },
          "pumping_flow_rate_gpm": {
            "type": "number",
            "default": 800,
            "description": "Irrigation Well Flow Rate (GPM) (GPM). Measured pump discharge rate"
          },
          "hours_per_revolution": {
            "type": "number",
            "default": 48,
            "description": "Pivot Revolution Speed (Hours/Rev) (hours). Time required for end tower to complete 360\u00b0 circle"
          }
        },
        "required": [
          "pivot_radius_ft",
          "pumping_flow_rate_gpm"
        ]
      }
    },
    {
      "name": "omni_timber_volume_doyle_scribner",
      "description": "Timber Board Foot Volume Estimator (Doyle, Scribner & International 1/4). Calculate sawtimber board foot volume (BF) in standing trees and harvested logs using the Doyle, Scribner Decimal C, and International 1/4-Inch log rules. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "log_small_diameter_in": {
            "type": "number",
            "default": 18,
            "description": "Log Diameter Inside Bark at Small End (Inches) (in). Scaling diameter measured inside bark"
          },
          "log_length_feet": {
            "type": "number",
            "default": 16,
            "description": "Log Length (Feet) (ft). Standard commercial log length (typically 12, 14, 16 ft)"
          },
          "timber_stumpage_price_mbf": {
            "type": "number",
            "default": 450,
            "description": "Stumpage Price Per 1,000 Board Feet ($/MBF) (). Local timber mill price per MBF (e.g. Red Oak / Hard Maple)"
          }
        },
        "required": [
          "log_small_diameter_in",
          "log_length_feet"
        ]
      }
    },
    {
      "name": "omni_hay_bale_livestock_forage",
      "description": "Round Hay Bale Weight & Winter Livestock Forage Requirement. Calculate estimated round bale weight from diameter and core density, winter hay inventory requirements, and feeding waste losses. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bale_diameter_ft": {
            "type": "number",
            "default": 5.0,
            "description": "Round Bale Diameter (Feet) (ft). Common sizes: 4x5, 5x5, 5x6 bales"
          },
          "bale_width_ft": {
            "type": "number",
            "default": 4.0,
            "description": "Round Bale Width (Feet) (ft). Chamber width (typically 4 ft or 5 ft)"
          },
          "herd_cow_count": {
            "type": "number",
            "default": 45,
            "description": "Herd Size (Head of Cattle) (head). Number of mature beef cows to feed"
          },
          "winter_feeding_days": {
            "type": "number",
            "default": 120,
            "description": "Winter Feeding Period (Days) (days). Days between pasture freeze and spring green-up"
          }
        },
        "required": [
          "bale_diameter_ft",
          "bale_width_ft"
        ]
      }
    },
    {
      "name": "omni_seed_planting_population",
      "description": "Seed Planting Population & Row Spacing Seed Count Per Acre. Calculate seeds per foot of row, seed bag requirements, and planter spacing settings for corn, soybeans, and cotton across standard row widths. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "target_population_acre": {
            "type": "number",
            "default": 34000,
            "description": "Target Seeding Population (Seeds/Acre) (seeds/ac). Desired seeding drop rate (Corn ~32k-36k, Soybeans ~120k-140k)"
          },
          "row_spacing_inches": {
            "type": "number",
            "default": 30,
            "description": "Planter Row Spacing (Inches) (inches). Standard corn rows = 30\", Twin rows = 20\", Drills = 7.5\" or 15\""
          },
          "field_total_acres": {
            "type": "number",
            "default": 180,
            "description": "Total Field Planting Area (Acres) (acres). Total acres to plant"
          }
        },
        "required": [
          "target_population_acre",
          "row_spacing_inches"
        ]
      }
    },
    {
      "name": "omni_feed_conversion_ratio_fcr",
      "description": "Livestock Feed Conversion Ratio (FCR) & Cost of Gain Calculator. Calculate feed conversion efficiency (lbs feed per lb live weight gain), feed cost per hundredweight of gain, and margin over feed cost. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "starting_weight_lbs": {
            "type": "number",
            "default": 650,
            "description": "Initial Placement Weight (lbs) (lbs). Feeder cattle purchase weight"
          },
          "finished_market_weight_lbs": {
            "type": "number",
            "default": 1350,
            "description": "Finished Slaughter Weight (lbs) (lbs). Final market liveweight"
          },
          "total_feed_consumed_lbs": {
            "type": "number",
            "default": 4550,
            "description": "Total Feed Fed per Animal (lbs as-fed) (lbs feed). Total ration consumed across feeding period"
          },
          "feed_cost_per_ton": {
            "type": "number",
            "default": 285,
            "description": "Ration Feed Cost ($/Ton) (). Total mixed ration (TMR) cost per ton"
          }
        },
        "required": [
          "starting_weight_lbs",
          "finished_market_weight_lbs"
        ]
      }
    },
    {
      "name": "omni_soil_lime_requirement_cce",
      "description": "Agricultural Soil Lime Requirement & CCE Neutralization Calculator. Calculate tons of agricultural limestone needed per acre to raise acid soil pH based on Sikora / Woodruff buffer pH and Calcium Carbonate Equivalent (CCE). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "current_water_ph": {
            "type": "number",
            "default": 5.4,
            "description": "Soil Water pH (Current Acid Test) (). Current soil test pH (ideal for corn/soy is 6.5 - 6.8)"
          },
          "buffer_ph_value": {
            "type": "number",
            "default": 6.2,
            "description": "Buffer pH (Sikora or SMP Buffer) (). Measures soil reserve exchangeable acidity (buffering capacity)"
          },
          "target_soil_ph": {
            "type": "number",
            "default": 6.5,
            "description": "Target Desired Soil pH (). Target pH: Corn/Soy 6.5, Alfalfa 6.8"
          },
          "limestone_cce_pct": {
            "type": "number",
            "default": 85,
            "description": "Lime Quality (CCE %) (%). Calcium Carbonate Equivalent (standard ag lime = 80-90%, pell-lime = 95%)"
          }
        },
        "required": [
          "current_water_ph",
          "buffer_ph_value"
        ]
      }
    },
    {
      "name": "omni_pesticide_tank_mix_dilution",
      "description": "Herbicide / Pesticide Tank Mix Spray Dilution Rate Calculator. Calculate pesticide chemical ounces to add per tank, carrier spray volume in Gallons Per Acre (GPA), and sprayer speed calibration. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "sprayer_tank_capacity_gal": {
            "type": "number",
            "default": 800,
            "description": "Sprayer Tank Capacity (Gallons) (gallons). Total working solution volume in spray tank"
          },
          "carrier_rate_gpa": {
            "type": "number",
            "default": 15.0,
            "description": "Water Carrier Application Rate (GPA) (GPA). Gallons of spray solution applied per acre"
          },
          "product_label_rate_oz": {
            "type": "number",
            "default": 32.0,
            "description": "Herbicide Product Rate (Ounces / Acre) (oz/acre). EPA chemical label rate (e.g. 32 oz/ac = 1 quart)"
          }
        },
        "required": [
          "sprayer_tank_capacity_gal",
          "carrier_rate_gpa"
        ]
      }
    },
    {
      "name": "omni_dairy_cow_fat_corrected_milk",
      "description": "Dairy Cow Fat-Corrected Milk (4% FCM) & Energy-Corrected Milk (ECM). Calculate Fat-Corrected Milk (4% FCM) and Energy-Corrected Milk (ECM) from bulk tank milk weight, butterfat percentage, and true protein test. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "daily_raw_milk_yield_lbs": {
            "type": "number",
            "default": 85.0,
            "description": "Daily Raw Milk Production (lbs/cow) (lbs/cow/day). Scale weight of milk produced (e.g. 85 lbs = 9.9 gallons)"
          },
          "butterfat_test_pct": {
            "type": "number",
            "default": 4.1,
            "description": "Milk Butterfat Content (%) (%). Bulk tank milk fat test (Holstein ~3.8-4.2%, Jersey ~4.8-5.5%)"
          },
          "true_protein_test_pct": {
            "type": "number",
            "default": 3.2,
            "description": "Milk True Protein Content (%) (%). Protein percentage"
          }
        },
        "required": [
          "daily_raw_milk_yield_lbs",
          "butterfat_test_pct"
        ]
      }
    },
    {
      "name": "omni_combine_harvester_grain_loss",
      "description": "Combine Harvester Field Grain Loss & Bushel Dockage Rate Calculator. Calculate field harvesting grain loss in bushels per acre and lost dollar revenue from kernel counts behind combine header and rotor/shoe separator. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "kernels_counted_per_sqft": {
            "type": "number",
            "default": 6.0,
            "description": "Kernels Counted in 1 Sq Ft Behind Combine (kernels/sq ft). Count grains on ground inside a 12x12 inch square frame"
          },
          "crop_type": {
            "type": "number",
            "default": 1,
            "description": "Crop Type (1 = Corn, 2 = Soybeans, 3 = Wheat) (). 1: Corn (2 kernels/sq ft = 1 bu/ac), 2: Soybeans (4 kernels), 3: Wheat (20 kernels)"
          },
          "harvest_acres_total": {
            "type": "number",
            "default": 500,
            "description": "Total Harvest Field Acres (acres). Total acres harvested"
          },
          "commodity_market_price": {
            "type": "number",
            "default": 4.75,
            "description": "Grain Cash Price ($/Bushel) (). Local elevator cash grain price"
          }
        },
        "required": [
          "kernels_counted_per_sqft",
          "crop_type"
        ]
      }
    },
    {
      "name": "omni_drainage_tile_spacing",
      "description": "Agricultural Subsurface Drainage Tile Spacing & Sizing Calculator. Calculate subsurface corrugated HDPE drainage tile lateral spacing in feet, drainage coefficient, and pipe diameter using Hooghoudt's equation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "soil_hydraulic_cond_in_hr": {
            "type": "number",
            "default": 0.8,
            "description": "Soil Hydraulic Conductivity (Inches/Hour) (in/hr). Silty clay ~0.2, silt loam ~0.8, sandy loam ~2.0"
          },
          "drainage_coefficient_in_day": {
            "type": "number",
            "default": 0.5,
            "description": "Drainage Coefficient (Inches/Day) (in/day). Standard field crops = 0.38 - 0.50 in/24hr; specialty crops = 0.75 - 1.0 in/24hr"
          },
          "tile_installation_depth_ft": {
            "type": "number",
            "default": 3.5,
            "description": "Tile Installation Depth (Feet) (ft). Average depth from ground surface to tile invert"
          }
        },
        "required": [
          "soil_hydraulic_cond_in_hr",
          "drainage_coefficient_in_day"
        ]
      }
    },
    {
      "name": "omni_greenhouse_dli_lighting",
      "description": "Greenhouse Daily Light Integral (DLI) & Supplemental LED PPFD Calculator. Calculate Daily Light Integral (DLI in mol/m\u00b2/day), supplemental LED photosynthetic photon flux density (PPFD in \u03bcmol/m\u00b2/s), and photoperiod hours. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "natural_sunlight_dli": {
            "type": "number",
            "default": 8.5,
            "description": "Natural Greenhouse Solar DLI (mol/m\u00b2/day) (mol/m\u00b2/d). Winter sunlight transmitted through greenhouse glazing"
          },
          "target_crop_dli": {
            "type": "number",
            "default": 17.0,
            "description": "Target Crop DLI Requirement (mol/m\u00b2/day) (mol/m\u00b2/d). Lettuce: 14-17 DLI; Tomatoes/Strawberries: 22-30 DLI; Cannabis: 30-45 DLI"
          },
          "supplemental_photoperiod_hrs": {
            "type": "number",
            "default": 16.0,
            "description": "Supplemental Light Operating Hours (hrs/day). Hours LED fixtures run each day"
          }
        },
        "required": [
          "natural_sunlight_dli",
          "target_crop_dli"
        ]
      }
    },
    {
      "name": "omni_pig_average_daily_gain",
      "description": "Swine Nursery Feed Intake & Average Daily Gain (ADG) Calculator. Calculate Average Daily Gain (ADG), days to market weight (280 lbs), and total feed consumed for commercial swine grow-finish operations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "placement_feeder_pig_weight": {
            "type": "number",
            "default": 50,
            "description": "Nursery Placement Weight (lbs) (lbs). Piglet weight entering grower barn"
          },
          "target_slaughter_weight": {
            "type": "number",
            "default": 280,
            "description": "Target Market Weight (lbs) (lbs). Packing plant target liveweight"
          },
          "measured_adg_lbs_day": {
            "type": "number",
            "default": 1.95,
            "description": "Average Daily Gain (ADG lbs/day) (lbs/day). Typical grow-finish ADG = 1.80 - 2.10 lbs/day"
          },
          "swine_feed_conversion_ratio": {
            "type": "number",
            "default": 2.75,
            "description": "Feed Conversion Ratio (FCR) (). Grow-finish FCR (typically 2.6 - 2.9)"
          }
        },
        "required": [
          "placement_feeder_pig_weight",
          "target_slaughter_weight"
        ]
      }
    },
    {
      "name": "omni_broiler_flock_epef_efficiency",
      "description": "Poultry Broiler Flock European Production Efficiency Factor (EPEF) Calculator. Calculate EPEF (European Production Efficiency Factor / EPI) index from liveability, market body weight, flock age, and feed conversion ratio (FCR). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "flock_liveability_pct": {
            "type": "number",
            "default": 96.5,
            "description": "Flock Liveability (%) (%). 100% minus total flock mortality (e.g. 3.5% mortality = 96.5% liveability)"
          },
          "market_live_weight_lbs": {
            "type": "number",
            "default": 6.2,
            "description": "Average Liveweight at Processing (lbs) (lbs/bird). Flock average weight at slaughter"
          },
          "slaughter_age_days": {
            "type": "number",
            "default": 42,
            "description": "Flock Age at Slaughter (Days) (days). Calendar days from chick placement to processing"
          },
          "flock_feed_conversion_ratio": {
            "type": "number",
            "default": 1.68,
            "description": "Flock Feed Conversion Ratio (FCR) (). Total flock feed consumed / total liveweight"
          }
        },
        "required": [
          "flock_liveability_pct",
          "market_live_weight_lbs"
        ]
      }
    },
    {
      "name": "omni_silage_bunker_density",
      "description": "Silage Bunker Trench Dry Matter Density & Packing Loss Calculator. Calculate packing tractor weight requirements, dry matter packing density (lbs DM/cu ft), and fermentation spoilage loss in bunker and drive-over silage piles. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "silage_inbound_delivery_tons_hr": {
            "type": "number",
            "default": 75,
            "description": "Silage Harvest Delivery Rate (Tons/Hour) (tons/hr). Hourly chop tonnage delivered from field by silage trucks"
          },
          "silage_moisture_pct": {
            "type": "number",
            "default": 65,
            "description": "Chopped Forage Moisture Content (%) (%). Optimal corn silage moisture is 63% to 68%"
          },
          "packing_tractor_weight_lbs": {
            "type": "number",
            "default": 65000,
            "description": "Total Packing Tractor Fleet Weight (lbs) (lbs). Combined weight of all packing tractors on the pile"
          }
        },
        "required": [
          "silage_inbound_delivery_tons_hr",
          "silage_moisture_pct"
        ]
      }
    },
    {
      "name": "omni_manure_nutrient_fertilizer_credit",
      "description": "Livestock Manure N-P-K Nutrient Fertilizer Value Credit Per Ton. Calculate commercial N-P-K fertilizer dollar replacement value per ton or 1,000 gallons for dairy, beef, swine, and poultry broiler litter manure. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "manure_source_type": {
            "type": "number",
            "default": 4,
            "description": "Manure Type (1 = Dairy Slurry, 2 = Beef Feedlot Solid, 3 = Swine Pit, 4 = Poultry Litter) (). 1: Dairy (gal), 2: Beef solid (ton), 3: Swine liquid (gal), 4: Poultry litter (ton)"
          },
          "annual_application_rate": {
            "type": "number",
            "default": 2.5,
            "description": "Application Rate (Tons or 1,000 Gallons / Acre) (tons/ac (or kGal)). Typical poultry litter = 2-3 tons/ac, liquid dairy = 6-10 kGal/ac"
          },
          "nitrogen_price_per_lb": {
            "type": "number",
            "default": 0.58,
            "description": "Commercial Nitrogen Value ($/lb N) (). Urea / UAN commercial benchmark price"
          },
          "phosphate_price_per_lb": {
            "type": "number",
            "default": 0.65,
            "description": "Commercial Phosphate Value ($/lb P\u2082O\u2085) (). DAP commercial benchmark price"
          }
        },
        "required": [
          "manure_source_type",
          "annual_application_rate"
        ]
      }
    },
    {
      "name": "omni_tractor_fuel_consumption_pto",
      "description": "Farm Tractor Diesel Fuel Consumption Per Acre (PTO Horsepower) Calculator. Calculate hourly and per-acre diesel fuel consumption for tractors based on Nebraska Tractor Test Laboratory PTO horsepower benchmarks. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pto_horsepower_rating": {
            "type": "number",
            "default": 240,
            "description": "Tractor Rated PTO Horsepower (HP) (HP). Manufacturer Nebraska Test PTO rating"
          },
          "field_speed_mph": {
            "type": "number",
            "default": 5.5,
            "description": "Field Working Speed (mph) (mph). Tillage: 4.5-5.5 mph; Planting: 5.5-6.5 mph; Spraying: 10-14 mph"
          },
          "implement_width_feet": {
            "type": "number",
            "default": 30,
            "description": "Implement Width (Feet) (ft). Working width of disk, chisel plow, or planter"
          },
          "diesel_price_per_gal": {
            "type": "number",
            "default": 3.45,
            "description": "Off-Road Farm Diesel Price ($/gal) (). Dyed off-road non-taxed diesel price"
          }
        },
        "required": [
          "pto_horsepower_rating",
          "field_speed_mph"
        ]
      }
    },
    {
      "name": "omni_pasture_weed_herbicide_coverage",
      "description": "Pasture Weed Eradication Herbicide Rate & Boom Sprayer Calibration. Calculate nozzle flow rate (GPM), sprayer speed, and herbicide coverage per acre for pasture thistle, briar, and invasive weed management. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "target_spray_gpa": {
            "type": "number",
            "default": 20.0,
            "description": "Target Spray Volume (Gallons Per Acre) (GPA). Pasture foliar herbicides require 15-25 GPA for thorough foliage coverage"
          },
          "sprayer_tractor_speed_mph": {
            "type": "number",
            "default": 6.0,
            "description": "Spraying Ground Speed (mph) (mph). Typical rough pasture spraying speed"
          },
          "nozzle_spacing_inches": {
            "type": "number",
            "default": 20,
            "description": "Boom Nozzle Spacing (Inches) (inches). Distance between spray nozzles on boom (typically 20 inches)"
          }
        },
        "required": [
          "target_spray_gpa",
          "sprayer_tractor_speed_mph"
        ]
      }
    },
    {
      "name": "omni_beehive_honey_yield_feeding",
      "description": "Beehive Honey Harvest Yield & Fall Sugar Syrup Feeding Calculator. Calculate harvestable honey surplus per hive (leaving 60 lbs for winter), 2:1 fall sugar syrup feeding requirements, and apiary economics. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_honey_in_hive_lbs": {
            "type": "number",
            "default": 115,
            "description": "Total Estimated Honey in Hive (lbs) (lbs). Weight of honey frames in brood boxes and honey supers"
          },
          "winter_climate_zone": {
            "type": "number",
            "default": 2,
            "description": "Winter Climate Zone (1 = Mild South, 2 = Central, 3 = Cold North) (). South: 40 lbs reserve; Central: 60 lbs; North/Canada: 85 lbs"
          },
          "honey_retail_price_lb": {
            "type": "number",
            "default": 12.5,
            "description": "Raw Local Honey Retail Price ($/lb) (). Price per 1-lb jar of extracted artisanal honey"
          }
        },
        "required": [
          "total_honey_in_hive_lbs",
          "winter_climate_zone"
        ]
      }
    },
    {
      "name": "omni_aquaponics_biofilter_fish_plant",
      "description": "Aquaponics Fish-to-Plant Biomass Ratio & Biofilter Media Sizing. Calculate daily fish feed rate, nitrogen biofilter surface area, and hydroponic plant bed grow area (UVI Rakocy aquaponics model). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "fish_tank_volume_gal": {
            "type": "number",
            "default": 500,
            "description": "Fish Tank Total Volume (Gallons) (gallons). Total fish culture tank water capacity"
          },
          "fish_stocking_density_lbs": {
            "type": "number",
            "default": 125,
            "description": "Fish Standing Biomass (lbs) (lbs fish). Total fish weight in tank (typical density = 0.25 - 0.50 lb/gal)"
          },
          "daily_feeding_rate_pct": {
            "type": "number",
            "default": 1.5,
            "description": "Daily Feeding Rate (% of Bodyweight) (%). Feed rate for tilapia or catfish (typically 1.5% to 2.0%)"
          }
        },
        "required": [
          "fish_tank_volume_gal",
          "fish_stocking_density_lbs"
        ]
      }
    },
    {
      "name": "omni_vineyard_grape_yield_wine",
      "description": "Vineyard Grape Yield to Finished Wine Gallons & Bottles Calculator. Calculate harvest grape tonnage per acre, raw must press juice gallons, and finished 750ml bottles of wine produced per ton of grapes. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "vineyard_planted_acres": {
            "type": "number",
            "default": 5.0,
            "description": "Vineyard Planted Acreage (acres). Producing vineyard block acres"
          },
          "grape_yield_tons_per_acre": {
            "type": "number",
            "default": 3.5,
            "description": "Grape Harvest Yield (Tons / Acre) (tons/acre). Ultra-premium Pinot Noir ~2-3 tons; Cabernet ~3-4 tons; bulk ~6-8 tons"
          },
          "wine_extraction_gal_per_ton": {
            "type": "number",
            "default": 160,
            "description": "Wine Extraction Rate (Gallons / Ton) (gal/ton). Standard crush yield: 150-165 gal/ton finished wine"
          }
        },
        "required": [
          "vineyard_planted_acres",
          "grape_yield_tons_per_acre"
        ]
      }
    },
    {
      "name": "omni_farmland_cash_rent_equivalent",
      "description": "Farmland Cash Rent Equivalent vs Crop Share Lease Calculator. Compare fixed cash rent per acre versus 50/50 and 60/40 crop-share lease economics, factoring commodity price volatility and input cost sharing. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "expected_crop_yield_bu": {
            "type": "number",
            "default": 205,
            "description": "Expected Crop Yield (Bushels / Acre) (bu/acre). Average corn or soybean yield"
          },
          "expected_crop_price_usd": {
            "type": "number",
            "default": 4.8,
            "description": "Expected Commodity Price ($/Bushel) (). Cash grain elevator forward contract price"
          },
          "landowner_crop_share_pct": {
            "type": "number",
            "default": 50,
            "description": "Landowner Crop Share (%) (%). Standard crop-share lease: 50/50 in Midwest, 1/3 in South"
          },
          "landowner_shared_costs_ac": {
            "type": "number",
            "default": 220,
            "description": "Landowner Shared Input Costs ($/Acre) (). Landowner share of seed, fertilizer, and crop insurance in 50/50 lease"
          },
          "market_cash_rent_quote_ac": {
            "type": "number",
            "default": 265,
            "description": "Offered Fixed Cash Rent ($/Acre) (). Fixed cash rent paid by tenant regardless of yield"
          }
        },
        "required": [
          "expected_crop_yield_bu",
          "expected_crop_price_usd"
        ]
      }
    },
    {
      "name": "omni_beam_deflection_bending_moment",
      "description": "Beam Deflection & Maximum Bending Moment Calculator. Calculate maximum bending moment, shear force, and mid-span elastic deflection for simply supported and cantilever steel or wood structural beams. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "beam_span_length_ft": {
            "type": "number",
            "default": 20.0,
            "description": "Beam Clear Span Length (Feet) (ft). Distance between support bearings"
          },
          "uniform_load_plf": {
            "type": "number",
            "default": 650,
            "description": "Uniform Distributed Load (lbs/linear ft) (PLF). Combined Dead Load + Live Load (w)"
          },
          "elastic_modulus_ksi": {
            "type": "number",
            "default": 29000,
            "description": "Modulus of Elasticity (E in ksi) (ksi). Structural Steel = 29,000 ksi; Douglas Fir = 1,600 ksi"
          },
          "moment_of_inertia_in4": {
            "type": "number",
            "default": 199,
            "description": "Moment of Inertia (I in inches\u2074) (in\u2074). Strong-axis section property (e.g. W12x26 = 204 in\u2074)"
          }
        },
        "required": [
          "beam_span_length_ft",
          "uniform_load_plf"
        ]
      }
    },
    {
      "name": "omni_proctor_soil_compaction",
      "description": "Soil Compaction Dry Density & Optimum Moisture (Proctor Test). Calculate soil dry density from wet bulk density and moisture content, and determine relative compaction percentage against ASTM D698 / D1557 Proctor maximums. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "measured_wet_density_pcf": {
            "type": "number",
            "default": 132.5,
            "description": "Measured Field Wet Density (PCF) (PCF (lbs/cu ft)). Nuclear density gauge field wet density measurement"
          },
          "soil_moisture_content_pct": {
            "type": "number",
            "default": 11.2,
            "description": "Field Moisture Content (w %) (%). Oven-dry or gauge moisture percentage"
          },
          "proctor_max_dry_density": {
            "type": "number",
            "default": 122.0,
            "description": "Laboratory Maximum Dry Density (PCF) (PCF). ASTM D698 Standard or D1557 Modified Proctor peak density"
          },
          "specified_compaction_pct": {
            "type": "number",
            "default": 95.0,
            "description": "Specified Engineering Requirement (%) (%). Standard specification: 95% under foundations and roadways"
          }
        },
        "required": [
          "measured_wet_density_pcf",
          "soil_moisture_content_pct"
        ]
      }
    },
    {
      "name": "omni_darcy_weisbach_head_loss",
      "description": "Darcy-Weisbach Pipe Friction Head Loss & Pressure Drop Calculator. Calculate friction head loss (h_f in feet), pressure drop (psi), and Reynolds number (laminar vs turbulent) for pressurized fluid flow in commercial pipe networks. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pipe_inside_diameter_in": {
            "type": "number",
            "default": 6.065,
            "description": "Pipe Inside Diameter (Inches) (in). Nominal 6-inch Schedule 40 Steel = 6.065 inches ID"
          },
          "pipe_length_feet": {
            "type": "number",
            "default": 500,
            "description": "Total Pipe Run Length (Feet) (ft). Length of straight pipe run"
          },
          "flow_rate_gpm": {
            "type": "number",
            "default": 650,
            "description": "Volumetric Flow Rate (GPM) (GPM). Water flow rate through pipe"
          },
          "darcy_friction_factor": {
            "type": "number",
            "default": 0.019,
            "description": "Darcy Friction Factor (f) (). Moody chart value (commercial steel water pipe typically 0.018 - 0.022)"
          }
        },
        "required": [
          "pipe_inside_diameter_in",
          "pipe_length_feet"
        ]
      }
    },
    {
      "name": "omni_mannings_open_channel_flow",
      "description": "Manning's Open Channel Flow Velocity & Discharge Capacity Calculator. Calculate discharge capacity in CFS, flow velocity in fps, and hydraulic radius for trapezoidal, rectangular, and circular open channels. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "channel_bottom_width_ft": {
            "type": "number",
            "default": 6.0,
            "description": "Channel Bottom Width (Feet) (ft). Base width b of ditch or canal"
          },
          "water_flow_depth_ft": {
            "type": "number",
            "default": 2.5,
            "description": "Water Flow Depth (Feet) (ft). Vertical flow depth y"
          },
          "channel_bed_slope": {
            "type": "number",
            "default": 0.005,
            "description": "Channel Bed Slope (ft/ft) (). Longitudinal slope S (e.g. 0.005 = 0.5% grade = 5 ft drop per 1,000 ft)"
          },
          "mannings_roughness_n": {
            "type": "number",
            "default": 0.035,
            "description": "Manning's Roughness Coefficient (n) (). Smooth concrete = 0.013; Grass swale = 0.035; Natural stony stream = 0.050"
          }
        },
        "required": [
          "channel_bottom_width_ft",
          "water_flow_depth_ft"
        ]
      }
    },
    {
      "name": "omni_asce7_wind_load_pressure",
      "description": "ASCE 7 Wind Load Velocity Pressure on Building Envelopes Calculator. Calculate design wind velocity pressure (q_z in PSF) based on basic wind speed, surface roughness exposure category (B, C, D), and mean roof height (ASCE 7-16 / 7-22). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "basic_wind_speed_mph": {
            "type": "number",
            "default": 115,
            "description": "Basic Design Wind Speed (mph) (mph (3-sec gust)). ASCE 7-16 hazard wind speed map for project location"
          },
          "mean_roof_height_ft": {
            "type": "number",
            "default": 30.0,
            "description": "Mean Roof Height (Feet) (ft). Average height between eave and ridge"
          },
          "exposure_category": {
            "type": "number",
            "default": 1,
            "description": "Surface Exposure Category (1 = B Suburban, 2 = C Open Grass, 3 = D Coastal) (). B: Urban/suburban wooded, C: Open terrain, D: Flat water/coastal"
          },
          "wind_directionality_kd": {
            "type": "number",
            "default": 0.85,
            "description": "Wind Directionality Factor (K_d) (). 0.85 for Main Wind-Force Resisting System (MWFRS) and Components"
          }
        },
        "required": [
          "basic_wind_speed_mph",
          "mean_roof_height_ft"
        ]
      }
    },
    {
      "name": "omni_concrete_slab_shear_capacity",
      "description": "Reinforced Concrete Slab One-Way & Two-Way Punching Shear Capacity (ACI 318). Calculate nominal concrete shear strength (V_c), critical shear perimeter (b_0), and punching shear failure capacity around interior column supports. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "concrete_strength_f_c": {
            "type": "number",
            "default": 4000,
            "description": "Concrete Compressive Strength (f'c in PSI) (PSI). 28-day cylinder compressive strength"
          },
          "slab_effective_depth_d": {
            "type": "number",
            "default": 7.0,
            "description": "Slab Effective Structural Depth (d in Inches) (in). Distance from extreme compression fiber to center of rebar (slab thickness minus cover)"
          },
          "column_dimension_c1": {
            "type": "number",
            "default": 18,
            "description": "Square Column Width (Inches) (in). Supporting column face dimension"
          }
        },
        "required": [
          "concrete_strength_f_c",
          "slab_effective_depth_d"
        ]
      }
    },
    {
      "name": "omni_earthwork_cut_and_fill",
      "description": "Earthwork Cut and Fill Volume Calculator (Average End Area Method). Calculate earthwork excavation cut and fill volumes in cubic yards between station cross-sections using the standard civil Average End Area Method. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "station_1_cut_area_sqft": {
            "type": "number",
            "default": 245.0,
            "description": "Station 1 Cut Cross-Section Area (sq ft) (sq ft). End area of cut at first station"
          },
          "station_2_cut_area_sqft": {
            "type": "number",
            "default": 310.0,
            "description": "Station 2 Cut Cross-Section Area (sq ft) (sq ft). End area of cut at second station"
          },
          "station_interval_length_ft": {
            "type": "number",
            "default": 100.0,
            "description": "Distance Between Stations (Feet) (ft). Standard survey station distance = 100 ft (1+00 to 2+00)"
          },
          "soil_shrink_swell_pct": {
            "type": "number",
            "default": 12.0,
            "description": "Soil Compaction Shrinkage Factor (%) (%). Volume loss when loose excavated cut is compacted into fill"
          }
        },
        "required": [
          "station_1_cut_area_sqft",
          "station_2_cut_area_sqft"
        ]
      }
    },
    {
      "name": "omni_retaining_wall_rankine_earth",
      "description": "Retaining Wall Rankine Lateral Earth Pressure (Active & Passive) Calculator. Calculate active and passive earth pressure coefficients (Ka, Kp), total lateral thrust force, and overturning moment for retaining wall design. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "wall_stem_height_ft": {
            "type": "number",
            "default": 12.0,
            "description": "Retaining Wall Height (H in Feet) (ft). Height from footing base to top of retained soil"
          },
          "soil_internal_friction_angle_deg": {
            "type": "number",
            "default": 32.0,
            "description": "Soil Internal Friction Angle (\u03d5 in Degrees) (degrees). Granular backfill typically \u03d5 = 30\u00b0 to 34\u00b0"
          },
          "soil_unit_weight_pcf": {
            "type": "number",
            "default": 120.0,
            "description": "Backfill Moist Soil Unit Weight (\u03b3 in PCF) (PCF). Compacted sand/gravel backfill density"
          }
        },
        "required": [
          "wall_stem_height_ft",
          "soil_internal_friction_angle_deg"
        ]
      }
    },
    {
      "name": "omni_rational_method_stormwater",
      "description": "Stormwater Runoff Peak Discharge Calculator (Rational Method Q = C\u00b7I\u00b7A). Calculate watershed peak stormwater runoff discharge in cubic feet per second (CFS) for drainage culverts and retention detention basin sizing. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "runoff_coefficient_c": {
            "type": "number",
            "default": 0.85,
            "description": "Runoff Coefficient (C) (). Asphalt/Roofs = 0.85 - 0.95; Lawns/Grass = 0.15 - 0.25; Commercial = 0.70 - 0.85"
          },
          "rainfall_intensity_in_hr": {
            "type": "number",
            "default": 4.2,
            "description": "Design Rainfall Intensity (I in Inches/Hour) (in/hr). NOAA Atlas 14 precipitation rate for design storm (e.g. 10-year or 25-year event)"
          },
          "drainage_basin_acres": {
            "type": "number",
            "default": 14.5,
            "description": "Contributing Drainage Basin Area (Acres) (acres). Catchment watershed area draining to point"
          }
        },
        "required": [
          "runoff_coefficient_c",
          "rainfall_intensity_in_hr"
        ]
      }
    },
    {
      "name": "omni_pavement_structural_number_esal",
      "description": "Asphalt Pavement Structural Number & AASHTO ESAL Design Life Calculator. Calculate flexible asphalt pavement Structural Number (SN), layer thicknesses (surface, base, subbase), and allowable 18-kip Equivalent Single Axle Loads (ESAL). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "surface_course_thickness_in": {
            "type": "number",
            "default": 4.0,
            "description": "Asphalt Surface Layer Thickness (D\u2081 in Inches) (in). Hot Mix Asphalt (HMA) wearing course thickness (a\u2081 = 0.44)"
          },
          "crushed_stone_base_thickness_in": {
            "type": "number",
            "default": 8.0,
            "description": "Crushed Stone Base Thickness (D\u2082 in Inches) (in). Dense graded aggregate base course (a\u2082 = 0.14)"
          },
          "subbase_layer_thickness_in": {
            "type": "number",
            "default": 6.0,
            "description": "Granular Subbase Thickness (D\u2083 in Inches) (in). Subbase layer thickness (a\u2083 = 0.11)"
          }
        },
        "required": [
          "surface_course_thickness_in",
          "crushed_stone_base_thickness_in"
        ]
      }
    },
    {
      "name": "omni_euler_column_buckling_load",
      "description": "Steel Column Euler Critical Buckling Load & Slenderness Ratio Calculator. Calculate Euler critical elastic buckling load (P_cr in kips), slenderness ratio (KL/r), and critical buckling stress for structural columns. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "column_unbraced_length_ft": {
            "type": "number",
            "default": 14.0,
            "description": "Column Unbraced Length (Feet) (ft). Clear vertical height between lateral braces"
          },
          "end_boundary_condition": {
            "type": "number",
            "default": 1,
            "description": "End Support Boundary (1 = Pinned-Pinned, 2 = Fixed-Free, 3 = Fixed-Pinned, 4 = Fixed-Fixed) (). 1: K=1.0, 2: K=2.0 (flagpole), 3: K=0.7, 4: K=0.5"
          },
          "column_moment_of_inertia_in4": {
            "type": "number",
            "default": 53.4,
            "description": "Weak-Axis Moment of Inertia (I_y in in\u2074) (in\u2074). Weak-axis section property (e.g. W8x31 I_y = 37.1 in\u2074, W10x49 I_y = 93.4 in\u2074)"
          },
          "steel_modulus_elasticity_ksi": {
            "type": "number",
            "default": 29000,
            "description": "Steel Elastic Modulus (E in ksi) (ksi). Standard structural steel E = 29,000 ksi"
          }
        },
        "required": [
          "column_unbraced_length_ft",
          "end_boundary_condition"
        ]
      }
    },
    {
      "name": "omni_terzaghi_bearing_capacity",
      "description": "Shallow Foundation Bearing Capacity Calculator (Terzaghi Equation). Calculate ultimate and allowable soil bearing capacity (q_ult, q_all in PSF) for strip and square shallow footings using Terzaghi's bearing capacity factors. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "footing_width_b_ft": {
            "type": "number",
            "default": 6.0,
            "description": "Footing Width (B in Feet) (ft). Width of shallow spread footing"
          },
          "footing_embedment_depth_df_ft": {
            "type": "number",
            "default": 4.0,
            "description": "Footing Embedment Depth (Df in Feet) (ft). Depth below finished grade to bottom of footing"
          },
          "soil_cohesion_psf": {
            "type": "number",
            "default": 250,
            "description": "Soil Cohesion (c in PSF) (PSF). Clay cohesion (c=0 for pure clean sand)"
          },
          "soil_internal_friction_deg": {
            "type": "number",
            "default": 28.0,
            "description": "Soil Friction Angle (\u03d5 in Degrees) (degrees). Internal angle of shearing resistance"
          },
          "soil_unit_weight_pcf": {
            "type": "number",
            "default": 115.0,
            "description": "Soil Unit Weight (\u03b3 in PCF) (PCF). Moist soil density"
          }
        },
        "required": [
          "footing_width_b_ft",
          "footing_embedment_depth_df_ft"
        ]
      }
    },
    {
      "name": "omni_culvert_headwater_inlet_outlet",
      "description": "Highway Culvert Hydraulics (Inlet vs Outlet Control Headwater Depth). Calculate culvert headwater depth (HW/D ratio), flow control regime (inlet control vs outlet control), and discharge capacity (FHWA HDS-5 standards). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "culvert_flow_q_cfs": {
            "type": "number",
            "default": 45.0,
            "description": "Design Peak Flow Rate (Q in CFS) (CFS). 10-year or 25-year design storm runoff"
          },
          "culvert_diameter_in": {
            "type": "number",
            "default": 36,
            "description": "Culvert Inside Diameter (Inches) (in). Circular pipe culvert diameter D"
          },
          "culvert_barrel_length_ft": {
            "type": "number",
            "default": 65,
            "description": "Culvert Barrel Length (Feet) (ft). Length under road embankment"
          }
        },
        "required": [
          "culvert_flow_q_cfs",
          "culvert_diameter_in"
        ]
      }
    },
    {
      "name": "omni_detention_pond_settling_volume",
      "description": "Stormwater Detention Basin Storage Volume & Settling Inflow Calculator. Calculate required active flood retention storage volume (acre-feet and cubic feet) and orifice release diameter for post-development stormwater mitigation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "post_development_peak_cfs": {
            "type": "number",
            "default": 42.0,
            "description": "Post-Development Peak Runoff (Q_post in CFS) (CFS). Unmitigated 25-year post-construction peak flow"
          },
          "pre_development_target_cfs": {
            "type": "number",
            "default": 18.0,
            "description": "Pre-Development Allowable Discharge (Q_pre in CFS) (CFS). Pre-existing natural pasture/forest peak discharge limit"
          },
          "storm_duration_hours": {
            "type": "number",
            "default": 2.5,
            "description": "Design Storm Duration (Hours) (hours). Critical duration for peak storage requirement"
          }
        },
        "required": [
          "post_development_peak_cfs",
          "pre_development_target_cfs"
        ]
      }
    },
    {
      "name": "omni_truss_method_of_joints",
      "description": "Truss Member Axial Tension & Compression (Method of Joints) Calculator. Calculate internal axial forces (tension or compression in kips) in pin-jointed Pratt and Warren truss members using static equilibrium. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "vertical_node_load_kips": {
            "type": "number",
            "default": 24.0,
            "description": "Point Load at Center Joint (P in Kips) (kips). Concentrated load applied at middle bottom chord node"
          },
          "truss_panel_span_ft": {
            "type": "number",
            "default": 10.0,
            "description": "Truss Panel Length (Feet) (ft). Horizontal distance between joints"
          },
          "truss_depth_height_ft": {
            "type": "number",
            "default": 7.5,
            "description": "Truss Overall Height (Feet) (ft). Vertical height between top and bottom chords"
          }
        },
        "required": [
          "vertical_node_load_kips",
          "truss_panel_span_ft"
        ]
      }
    },
    {
      "name": "omni_concrete_maturity_index",
      "description": "Concrete Curing Compressive Strength Maturity Index (Nurse-Saul Method). Calculate Nurse-Saul Temperature-Time Maturity Index (TTF in \u00b0C-hours) to predict in-place concrete early compressive strength for formwork stripping (ASTM C1074). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "curing_duration_hours": {
            "type": "number",
            "default": 72,
            "description": "Concrete Elapsed Curing Time (Hours) (hours (3 days)). Time since concrete placement"
          },
          "avg_internal_concrete_temp_c": {
            "type": "number",
            "default": 28.0,
            "description": "Internal Core Concrete Temp (\u00b0C) (\u00b0C). Core temperature from embedded thermocouple sensor (e.g. 28\u00b0C = 82.4\u00b0F)"
          },
          "target_stripping_strength_psi": {
            "type": "number",
            "default": 3000,
            "description": "Required Formwork Stripping Strength (PSI) (PSI). Typically 70% to 75% of 28-day design strength (4,000 PSI)"
          }
        },
        "required": [
          "curing_duration_hours",
          "avg_internal_concrete_temp_c"
        ]
      }
    },
    {
      "name": "omni_water_hammer_joukowsky_surge",
      "description": "Water Hammer Joukowsky Shockwave Pressure Surge & Wave Speed Calculator. Calculate rapid valve closure acoustic pressure spike (Joukowsky equation \u0394P = \u03c1\u00b7c\u00b7\u0394v) and acoustic wave speed in elastic pipe walls. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "steady_flow_velocity_fps": {
            "type": "number",
            "default": 8.0,
            "description": "Initial Steady Water Velocity (v in ft/s) (ft/sec). Normal operating velocity prior to valve shutoff"
          },
          "pipe_material_modulus": {
            "type": "number",
            "default": 1,
            "description": "Pipe Material (1 = Carbon Steel, 2 = Ductile Iron, 3 = PVC Plastic) (). 1: Steel (c \u2248 3,800 fps), 2: Ductile Iron (c \u2248 3,500 fps), 3: PVC (c \u2248 1,200 fps)"
          },
          "valve_closure_time_sec": {
            "type": "number",
            "default": 0.25,
            "description": "Valve Closure Duration (Seconds) (seconds). Solenoid valve ~0.1-0.3s; quarter-turn ball valve ~0.5-1.0s"
          }
        },
        "required": [
          "steady_flow_velocity_fps",
          "pipe_material_modulus"
        ]
      }
    },
    {
      "name": "omni_slope_stability_safety_factor",
      "description": "Soil Slope Stability Safety Factor (Ordinary / Bishop Method). Calculate factor of safety against deep rotational circular slip failure in earthen embankments, highway cuts, and hillside slopes. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "slope_angle_degrees": {
            "type": "number",
            "default": 26.5,
            "description": "Slope Inclination Angle (Degrees) (degrees (2:1 slope)). 2:1 slope = 26.6\u00b0; 3:1 slope = 18.4\u00b0; 1.5:1 slope = 33.7\u00b0"
          },
          "soil_internal_friction_phi": {
            "type": "number",
            "default": 30.0,
            "description": "Internal Angle of Friction (\u03d5 Degrees) (degrees). Drained soil friction angle"
          },
          "soil_cohesion_c_psf": {
            "type": "number",
            "default": 200,
            "description": "Soil Effective Cohesion (c' in PSF) (PSF). Clay cohesion along slip arc"
          },
          "pore_water_pressure_ru": {
            "type": "number",
            "default": 0.15,
            "description": "Pore Water Pressure Ratio (r_u) (). 0.0 = Dry slope; 0.25 = Moderate seepage; 0.50 = Fully saturated slope"
          }
        },
        "required": [
          "slope_angle_degrees",
          "soil_internal_friction_phi"
        ]
      }
    },
    {
      "name": "omni_geotextile_roadbed_stabilization",
      "description": "Geotextile Fabric Tensile Modulus for Subgrade Stabilization Calculator. Calculate aggregate base reduction, subgrade California Bearing Ratio (CBR) reinforcement, and tensile modulus for roadbed geotextiles (FHWA design). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "subgrade_soil_cbr": {
            "type": "number",
            "default": 2.0,
            "description": "Subgrade Soil Strength (CBR %) (% CBR). Soft clay / saturated silt CBR \u2264 3.0 requires stabilization"
          },
          "design_axle_load_kips": {
            "type": "number",
            "default": 18.0,
            "description": "Single Axle Wheel Load (P in Kips) (kips). Standard 18-kip highway wheel load"
          },
          "gravel_cost_per_ton": {
            "type": "number",
            "default": 28.0,
            "description": "Crushed Aggregate Base Cost ($/Ton) (). Delivered and compacted aggregate base"
          }
        },
        "required": [
          "subgrade_soil_cbr",
          "design_axle_load_kips"
        ]
      }
    },
    {
      "name": "omni_seismic_base_shear_asce7",
      "description": "Seismic Equivalent Lateral Force Base Shear Calculator (ASCE 7 / IBC). Calculate total seismic design base shear (V = Cs \u00b7 W) and seismic response coefficient (Cs) compliant with ASCE 7-16 and International Building Code. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "effective_seismic_weight_kips": {
            "type": "number",
            "default": 4500,
            "description": "Total Effective Building Weight (W in Kips) (kips). Total building dead load plus permanent partitions and 25% snow"
          },
          "spectral_acceleration_sds": {
            "type": "number",
            "default": 0.85,
            "description": "Design Spectral Acceleration (S_DS) (g (gravity)). Short-period design acceleration from USGS seismic maps"
          },
          "response_modification_r": {
            "type": "number",
            "default": 6.5,
            "description": "Response Modification Factor (R) (). Ductile moment frame = 8.0; Braced frame = 6.0; Concrete shear wall = 5.0"
          },
          "importance_factor_ie": {
            "type": "number",
            "default": 1.25,
            "description": "Seismic Importance Factor (I_e) (). Standard = 1.0; Schools/Assembly = 1.25; Hospitals/Emergency = 1.5"
          }
        },
        "required": [
          "effective_seismic_weight_kips",
          "spectral_acceleration_sds"
        ]
      }
    },
    {
      "name": "omni_wastewater_bod_aeration_tank",
      "description": "Wastewater BOD Removal Efficiency & Aeration Tank Sizing Calculator. Calculate municipal and industrial wastewater Biochemical Oxygen Demand (BOD\u2085) removal efficiency, hydraulic retention time (HRT), and aeration basin volume. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "wastewater_inflow_mgd": {
            "type": "number",
            "default": 2.5,
            "description": "Daily Wastewater Inflow (MGD) (MGD (Million Gal/Day)). Municipal plant average daily design flow"
          },
          "influent_bod_mg_l": {
            "type": "number",
            "default": 240,
            "description": "Influent Raw BOD\u2085 Concentration (mg/L) (mg/L). Typical municipal raw sewage = 200 - 300 mg/L"
          },
          "effluent_target_bod_mg_l": {
            "type": "number",
            "default": 10,
            "description": "Target Effluent BOD\u2085 Limit (mg/L) (mg/L). NPDES environmental discharge permit limit"
          },
          "hydraulic_retention_time_hrs": {
            "type": "number",
            "default": 6.5,
            "description": "Hydraulic Retention Time (HRT in Hours) (hours). Aeration basin contact time (standard = 4 - 8 hrs)"
          }
        },
        "required": [
          "wastewater_inflow_mgd",
          "influent_bod_mg_l"
        ]
      }
    },
    {
      "name": "omni_pile_axial_capacity_bearing",
      "description": "Deep Foundation Driven Pile Static Axial Skin Friction & End Bearing Capacity. Calculate ultimate and allowable axial compressive load capacity for driven steel H-piles and concrete friction piles (Q_ult = Q_skin + Q_tip). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "pile_embedded_depth_ft": {
            "type": "number",
            "default": 45,
            "description": "Pile Penetration Depth (Feet) (ft). Depth driven below ground surface"
          },
          "pile_perimeter_inches": {
            "type": "number",
            "default": 48.0,
            "description": "Pile Cross-Section Perimeter (Inches) (in). Outer perimeter for skin friction (e.g. 14\" square pile = 56 inches)"
          },
          "average_skin_friction_psf": {
            "type": "number",
            "default": 650,
            "description": "Average Unit Skin Friction (f_s in PSF) (PSF). Unit adhesion/friction along pile shaft"
          },
          "unit_tip_bearing_psf": {
            "type": "number",
            "default": 45000,
            "description": "Unit End Bearing Capacity (q_p in PSF) (PSF). End bearing on dense gravel or bedrock"
          }
        },
        "required": [
          "pile_embedded_depth_ft",
          "pile_perimeter_inches"
        ]
      }
    },
    {
      "name": "omni_prestressed_concrete_elongation",
      "description": "Pre-Stressed Concrete Post-Tension Tendon Elongation & Friction Loss Calculator. Calculate theoretical tendon elongation (\u0394L in inches), jack jacking force, and curvature wobble friction losses (PTI / ACI 318 standards). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "tendon_length_feet": {
            "type": "number",
            "default": 120.0,
            "description": "Total Tendon Length (Feet) (ft). Length between jacking anchorages"
          },
          "number_of_strands": {
            "type": "number",
            "default": 4,
            "description": "Number of 0.5-inch 7-Wire Strands (strands). Standard unbonded monostrand or bonded multi-strand tendon"
          },
          "initial_jacking_force_kips": {
            "type": "number",
            "default": 133.2,
            "description": "Total Initial Jacking Force (kips) (kips (33.3 kips/strand)). 80% of ultimate 270 ksi tensile strength"
          }
        },
        "required": [
          "tendon_length_feet",
          "number_of_strands"
        ]
      }
    },
    {
      "name": "omni_thermal_expansion_bridge_joints",
      "description": "Bridge Superstructure Thermal Expansion & Expansion Joint Sizing Calculator. Calculate total thermal movement (expansion and contraction \u0394L in inches) and select bridge expansion joint seals (strip seal, modular joint) under AASHTO LRFD. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bridge_expansion_length_ft": {
            "type": "number",
            "default": 350,
            "description": "Bridge Continuous Expansion Length (Feet) (ft). Distance from fixed bearing to expansion joint"
          },
          "superstructure_material": {
            "type": "number",
            "default": 1,
            "description": "Superstructure Material (1 = Structural Steel, 2 = Prestressed Concrete) (). 1: Steel (\u03b1 = 0.0000065/\u00b0F), 2: Concrete (\u03b1 = 0.0000060/\u00b0F)"
          },
          "max_design_temp_f": {
            "type": "number",
            "default": 110,
            "description": "Maximum Design Summer Temperature (\u00b0F) (\u00b0F). AASHTO maximum bridge deck temperature"
          },
          "min_design_temp_f": {
            "type": "number",
            "default": -10,
            "description": "Minimum Design Winter Temperature (\u00b0F) (\u00b0F). AASHTO minimum bridge deck temperature"
          }
        },
        "required": [
          "bridge_expansion_length_ft",
          "superstructure_material"
        ]
      }
    },
    {
      "name": "omni_highway_horizontal_curve_radius",
      "description": "Roadway Horizontal Alignment Minimum Curve Radius & Superelevation Calculator. Calculate minimum curve radius (R_min in feet), maximum design superelevation banking (e_max %), and side friction factors compliant with AASHTO Green Book. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "highway_design_speed_mph": {
            "type": "number",
            "default": 65,
            "description": "Design Travel Speed (V in mph) (mph). Highway design speed (e.g. 65 mph freeway)"
          },
          "maximum_superelevation_rate": {
            "type": "number",
            "default": 6.0,
            "description": "Maximum Superelevation Rate (e_max %) (%). Standard rural highway: 6% or 8%; Ice/snow regions: 6%"
          },
          "side_friction_factor": {
            "type": "number",
            "default": 0.11,
            "description": "Side Friction Factor (f_max) (). AASHTO Green Book comfort factor (0.11 at 65 mph, 0.15 at 40 mph)"
          }
        },
        "required": [
          "highway_design_speed_mph",
          "maximum_superelevation_rate"
        ]
      }
    },
    {
      "name": "omni_landed_cost_unit_margin",
      "description": "Total Landed Cost & Gross Margin Calculator. Calculate true per-unit landed cost factoring in FOB factory pricing, ocean freight, customs tariffs, port fees, and drayage to establish profitable retail pricing. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "production_run_units": {
            "type": "number",
            "default": 5000,
            "description": "Production Run Volume (Units) (units). Total quantity manufactured in production batch"
          },
          "fob_unit_cost": {
            "type": "number",
            "default": 8.5,
            "description": "FOB Factory Unit Cost ($). Free On Board factory cost per unit"
          },
          "ocean_air_freight_total": {
            "type": "number",
            "default": 4200,
            "description": "Total International Freight ($). Full container load (FCL) or air freight shipping cost"
          },
          "customs_duty_rate_pct": {
            "type": "number",
            "default": 7.5,
            "description": "Customs Tariff / Duty Rate (%) (%). Harmonized Tariff Schedule (HTS) import duty rate"
          },
          "port_and_drayage_total": {
            "type": "number",
            "default": 1850,
            "description": "Port Customs Clearance & Drayage ($). Customs brokerage, terminal handling, and warehouse trucking"
          },
          "target_retail_price": {
            "type": "number",
            "default": 38.0,
            "description": "Target DTC Retail Price ($). Intended consumer sales price per unit"
          }
        },
        "required": [
          "production_run_units",
          "fob_unit_cost"
        ]
      }
    },
    {
      "name": "omni_inventory_turnover_days_sales",
      "description": "Inventory Turnover Ratio & Days Sales of Inventory (DSI) Calculator. Evaluate retail merchandising velocity and working capital efficiency by calculating inventory turnover ratio and average days required to sell through inventory. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_cogs": {
            "type": "number",
            "default": 750000,
            "description": "Annual Cost of Goods Sold (COGS) ($). Total wholesale inventory cost sold over the trailing 12 months"
          },
          "beginning_inventory_value": {
            "type": "number",
            "default": 140000,
            "description": "Beginning Inventory Value ($ Cost) ($). Inventory valuation at the start of the period"
          },
          "ending_inventory_value": {
            "type": "number",
            "default": 160000,
            "description": "Ending Inventory Value ($ Cost) ($). Inventory valuation at the end of the period"
          }
        },
        "required": [
          "annual_cogs",
          "beginning_inventory_value"
        ]
      }
    },
    {
      "name": "omni_cart_abandonment_revenue_loss",
      "description": "Shopping Cart Abandonment & Recovery Opportunity Calculator. Quantify uncaptured revenue lost to abandoned online checkouts and calculate potential monthly revenue recovered through automated SMS and email nurture flows. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_checkout_initiations": {
            "type": "number",
            "default": 4500,
            "description": "Monthly Initiated Checkouts (checkouts). Shoppers who reach step 1 of checkout"
          },
          "abandonment_rate_pct": {
            "type": "number",
            "default": 69.8,
            "description": "Cart Abandonment Rate (%) (%). Global e-commerce average is approximately 70%"
          },
          "average_order_value_aov": {
            "type": "number",
            "default": 85.0,
            "description": "Average Order Value (AOV) ($). Average total checkout transaction value"
          },
          "email_sms_recovery_pct": {
            "type": "number",
            "default": 8.5,
            "description": "Estimated Flow Recovery Rate (%) (%). Percentage of abandoned sessions recovered via automated flows"
          }
        },
        "required": [
          "monthly_checkout_initiations",
          "abandonment_rate_pct"
        ]
      }
    },
    {
      "name": "omni_gmroi_retail_merchandising",
      "description": "Gross Margin Return on Investment (GMROI) Calculator. Calculate Gross Margin Return on Investment (GMROI) to measure how many gross profit dollars every dollar of inventory investment generates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_sales_revenue": {
            "type": "number",
            "default": 1200000,
            "description": "Annual Retail Sales Revenue ($). Total top-line sales generated by the product line"
          },
          "gross_margin_percentage": {
            "type": "number",
            "default": 55.0,
            "description": "Product Line Gross Margin (%) (%). Gross margin percentage after product COGS"
          },
          "average_inventory_cost_basis": {
            "type": "number",
            "default": 200000,
            "description": "Average Inventory Investment (Cost) ($). Average working capital tied up in inventory at cost"
          }
        },
        "required": [
          "annual_sales_revenue",
          "gross_margin_percentage"
        ]
      }
    },
    {
      "name": "omni_amazon_fba_fee_margin",
      "description": "Amazon FBA Fulfillment Fee & Net Profit Margin Calculator. Calculate exact Amazon Seller Central net unit profits after deducting category referral fees, FBA pick-and-pack fulfillment fees, and landed COGS. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "amazon_retail_price": {
            "type": "number",
            "default": 29.99,
            "description": "Amazon Listing Price ($) ($). Buy Box sales price on Amazon"
          },
          "landed_unit_cogs": {
            "type": "number",
            "default": 6.8,
            "description": "Landed Unit Cost (COGS) ($). Manufactured cost + freight into Amazon fulfillment center"
          },
          "item_shipping_weight_oz": {
            "type": "number",
            "default": 14.0,
            "description": "Shipping Weight (Ounces) (oz). Unit weight including primary packaging"
          },
          "amazon_referral_pct": {
            "type": "number",
            "default": 15.0,
            "description": "Amazon Referral Commission (%) (%). Standard referral fee is 15% for most product categories"
          },
          "monthly_storage_per_unit": {
            "type": "number",
            "default": 0.35,
            "description": "Estimated Monthly Storage Fee ($). FBA monthly cubic foot storage fee allocated per unit"
          }
        },
        "required": [
          "amazon_retail_price",
          "landed_unit_cogs"
        ]
      }
    },
    {
      "name": "omni_safety_stock_reorder_point",
      "description": "Safety Stock & Inventory Reorder Point (ROP) Calculator. Calculate optimal safety stock buffer units and inventory reorder points (ROP) to protect against supplier lead time volatility and demand spikes. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "avg_daily_sales_units": {
            "type": "number",
            "default": 45,
            "description": "Average Daily Sales (Units) (units/day). Mean daily unit velocity over the past 90 days"
          },
          "max_daily_sales_units": {
            "type": "number",
            "default": 80,
            "description": "Maximum Daily Sales Spike (Units) (units/day). Peak daily sales observed during promotions"
          },
          "avg_lead_time_days": {
            "type": "number",
            "default": 30,
            "description": "Average Supplier Lead Time (Days) (days). PO issue date to warehouse dock receiving"
          },
          "max_lead_time_days": {
            "type": "number",
            "default": 45,
            "description": "Maximum Supplier Lead Time (Days) (days). Worst-case supplier production and freight delay"
          }
        },
        "required": [
          "avg_daily_sales_units",
          "max_daily_sales_units"
        ]
      }
    },
    {
      "name": "omni_ltv_cac_payback_period",
      "description": "Customer Lifetime Value (LTV) to CAC & Payback Calculator. Calculate Customer Lifetime Value (LTV), LTV:CAC ratio, and cash payback period in months to evaluate sustainable paid acquisition scaling. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "average_order_value": {
            "type": "number",
            "default": 92.0,
            "description": "Average Order Value (AOV) ($). Average revenue generated per completed order"
          },
          "annual_purchase_frequency": {
            "type": "number",
            "default": 2.4,
            "description": "Orders Per Customer Per Year (orders/yr). Number of purchases an active buyer makes annually"
          },
          "customer_lifespan_years": {
            "type": "number",
            "default": 2.5,
            "description": "Average Customer Lifespan (Years) (years). Average retention period before permanent churn"
          },
          "gross_margin_pct": {
            "type": "number",
            "default": 68.0,
            "description": "Gross Profit Margin (%) (%). Product margin after COGS and fulfillment"
          },
          "blended_cac": {
            "type": "number",
            "default": 42.0,
            "description": "Customer Acquisition Cost (Blended CAC) ($). Total marketing spend divided by new acquired customers"
          }
        },
        "required": [
          "average_order_value",
          "annual_purchase_frequency"
        ]
      }
    },
    {
      "name": "omni_free_shipping_threshold_aov",
      "description": "Free Shipping Threshold & AOV Optimization Calculator. Calculate the mathematically optimal free shipping threshold to lift Average Order Value (AOV) while protecting gross contribution margins. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "baseline_aov": {
            "type": "number",
            "default": 55.0,
            "description": "Current Average Order Value (AOV) ($). Current average checkout cart size"
          },
          "merchant_shipping_cost": {
            "type": "number",
            "default": 6.8,
            "description": "Merchant Outbound Shipping Cost ($). Average postage paid by store per package"
          },
          "product_gross_margin_pct": {
            "type": "number",
            "default": 65.0,
            "description": "Average Gross Profit Margin (%) (%). Gross margin on incremental cart additions"
          },
          "threshold_multiplier": {
            "type": "number",
            "default": 1.25,
            "description": "Target Threshold Stretch Multiplier (\u00d7 AOV). Industry best practice is 120% to 135% of current AOV"
          }
        },
        "required": [
          "baseline_aov",
          "merchant_shipping_cost"
        ]
      }
    },
    {
      "name": "omni_retail_shrinkage_loss",
      "description": "Retail Shrinkage & Loss Prevention Calculator. Calculate total annual retail inventory shrinkage loss, analyze root causes (shoplifting, employee theft, administrative error), and calculate loss prevention ROI. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_retail_sales": {
            "type": "number",
            "default": 3500000,
            "description": "Annual Retail Sales Revenue ($). Gross sales across retail store network"
          },
          "book_inventory_valuation": {
            "type": "number",
            "default": 620000,
            "description": "Book Inventory Valuation ($ Cost) ($). Expected inventory based on ERP/POS records"
          },
          "physical_count_valuation": {
            "type": "number",
            "default": 567500,
            "description": "Physical Audit Valuation ($ Cost) ($). Actual on-hand inventory counted during physical audit"
          },
          "external_theft_pct": {
            "type": "number",
            "default": 38.0,
            "description": "Estimated Shoplifting Share (%) (%). National Retail Federation average is ~36-38%"
          }
        },
        "required": [
          "annual_retail_sales",
          "book_inventory_valuation"
        ]
      }
    },
    {
      "name": "omni_cohort_retention_churn",
      "description": "Customer Cohort Retention & Churn Rate Calculator. Analyze multi-month customer retention curves across acquisition cohorts to calculate 30-day, 90-day, and 365-day retention and churn rates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "initial_cohort_customers": {
            "type": "number",
            "default": 2500,
            "description": "Initial Cohort Acquired Customers (M0) (users). New customers acquired in base month"
          },
          "month_1_retained": {
            "type": "number",
            "default": 1125,
            "description": "Month 1 (30-Day) Active Customers (users). Customers who purchased or renewed in month 1"
          },
          "month_3_retained": {
            "type": "number",
            "default": 750,
            "description": "Month 3 (90-Day) Active Customers (users). Customers still active at 90 days"
          },
          "month_12_retained": {
            "type": "number",
            "default": 450,
            "description": "Month 12 (1-Year) Active Customers (users). Customers still active at 1 full year"
          }
        },
        "required": [
          "initial_cohort_customers",
          "month_1_retained"
        ]
      }
    },
    {
      "name": "omni_merchant_discount_rate_stripe",
      "description": "Payment Gateway Processing Fee & Effective Merchant Discount Rate (MDR) Calculator. Calculate total credit card processing costs (Stripe, Shopify Payments, PayPal) and determine your true effective Merchant Discount Rate (MDR). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_card_volume": {
            "type": "number",
            "default": 85000,
            "description": "Monthly Card Sales Volume ($). Gross credit/debit transactions processed"
          },
          "average_ticket_size": {
            "type": "number",
            "default": 65.0,
            "description": "Average Order / Ticket Size ($). Average dollars per transaction swipe"
          },
          "processor_variable_pct": {
            "type": "number",
            "default": 2.9,
            "description": "Processor Variable Fee (%) (%). Standard Stripe rate is 2.9%"
          },
          "processor_fixed_fee_cents": {
            "type": "number",
            "default": 0.3,
            "description": "Processor Fixed Fee Per Transaction ($). Standard fixed fee is $0.30 per charge"
          }
        },
        "required": [
          "monthly_card_volume",
          "average_ticket_size"
        ]
      }
    },
    {
      "name": "omni_target_roas_break_even",
      "description": "Target ROAS & Break-Even Return on Ad Spend Calculator. Calculate exact break-even Return on Ad Spend (ROAS), target ROAS for desired profit margins, and maximum allowable Cost Per Acquisition (CPA). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "product_retail_price": {
            "type": "number",
            "default": 75.0,
            "description": "Product Retail Selling Price ($). Average checkout price per converted customer"
          },
          "landed_cogs_amount": {
            "type": "number",
            "default": 18.0,
            "description": "Cost of Goods Sold (COGS) ($). Product manufacturing and inbound freight"
          },
          "pick_pack_and_shipping": {
            "type": "number",
            "default": 7.5,
            "description": "Fulfillment & Merchant Shipping Cost ($). Pick, pack, postage, and box materials"
          },
          "desired_net_profit_margin_pct": {
            "type": "number",
            "default": 15.0,
            "description": "Target Net Profit Margin (%) (%). Net profit margin desired after all ad spend"
          }
        },
        "required": [
          "product_retail_price",
          "landed_cogs_amount"
        ]
      }
    },
    {
      "name": "omni_rma_reverse_logistics_cost",
      "description": "Return Merchandise Authorization (RMA) & Reverse Logistics Cost Calculator. Calculate total true financial erosion from customer returns, including return prepaid postage, inspection labor, repackaging, and unsellable inventory write-offs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_orders_shipped": {
            "type": "number",
            "default": 3000,
            "description": "Monthly Orders Shipped (orders). Total volume of outbound orders fulfilled"
          },
          "order_return_rate_pct": {
            "type": "number",
            "default": 14.0,
            "description": "Customer Return Rate (%) (%). Apparel averages 20-30%; electronics/hardgoods 8-12%"
          },
          "average_order_cogs": {
            "type": "number",
            "default": 24.0,
            "description": "Average Order COGS ($). Wholesale manufacturing cost of merchandise"
          },
          "prepaid_return_label_cost": {
            "type": "number",
            "default": 7.2,
            "description": "Prepaid Return Shipping Label ($). Postage paid to carrier (USPS/UPS return service)"
          },
          "inspection_and_labor_cost": {
            "type": "number",
            "default": 4.5,
            "description": "Inspection, QA & Restock Labor ($). Warehouse handling, re-tagging, and repacking"
          },
          "unsellable_liquidation_pct": {
            "type": "number",
            "default": 25.0,
            "description": "Damaged / Unsellable Loss Rate (%) (%). Portion of returned items that cannot be resold at full price"
          }
        },
        "required": [
          "monthly_orders_shipped",
          "order_return_rate_pct"
        ]
      }
    },
    {
      "name": "omni_product_bundle_pricing_elasticity",
      "description": "Product Bundle Pricing & Elasticity Calculator. Model promotional product bundle discounts against single-item sales to forecast incremental gross margin dollars and sales volume lift. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "item_a_retail_price": {
            "type": "number",
            "default": 45.0,
            "description": "Item A Individual Price ($). Primary hero product price"
          },
          "item_b_retail_price": {
            "type": "number",
            "default": 35.0,
            "description": "Item B Individual Price ($). Complementary cross-sell product price"
          },
          "combined_bundle_cogs": {
            "type": "number",
            "default": 20.0,
            "description": "Combined Cost of Goods (COGS) ($). Total wholesale manufacturing cost for both items"
          },
          "bundled_promotional_price": {
            "type": "number",
            "default": 65.0,
            "description": "Bundled Package Price ($). Discounted package price for purchasing both items"
          },
          "baseline_monthly_hero_sales": {
            "type": "number",
            "default": 1000,
            "description": "Baseline Monthly Units (Item A Alone) (units). Units sold prior to bundle promotion"
          }
        },
        "required": [
          "item_a_retail_price",
          "item_b_retail_price"
        ]
      }
    },
    {
      "name": "omni_retail_markdown_optimization",
      "description": "Retail Markdown & Clearance Discount Optimization Calculator. Calculate optimal discount tiers to clear slow-moving inventory, comparing total cash recovered against preserved gross margin. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "original_retail_price": {
            "type": "number",
            "default": 89.0,
            "description": "Original Retail Ticket Price ($). Standard non-discounted MSRP"
          },
          "inventory_unit_cogs": {
            "type": "number",
            "default": 26.0,
            "description": "Unit Inventory Cost (COGS) ($). Cost of goods on balance sheet"
          },
          "slow_moving_units_on_hand": {
            "type": "number",
            "default": 850,
            "description": "Slow-Moving Units on Hand (units). Quantity slated for clearance liquidation"
          },
          "proposed_markdown_pct": {
            "type": "number",
            "default": 35.0,
            "description": "Proposed Markdown Discount (%) (%). Percentage off original MSRP"
          }
        },
        "required": [
          "original_retail_price",
          "inventory_unit_cogs"
        ]
      }
    },
    {
      "name": "omni_open_to_buy_otb_budget",
      "description": "Open-to-Buy (OTB) Retail Inventory Budget Calculator. Calculate exact monthly retail Open-to-Buy (OTB) purchasing budgets at retail and wholesale cost to prevent over-buying while meeting seasonal sales targets. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "planned_monthly_sales": {
            "type": "number",
            "default": 250000,
            "description": "Planned Monthly Retail Sales ($). Forecasted sales revenue for the month"
          },
          "planned_monthly_markdowns": {
            "type": "number",
            "default": 18000,
            "description": "Planned Promotional Markdowns ($). Planned price discounts and promotional allowances"
          },
          "planned_end_of_month_inventory": {
            "type": "number",
            "default": 420000,
            "description": "Target End-of-Month (EOM) Inventory ($). Stock required at month end to support following month sales"
          },
          "beginning_inventory_on_hand": {
            "type": "number",
            "default": 380000,
            "description": "Beginning Inventory (BOM) on Hand ($). Actual on-hand inventory valuation at retail at month start"
          },
          "outstanding_purchase_orders": {
            "type": "number",
            "default": 95000,
            "description": "Inventory Currently on Order ($). Committed POs already placed with vendors arriving this month"
          },
          "target_markup_pct": {
            "type": "number",
            "default": 55.0,
            "description": "Average Initial Markup (IMU %) (%). Standard markup percentage applied to wholesale cost"
          }
        },
        "required": [
          "planned_monthly_sales",
          "planned_monthly_markdowns"
        ]
      }
    },
    {
      "name": "omni_email_revenue_per_recipient",
      "description": "Email Marketing Revenue Per Recipient (RPR) & Campaign ROI Calculator. Evaluate email marketing broadcast and flow performance by calculating Revenue Per Recipient (RPR), Revenue Per Unique Open, and net campaign ROI. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "delivered_recipients_count": {
            "type": "number",
            "default": 65000,
            "description": "Delivered Recipients (recipients). Successfully delivered inbox count"
          },
          "campaign_gross_revenue": {
            "type": "number",
            "default": 14500,
            "description": "Attributed Campaign Revenue ($). Last-click or 7-day attributed sales via UTMs"
          },
          "unique_open_rate_pct": {
            "type": "number",
            "default": 24.5,
            "description": "Unique Open Rate (%) (%). Percentage of recipients who opened the message"
          },
          "campaign_production_cost": {
            "type": "number",
            "default": 650,
            "description": "Campaign Cost (Copy, Design & ESP) ($). Copywriting, graphic design, and ESP send credits"
          }
        },
        "required": [
          "delivered_recipients_count",
          "campaign_gross_revenue"
        ]
      }
    },
    {
      "name": "omni_aov_expansion_elasticity",
      "description": "Average Order Value (AOV) Expansion & Cross-Sell Uplift Calculator. Calculate incremental top-line and annual revenue generated by increasing post-purchase cross-sell attach rates and order bumping. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_order_volume": {
            "type": "number",
            "default": 4000,
            "description": "Monthly Order Volume (orders). Total orders transacted each month"
          },
          "baseline_store_aov": {
            "type": "number",
            "default": 62.0,
            "description": "Current Baseline AOV ($). Average ticket price before cross-sell optimization"
          },
          "cross_sell_attach_rate_pct": {
            "type": "number",
            "default": 18.0,
            "description": "Cross-Sell / Order Bump Attach Rate (%) (%). Percentage of buyers who accept the checkout add-on"
          },
          "cross_sell_item_price": {
            "type": "number",
            "default": 22.0,
            "description": "Add-On Cross-Sell Retail Price ($). Selling price of the recommended complementary product"
          }
        },
        "required": [
          "monthly_order_volume",
          "baseline_store_aov"
        ]
      }
    },
    {
      "name": "omni_dropshipping_vs_3pl_margin",
      "description": "Dropshipping vs 3PL Warehousing Profitability Calculator. Compare net profit margins between direct supplier dropshipping versus bulk wholesale inventory stored in a domestic 3PL fulfillment warehouse. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "monthly_fulfilled_orders": {
            "type": "number",
            "default": 1800,
            "description": "Monthly Order Volume (orders). Units sold per month"
          },
          "dropship_unit_cost": {
            "type": "number",
            "default": 24.5,
            "description": "Dropship Unit Supplier Price ($). Total per-unit cost charged by dropshipping vendor including shipping"
          },
          "bulk_wholesale_unit_cogs": {
            "type": "number",
            "default": 9.2,
            "description": "Bulk Wholesale Manufacturing Cost ($). Factory price per unit when ordering in bulk container quantities"
          },
          "warehouse_pick_pack_per_unit": {
            "type": "number",
            "default": 7.4,
            "description": "3PL Pick, Pack & Postage Per Order ($). Fulfillment warehouse handling plus domestic postage"
          },
          "monthly_3pl_pallet_storage": {
            "type": "number",
            "default": 450,
            "description": "Monthly 3PL Pallet Storage Total ($). Monthly pallet holding fees charged by 3PL"
          }
        },
        "required": [
          "monthly_fulfilled_orders",
          "dropship_unit_cost"
        ]
      }
    },
    {
      "name": "omni_nps_customer_satisfaction",
      "description": "Net Promoter Score (NPS) & Customer Sentiment Index Calculator. Calculate your store's Net Promoter Score (NPS) from customer survey distributions, classifying Promoters, Passives, and Detractors. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "promoter_respondents_count": {
            "type": "number",
            "default": 640,
            "description": "Promoter Responses (Score 9-10) (votes). Loyal brand advocates who recommend your store"
          },
          "passive_respondents_count": {
            "type": "number",
            "default": 240,
            "description": "Passive Responses (Score 7-8) (votes). Satisfied but indifferent customers susceptible to competition"
          },
          "detractor_respondents_count": {
            "type": "number",
            "default": 120,
            "description": "Detractor Responses (Score 0-6) (votes). Unhappy customers who risk negative reviews and churn"
          }
        },
        "required": [
          "promoter_respondents_count",
          "passive_respondents_count"
        ]
      }
    },
    {
      "name": "omni_tiered_affiliate_commission",
      "description": "Tiered Affiliate Marketing Commission & Payout Calculator. Calculate blended affiliate commission payouts, network platform tracking overrides, and net affiliate return across tiered sales performance brackets. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "affiliate_generated_sales": {
            "type": "number",
            "default": 65000,
            "description": "Affiliate Driven Sales Volume ($). Total verified sales generated by affiliate partner"
          },
          "tier_1_base_commission_pct": {
            "type": "number",
            "default": 10.0,
            "description": "Tier 1 Base Commission (%) (%). Base commission rate up to threshold volume"
          },
          "tier_2_volume_threshold": {
            "type": "number",
            "default": 30000,
            "description": "Tier 2 Performance Threshold ($). Sales threshold where higher commission tier unlocks"
          },
          "tier_2_elevated_commission_pct": {
            "type": "number",
            "default": 15.0,
            "description": "Tier 2 Elevated Commission (%) (%). Higher rate applied to sales above the tier 2 threshold"
          },
          "network_platform_override_pct": {
            "type": "number",
            "default": 2.5,
            "description": "SaaS Platform Network Fee (%) (%). Impact.com, ShareASale, or CJ Affiliate tracking fee"
          }
        },
        "required": [
          "affiliate_generated_sales",
          "tier_1_base_commission_pct"
        ]
      }
    },
    {
      "name": "omni_mrr_expansion_contraction",
      "description": "Monthly Recurring Revenue (MRR) Net Expansion & Contraction Calculator. Calculate Net New MRR, Net Revenue Retention (NRR), and MRR growth velocity across new acquisitions, account upgrades, downgrades, and churn. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "beginning_monthly_mrr": {
            "type": "number",
            "default": 120000,
            "description": "Beginning of Month MRR ($). Active recurring revenue at the start of the month"
          },
          "new_customer_mrr": {
            "type": "number",
            "default": 14000,
            "description": "New Customer MRR Acquired ($). MRR from brand new subscribers in month"
          },
          "expansion_upsell_mrr": {
            "type": "number",
            "default": 6500,
            "description": "Expansion MRR (Upgrades / Add-ons) ($). Existing customers upgrading tiers or adding seats"
          },
          "contraction_downgrade_mrr": {
            "type": "number",
            "default": 2200,
            "description": "Contraction MRR (Downgrades) ($). Existing customers downgrading to cheaper plans"
          },
          "churned_customer_mrr": {
            "type": "number",
            "default": 4800,
            "description": "Churned MRR (Cancellations) ($). Revenue lost from full subscriber cancellations"
          }
        },
        "required": [
          "beginning_monthly_mrr",
          "new_customer_mrr"
        ]
      }
    },
    {
      "name": "omni_bogo_buy_one_get_one_margin",
      "description": "BOGO (Buy One Get One) Promotional Profit Margin Calculator. Calculate the real profit margin dilution of Buy One Get One promotions (BOGO Free vs BOGO 50% Off) against normal non-discounted sales. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "single_unit_retail_msrp": {
            "type": "number",
            "default": 48.0,
            "description": "Full Single Unit Retail MSRP ($). Normal selling price for one unit"
          },
          "single_unit_cogs": {
            "type": "number",
            "default": 11.5,
            "description": "Single Unit Manufacturing Cost (COGS) ($). Landed wholesale cost per unit"
          },
          "bogo_second_unit_discount_pct": {
            "type": "number",
            "default": 100.0,
            "description": "Second Item Discount Depth (%) (%). 100% = Buy One Get One Free; 50% = Buy One Get One Half Off"
          },
          "combined_fulfillment_shipping_cost": {
            "type": "number",
            "default": 8.2,
            "description": "Combined Two-Unit Shipping Cost ($). Shipping cost to send two units in single package"
          }
        },
        "required": [
          "single_unit_retail_msrp",
          "single_unit_cogs"
        ]
      }
    },
    {
      "name": "omni_ecommerce_return_reserve",
      "description": "E-Commerce Return Reserve & Allowance Fund Calculator. Calculate GAAP/IFRS compliant return allowance reserves to prevent unexpected cashflow shortfalls and comply with financial reporting standards. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "trailing_monthly_gross_revenue": {
            "type": "number",
            "default": 280000,
            "description": "Monthly Gross Sales Revenue ($). Gross credit card billings prior to refunds"
          },
          "historical_return_frequency_pct": {
            "type": "number",
            "default": 11.5,
            "description": "Historical Return Rate (%) (%). Average return rate over the trailing 12 months"
          },
          "inventory_resale_recovery_pct": {
            "type": "number",
            "default": 65.0,
            "description": "Inventory Resale Recovery Rate (%) (%). Percentage of returned goods successfully resold at full or clearance price"
          },
          "return_window_days": {
            "type": "number",
            "default": 30,
            "description": "Store Return Policy Window (Days) (days). Allowable customer return duration"
          }
        },
        "required": [
          "trailing_monthly_gross_revenue",
          "historical_return_frequency_pct"
        ]
      }
    },
    {
      "name": "omni_influencer_marketing_roas",
      "description": "Influencer Marketing Campaign ROAS & EMV Calculator. Calculate Return on Ad Spend (ROAS), Customer Acquisition Cost (CPA), and Earned Media Value (EMV) for creator sponsorships and influencer seedings. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "influencer_sponsorship_fee": {
            "type": "number",
            "default": 3500,
            "description": "Creator Sponsorship Flat Fee ($). Cash fee paid for dedicated reel/video integration"
          },
          "gifting_inventory_and_shipping": {
            "type": "number",
            "default": 350,
            "description": "Gifted Product COGS & Shipping ($). Cost of free merchandise sent to the creator"
          },
          "attributed_campaign_sales": {
            "type": "number",
            "default": 11200,
            "description": "Attributed Sales Revenue (Promo / UTM) ($). Direct purchases tracked through affiliate link or discount code"
          },
          "attributed_customer_orders": {
            "type": "number",
            "default": 140,
            "description": "Attributed Customer Orders (orders). Number of transactions generated"
          },
          "total_post_impressions": {
            "type": "number",
            "default": 85000,
            "description": "Total Verified Views / Impressions (views). Total organic views accumulated by post"
          }
        },
        "required": [
          "influencer_sponsorship_fee",
          "gifting_inventory_and_shipping"
        ]
      }
    },
    {
      "name": "omni_deadstock_liquidation_cashflow",
      "description": "Deadstock Holding Cost & Liquidation Cashflow Calculator. Calculate true monthly carrying losses on deadstock inventory (warehouse rent, insurance, opportunity cost) and determine the exact financial breakeven of immediate bulk liquidation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "deadstock_cost_basis": {
            "type": "number",
            "default": 45000,
            "description": "Deadstock Inventory Value ($ Cost) ($). Balance sheet wholesale cost of unsold aged inventory"
          },
          "annual_carrying_cost_pct": {
            "type": "number",
            "default": 24.0,
            "description": "Annual Carrying Cost Rate (%) (%). Storage fees, insurance, handling, and cost of capital (typically 20-30%)"
          },
          "months_held_in_storage": {
            "type": "number",
            "default": 12,
            "description": "Months Slated in Storage (months). Number of months until potential organic sell-through"
          },
          "liquidator_offer_pct_cogs": {
            "type": "number",
            "default": 40.0,
            "description": "Wholesale Liquidator Offer (% of COGS) (%). B2B liquidation broker buyout offer percentage"
          }
        },
        "required": [
          "deadstock_cost_basis",
          "annual_carrying_cost_pct"
        ]
      }
    },
    {
      "name": "omni_retail_sales_per_square_foot",
      "description": "Retail Store Sales Per Square Foot & Space Productivity Calculator. Calculate retail store sales per square foot, analyze sales per selling foot versus backroom storage, and benchmark space productivity. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_gross_store_sales": {
            "type": "number",
            "default": 1450000,
            "description": "Annual Store Sales Revenue ($). Gross in-store sales over past 12 months"
          },
          "total_retail_gross_sqft": {
            "type": "number",
            "default": 3200,
            "description": "Total Store Lease Footprint (Sq Ft) (sq ft). Total leased physical premises square footage"
          },
          "selling_space_percentage": {
            "type": "number",
            "default": 75.0,
            "description": "Selling Floor Area Share (%) (%). Portion of store accessible to shoppers (excluding backroom/breakroom)"
          },
          "annual_lease_rent_total": {
            "type": "number",
            "default": 115000,
            "description": "Annual Lease Base Rent ($). Annual rent paid to commercial landlord"
          }
        },
        "required": [
          "annual_gross_store_sales",
          "total_retail_gross_sqft"
        ]
      }
    },
    {
      "name": "omni_direct_mail_catalog_roi",
      "description": "Direct Mail Postcard & Catalog Campaign ROI Calculator. Calculate Customer Acquisition Cost (CPA), breakeven response rate, and net ROI for direct mail postcard, flyer, and retail catalog campaigns. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_pieces_mailed": {
            "type": "number",
            "default": 25000,
            "description": "Total Mailers Sent (pieces). Total postcards or catalogs mailed via USPS EDDM or targeted list"
          },
          "cost_per_piece_all_in": {
            "type": "number",
            "default": 0.85,
            "description": "Cost Per Piece (Print + Postage + List) ($). Printing, addressing, list rental, and USPS postage per mailer"
          },
          "average_order_value_aov": {
            "type": "number",
            "default": 115.0,
            "description": "Average Order Value (AOV) ($). Average checkout value generated from mail response"
          },
          "campaign_response_rate_pct": {
            "type": "number",
            "default": 1.8,
            "description": "Mail Response Rate (%) (%). Percentage of recipients who make a purchase using promo code/QR"
          },
          "product_gross_margin_pct": {
            "type": "number",
            "default": 65.0,
            "description": "Product Gross Margin (%) (%). Gross margin after merchandise COGS"
          }
        },
        "required": [
          "total_pieces_mailed",
          "cost_per_piece_all_in"
        ]
      }
    },
    {
      "name": "omni_customs_import_duty_hts",
      "description": "Customs Import Duty & Section 301 Tariff Calculator. Calculate US customs import duties, Section 301 China trade tariffs, Merchandise Processing Fees (MPF), and Harbor Maintenance Fees (HMF). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "commercial_invoice_value": {
            "type": "number",
            "default": 65000,
            "description": "Commercial Invoice Customs Value (FOB $) ($). Transaction value declared to US Customs & Border Protection"
          },
          "base_hts_duty_rate_pct": {
            "type": "number",
            "default": 4.5,
            "description": "Base HTS Tariff Duty Rate (%) (%). Harmonized Tariff Schedule base duty rate for product code"
          },
          "section_301_tariff_rate_pct": {
            "type": "number",
            "default": 25.0,
            "description": "Section 301 China Tariff Rate (%) (%). Section 301 punitive tariff (e.g. 7.5% or 25% for China origin)"
          },
          "is_ocean_freight_shipment": {
            "type": "number",
            "default": 1,
            "description": "Ocean Freight Entry (Subject to HMF) (1=Yes, 0=Air). Ocean entries incur 0.125% Harbor Maintenance Fee"
          }
        },
        "required": [
          "commercial_invoice_value",
          "base_hts_duty_rate_pct"
        ]
      }
    },
    {
      "name": "omni_retail_replenishment_lead_time_eoq",
      "description": "Economic Order Quantity (EOQ) & Total Cost of Inventory Calculator. Calculate the mathematically optimal Economic Order Quantity (EOQ) that minimizes the sum of inventory ordering costs and holding carrying costs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "annual_unit_demand_d": {
            "type": "number",
            "default": 12000,
            "description": "Annual Unit Demand (Units / Year) (units). Total quantity of units sold over a 12-month period (D)"
          },
          "fixed_order_cost_s": {
            "type": "number",
            "default": 150.0,
            "description": "Fixed Cost Per Purchase Order (S) ($). Administrative PO processing, wire transfer fees, and receiving labor"
          },
          "annual_unit_holding_cost_h": {
            "type": "number",
            "default": 3.6,
            "description": "Annual Holding Cost Per Unit (H) ($/unit/yr). Annual cost to hold one unit in warehouse (storage + interest + insurance)"
          }
        },
        "required": [
          "annual_unit_demand_d",
          "fixed_order_cost_s"
        ]
      }
    },
    {
      "name": "omni_drug_elimination_half_life",
      "description": "Pharmacokinetics Drug Elimination Half-Life (t\u00bd) & Clearance Calculator. Calculate elimination rate constant (ke), elimination half-life (t\u00bd), systemic drug clearance (CL), and time to steady state accumulation or 99% elimination. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "volume_of_distribution_vd": {
            "type": "number",
            "default": 42.0,
            "description": "Volume of Distribution (Vd in Liters) (L). Apparent physiological volume into which drug distributes"
          },
          "systemic_clearance_cl": {
            "type": "number",
            "default": 3.5,
            "description": "Systemic Clearance (CL in L/hour) (L/hr). Volume of plasma cleared of drug per unit time (hepatic + renal)"
          },
          "initial_peak_concentration_c0": {
            "type": "number",
            "default": 25.0,
            "description": "Peak Plasma Concentration (C\u2080 in mg/L) (mg/L). Maximum post-infusion or absorption plasma level"
          },
          "elapsed_time_hours": {
            "type": "number",
            "default": 12.0,
            "description": "Elapsed Post-Dose Time (Hours) (hours). Hours following dose administration"
          }
        },
        "required": [
          "volume_of_distribution_vd",
          "systemic_clearance_cl"
        ]
      }
    },
    {
      "name": "omni_cockcroft_gault_crcl",
      "description": "Cockcroft-Gault Creatinine Clearance (CrCl) & Renal Dosing Calculator. Calculate estimated Creatinine Clearance (CrCl) via the standard Cockcroft-Gault equation for clinical pharmacokinetic drug dosing and renal impairment staging. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "patient_age_years": {
            "type": "number",
            "default": 65,
            "description": "Patient Age (Years) (years). Adult patient age"
          },
          "patient_weight_kg": {
            "type": "number",
            "default": 72.0,
            "description": "Actual Body Weight (kg) (kg). Patient weight in kilograms (1 lb = 0.4536 kg)"
          },
          "serum_creatinine_mg_dl": {
            "type": "number",
            "default": 1.4,
            "description": "Serum Creatinine (SCr in mg/dL) (mg/dL). Laboratory serum creatinine concentration"
          },
          "patient_sex_biological": {
            "type": "number",
            "default": 1,
            "description": "Biological Sex (1=Male, 0=Female) (1=M, 0=F). Female factor multiplies result by 0.85 due to lower average muscle mass"
          }
        },
        "required": [
          "patient_age_years",
          "patient_weight_kg"
        ]
      }
    },
    {
      "name": "omni_iv_drip_infusion_rate",
      "description": "IV Drip Rate & Infusion Velocity Calculator. Calculate electronic IV infusion pump rates in mL/hr and gravity drip rates in drops per minute (gtt/min) across macrodrip and microdrip tubing sets. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "prescribed_iv_volume_ml": {
            "type": "number",
            "default": 1000,
            "description": "Prescribed IV Fluid Volume (mL) (mL). Total infusion volume (e.g. 0.9% Normal Saline or D5W)"
          },
          "infusion_duration_hours": {
            "type": "number",
            "default": 8.0,
            "description": "Infusion Duration (Hours) (hours). Target run time ordered by physician"
          },
          "iv_tubing_drip_factor": {
            "type": "number",
            "default": 15,
            "description": "Tubing Drip Factor (gtt/mL) (gtt/mL). Standard macrodrip is 10, 15, or 20 gtt/mL; pediatric microdrip is 60 gtt/mL"
          }
        },
        "required": [
          "prescribed_iv_volume_ml",
          "infusion_duration_hours"
        ]
      }
    },
    {
      "name": "omni_pcr_primer_tm",
      "description": "PCR Primer Melting Temperature (Tm) & Annealing Calculator. Calculate DNA oligonucleotide PCR primer melting temperature (Tm) via the Wallace 2+4 rule and nearest-neighbor thermodynamics, and determine optimal annealing temperature (Ta). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "primer_length_bp": {
            "type": "number",
            "default": 22,
            "description": "Primer Length (Base Pairs) (bp). Typical PCR primers are 18-25 nucleotides long"
          },
          "gc_nucleotide_count": {
            "type": "number",
            "default": 11,
            "description": "Number of G and C Bases (bases). Number of Guanine (G) and Cytosine (C) residues"
          },
          "monovalent_salt_concentration_mm": {
            "type": "number",
            "default": 50,
            "description": "Monovalent Cation [Na\u207a/K\u207a] (mM) (mM). Standard PCR buffer contains 50 mM KCl"
          }
        },
        "required": [
          "primer_length_bp",
          "gc_nucleotide_count"
        ]
      }
    },
    {
      "name": "omni_michaelis_menten_kinetics",
      "description": "Michaelis-Menten Enzyme Kinetics & Lineweaver-Burk Calculator. Calculate steady-state enzyme reaction velocity (v), maximum velocity (Vmax), Michaelis constant (Km), and double-reciprocal Lineweaver-Burk coordinates. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "substrate_concentration_s": {
            "type": "number",
            "default": 25.0,
            "description": "Substrate Concentration [S] (\u03bcM) (\u03bcM). Concentration of reaction substrate in assay"
          },
          "max_reaction_velocity_vmax": {
            "type": "number",
            "default": 120.0,
            "description": "Maximum Velocity Vmax (\u03bcmol/min) (\u03bcmol/min). Asymptotic maximum rate at enzyme substrate saturation"
          },
          "michaelis_constant_km": {
            "type": "number",
            "default": 15.0,
            "description": "Michaelis Constant Km (\u03bcM) (\u03bcM). Substrate concentration at which velocity is exactly half of Vmax"
          }
        },
        "required": [
          "substrate_concentration_s",
          "max_reaction_velocity_vmax"
        ]
      }
    },
    {
      "name": "omni_body_surface_area_mosteller",
      "description": "Body Surface Area (BSA) Calculator (Mosteller & Du Bois Formulas). Calculate adult and pediatric Body Surface Area (BSA in m\u00b2) via the Mosteller and Du Bois formulas for oncology chemotherapy dosing and hemodynamic index calculations. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "patient_height_cm": {
            "type": "number",
            "default": 175.0,
            "description": "Patient Height (Centimeters) (cm). 1 inch = 2.54 cm (e.g. 5'9\" = 175 cm)"
          },
          "patient_weight_kg": {
            "type": "number",
            "default": 75.0,
            "description": "Patient Weight (Kilograms) (kg). 1 lb = 0.4536 kg (e.g. 165 lbs = 75 kg)"
          },
          "chemo_protocol_dose_per_m2": {
            "type": "number",
            "default": 75.0,
            "description": "Chemotherapy Protocol Dose (mg/m\u00b2) (mg/m\u00b2). Standard protocol dose (e.g. Cisplatin or Doxorubicin)"
          }
        },
        "required": [
          "patient_height_cm",
          "patient_weight_kg"
        ]
      }
    },
    {
      "name": "omni_serial_dilution_c1v1",
      "description": "Laboratory Serial Dilution & Stock Solution Concentration (C\u2081V\u2081 = C\u2082V\u2082) Calculator. Calculate stock solution volume, buffer diluent required, and multi-step serial dilution ratios for molecular biology, chemistry, and pharmacology bench work. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "stock_concentration_c1": {
            "type": "number",
            "default": 10.0,
            "description": "Initial Stock Concentration (C\u2081) (M or mg/mL). Concentration of concentrated stock chemical"
          },
          "desired_final_concentration_c2": {
            "type": "number",
            "default": 0.25,
            "description": "Desired Target Concentration (C\u2082) (M or mg/mL). Concentration needed in experimental working solution"
          },
          "final_working_volume_v2": {
            "type": "number",
            "default": 100.0,
            "description": "Desired Final Volume (V\u2082 in mL) (mL). Total final volume needed for experiment"
          }
        },
        "required": [
          "stock_concentration_c1",
          "desired_final_concentration_c2"
        ]
      }
    },
    {
      "name": "omni_cell_culture_doubling_time",
      "description": "In Vitro Cell Culture Doubling Time & Specific Growth Rate Calculator. Calculate mammalian and bacterial cell culture doubling time (Td), specific growth rate constant (\u03bc), and cumulative fold expansion across passage intervals. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "initial_seeded_cell_count": {
            "type": "number",
            "default": 500000,
            "description": "Initial Seeded Cell Count (N\u2080) (cells). Cells seeded into flask at start of passage"
          },
          "final_harvested_cell_count": {
            "type": "number",
            "default": 4200000,
            "description": "Harvested Final Cell Count (Nt) (cells). Total cells counted at harvesting/trypsinization"
          },
          "culture_growth_time_hours": {
            "type": "number",
            "default": 48.0,
            "description": "Culture Duration (Hours) (hours). Elapsed incubation time"
          }
        },
        "required": [
          "initial_seeded_cell_count",
          "final_harvested_cell_count"
        ]
      }
    },
    {
      "name": "omni_beer_lambert_spectrophotometry",
      "description": "Beer-Lambert Law Spectrophotometry & Protein Concentration Calculator. Calculate solute molar concentration, absorbance (A), and percent transmittance (%T) using the Beer-Lambert spectrophotometric absorption law. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "measured_absorbance_a": {
            "type": "number",
            "default": 0.65,
            "description": "Measured Absorbance (OD Units) (OD). Spectrophotometer reading (linear range: 0.1 to 1.5)"
          },
          "molar_extinction_coefficient_e": {
            "type": "number",
            "default": 43824,
            "description": "Molar Extinction Coefficient \u03b5 (M\u207b\u00b9 cm\u207b\u00b9) (M\u207b\u00b9 cm\u207b\u00b9). Protein/nucleic acid molar absorptivity (e.g. BSA at 280 nm = 43,824)"
          },
          "cuvette_path_length_l": {
            "type": "number",
            "default": 1.0,
            "description": "Cuvette Path Length (cm) (cm). Standard UV cuvette optical path length is 1.0 cm (NanoDrop is 0.1 cm)"
          }
        },
        "required": [
          "measured_absorbance_a",
          "molar_extinction_coefficient_e"
        ]
      }
    },
    {
      "name": "omni_hemocytometer_cell_viability",
      "description": "Hemocytometer Cell Count & Trypan Blue Viability Calculator. Calculate total cell concentration (cells/mL), percentage viability from Trypan blue dye exclusion, and total yield for bioreactors and culture flasks. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "live_viable_cells_counted": {
            "type": "number",
            "default": 180,
            "description": "Viable Live Cells Counted (Clear) (cells). Cells excluding Trypan blue dye across counted grid squares"
          },
          "dead_nonviable_cells_counted": {
            "type": "number",
            "default": 20,
            "description": "Non-Viable Dead Cells Counted (Blue) (cells). Cells stained blue due to compromised membrane"
          },
          "large_grid_squares_counted": {
            "type": "number",
            "default": 4,
            "description": "Number of Large Squares Counted (1 mm\u00b2) (squares). Typically 4 corner squares of Neubauer hemocytometer"
          },
          "trypan_dilution_factor": {
            "type": "number",
            "default": 2.0,
            "description": "Dilution Factor (e.g. 1:1 Trypan Blue = 2\u00d7) (\u00d7). 1:1 cell suspension to dye ratio equals a 2\u00d7 dilution"
          },
          "original_cell_suspension_volume_ml": {
            "type": "number",
            "default": 15.0,
            "description": "Total Harvest Suspension Volume (mL) (mL). Total volume of cell pellet suspension"
          }
        },
        "required": [
          "live_viable_cells_counted",
          "dead_nonviable_cells_counted"
        ]
      }
    },
    {
      "name": "omni_henderson_hasselbalch_ph",
      "description": "Henderson-Hasselbalch Buffer pH & Acid-Base Equilibrium Calculator. Calculate aqueous buffer solution pH, conjugate acid-base equilibrium ratios, and buffer capacity using the Henderson-Hasselbalch equation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "acid_dissociation_constant_pka": {
            "type": "number",
            "default": 4.76,
            "description": "Acid Dissociation Constant (pKa) (pKa). pKa of weak acid (e.g. Acetic Acid = 4.76; Phosphate pKa2 = 7.20)"
          },
          "conjugate_base_concentration": {
            "type": "number",
            "default": 0.15,
            "description": "Conjugate Base [A\u207b] (Molar M) (M). Concentration of deprotonated salt (e.g. Sodium Acetate)"
          },
          "weak_acid_concentration": {
            "type": "number",
            "default": 0.1,
            "description": "Weak Acid [HA] (Molar M) (M). Concentration of protonated acid (e.g. Acetic Acid)"
          }
        },
        "required": [
          "acid_dissociation_constant_pka",
          "conjugate_base_concentration"
        ]
      }
    },
    {
      "name": "omni_centrifuge_rcf_g_force",
      "description": "Centrifuge Relative Centrifugal Force (RCF / g-Force) & RPM Calculator. Convert between rotational speed (RPM) and Relative Centrifugal Force (RCF in \u00d7g) using exact rotor radius geometry to reproduce centrifugation protocols. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "centrifuge_rotor_speed_rpm": {
            "type": "number",
            "default": 14000,
            "description": "Rotational Speed (RPM) (RPM). Rotor revolutions per minute"
          },
          "rotor_radius_centimeters": {
            "type": "number",
            "default": 8.5,
            "description": "Rotor Radius (r in cm) (cm). Distance from center of centrifuge spindle to bottom of tube bucket"
          }
        },
        "required": [
          "centrifuge_rotor_speed_rpm",
          "rotor_radius_centimeters"
        ]
      }
    },
    {
      "name": "omni_clinical_trial_sample_size",
      "description": "Clinical Trial Sample Size & Statistical Power Calculator. Calculate required patient sample size per treatment arm for superiority randomized controlled trials (RCTs) based on statistical power, alpha, and effect size. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "control_group_event_rate_p1": {
            "type": "number",
            "default": 20.0,
            "description": "Control Group Response Rate (p\u2081 in %) (%). Expected baseline response rate or historical control"
          },
          "experimental_event_rate_p2": {
            "type": "number",
            "default": 35.0,
            "description": "Experimental Group Target Rate (p\u2082 in %) (%). Clinically meaningful target response rate for new drug"
          },
          "type_1_error_alpha_pct": {
            "type": "number",
            "default": 5.0,
            "description": "Significance Level \u03b1 (Two-Tailed %) (% (\u03b1=0.05)). Standard medical threshold is \u03b1 = 0.05 (Z = 1.96)"
          },
          "statistical_power_pct": {
            "type": "number",
            "default": 80.0,
            "description": "Statistical Power (1 - \u03b2 %) (% (Power)). Probability of detecting a true difference (typically 80% or 90%)"
          },
          "anticipated_dropout_rate_pct": {
            "type": "number",
            "default": 15.0,
            "description": "Anticipated Patient Dropout Rate (%) (%). Patients lost to follow-up over trial duration"
          }
        },
        "required": [
          "control_group_event_rate_p1",
          "experimental_event_rate_p2"
        ]
      }
    },
    {
      "name": "omni_hazard_ratio_relative_risk",
      "description": "Hazard Ratio (HR), Relative Risk (RR) & Odds Ratio (OR) Calculator. Calculate clinical evidence metrics including Relative Risk (RR), Relative Risk Reduction (RRR), Absolute Risk Reduction (ARR), and Number Needed to Treat (NNT). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "experimental_event_count_a": {
            "type": "number",
            "default": 35,
            "description": "Experimental Group Events (a) (events). Patients experiencing primary outcome in treatment arm"
          },
          "experimental_total_count_n1": {
            "type": "number",
            "default": 500,
            "description": "Experimental Group Total Sample (n\u2081) (patients). Total patients in experimental treatment arm"
          },
          "control_event_count_c": {
            "type": "number",
            "default": 70,
            "description": "Control / Placebo Events (c) (events). Patients experiencing primary outcome in placebo arm"
          },
          "control_total_count_n2": {
            "type": "number",
            "default": 500,
            "description": "Control Group Total Sample (n\u2082) (patients). Total patients in control placebo arm"
          }
        },
        "required": [
          "experimental_event_count_a",
          "experimental_total_count_n1"
        ]
      }
    },
    {
      "name": "omni_diagnostic_sensitivity_specificity",
      "description": "Clinical Diagnostic Test Sensitivity, Specificity & Predictive Value (PPV/NPV) Calculator. Calculate diagnostic Sensitivity, Specificity, Positive Predictive Value (PPV), Negative Predictive Value (NPV), and Likelihood Ratios from a 2\u00d72 contingency table. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "true_positives_tp": {
            "type": "number",
            "default": 95,
            "description": "True Positives (TP) (cases). Sick patients correctly identified by test as positive"
          },
          "false_positives_fp": {
            "type": "number",
            "default": 10,
            "description": "False Positives (FP) (cases). Healthy individuals incorrectly flagged as positive"
          },
          "false_negatives_fn": {
            "type": "number",
            "default": 5,
            "description": "False Negatives (FN) (cases). Sick patients incorrectly flagged as negative"
          },
          "true_negatives_tn": {
            "type": "number",
            "default": 890,
            "description": "True Negatives (TN) (cases). Healthy individuals correctly identified as negative"
          }
        },
        "required": [
          "true_positives_tp",
          "false_positives_fp"
        ]
      }
    },
    {
      "name": "omni_molarity_normality_solution",
      "description": "Solution Molarity, Molality & Normality Preparation Calculator. Calculate chemical solute mass required in grams to prepare precise laboratory solutions of defined Molarity (M), Normality (N), and target volume. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "target_molarity_mol_l": {
            "type": "number",
            "default": 0.5,
            "description": "Desired Target Molarity (M in mol/L) (M). Molar concentration of final solution"
          },
          "solution_volume_liters": {
            "type": "number",
            "default": 1.0,
            "description": "Target Solution Volume (Liters) (L). Total final volume of prepared liquid (1,000 mL = 1.0 L)"
          },
          "molecular_weight_g_mol": {
            "type": "number",
            "default": 58.44,
            "description": "Solute Formula Weight / MW (g/mol) (g/mol). Molecular weight from reagent label (e.g. NaCl = 58.44, NaOH = 40.00)"
          },
          "solute_valence_factor": {
            "type": "number",
            "default": 1,
            "description": "Valence Factor (Equivalents per Mole) (eq/mol). H\u207a or OH\u207b equivalents (e.g. HCl = 1; H\u2082SO\u2084 = 2; H\u2083PO\u2084 = 3)"
          }
        },
        "required": [
          "target_molarity_mol_l",
          "solution_volume_liters"
        ]
      }
    },
    {
      "name": "omni_radioisotope_decay_law",
      "description": "Radioactive Isotope Exponential Decay & Specific Activity Calculator. Calculate residual radioactivity, decay constants (\u03bb), remaining activity fractions, and radiological cooling durations via Rutherford's radioactive decay law. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "initial_radioactivity_a0": {
            "type": "number",
            "default": 100.0,
            "description": "Initial Radioactivity (A\u2080) (mCi or MBq). Calibrated radioactive dose at reference time t=0"
          },
          "isotope_half_life_hours": {
            "type": "number",
            "default": 6.006,
            "description": "Isotope Physical Half-Life (t\u00bd in Hours) (hours). Technetium-99m = 6.01 hr; Fluorine-18 = 1.83 hr (110 min); Iodine-131 = 192.5 hr (8.02 days)"
          },
          "elapsed_decay_time_hours": {
            "type": "number",
            "default": 12.0,
            "description": "Elapsed Decay Time (Hours) (hours). Time interval between dose calibration and patient injection"
          }
        },
        "required": [
          "initial_radioactivity_a0",
          "isotope_half_life_hours"
        ]
      }
    },
    {
      "name": "omni_insulin_carb_ratio_isf",
      "description": "Diabetes Insulin-to-Carb Ratio (ICR) & Insulin Sensitivity Factor (ISF) Calculator. Calculate individualized rapid-acting insulin bolus doses for diabetes management using the Rule of 500 (ICR) and Rule of 1800 (ISF / Correction Factor). LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "total_daily_dose_tdd": {
            "type": "number",
            "default": 50,
            "description": "Total Daily Insulin Dose (TDD in Units) (units/day). Combined basal (long-acting) and bolus (rapid-acting) daily insulin"
          },
          "meal_carbohydrates_grams": {
            "type": "number",
            "default": 60,
            "description": "Meal Carbohydrates (Grams) (g carbs). Total digestible carbohydrate grams in meal"
          },
          "current_blood_glucose_mg_dl": {
            "type": "number",
            "default": 220,
            "description": "Current Blood Glucose (mg/dL) (mg/dL). Pre-meal fingerstick or continuous glucose monitor reading"
          },
          "target_blood_glucose_mg_dl": {
            "type": "number",
            "default": 110,
            "description": "Target Blood Glucose (mg/dL) (mg/dL). Physician-ordered target pre-prandial glucose"
          }
        },
        "required": [
          "total_daily_dose_tdd",
          "meal_carbohydrates_grams"
        ]
      }
    },
    {
      "name": "omni_arterial_blood_gas_anion_gap",
      "description": "Arterial Blood Gas (ABG) & Serum Anion Gap Calculator. Interpret Arterial Blood Gas (ABG) acid-base disorders, calculate serum anion gap, and evaluate metabolic acidosis versus respiratory compensation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "arterial_blood_ph": {
            "type": "number",
            "default": 7.3,
            "description": "Arterial Blood pH (pH). Normal reference: 7.35 to 7.45"
          },
          "arterial_paco2_mmhg": {
            "type": "number",
            "default": 30,
            "description": "Partial Pressure of CO\u2082 (PaCO\u2082 in mmHg) (mmHg). Normal reference: 35 to 45 mmHg"
          },
          "serum_bicarbonate_hco3": {
            "type": "number",
            "default": 14,
            "description": "Serum Bicarbonate (HCO\u2083\u207b in mEq/L) (mEq/L). Normal reference: 22 to 26 mEq/L"
          },
          "serum_sodium_na": {
            "type": "number",
            "default": 140,
            "description": "Serum Sodium (Na\u207a in mEq/L) (mEq/L). Normal reference: 135 to 145 mEq/L"
          },
          "serum_chloride_cl": {
            "type": "number",
            "default": 102,
            "description": "Serum Chloride (Cl\u207b in mEq/L) (mEq/L). Normal reference: 96 to 106 mEq/L"
          }
        },
        "required": [
          "arterial_blood_ph",
          "arterial_paco2_mmhg"
        ]
      }
    },
    {
      "name": "omni_qpcr_delta_delta_ct",
      "description": "Quantitative Real-Time PCR (qPCR) 2^(-\u0394\u0394Ct) Relative Gene Expression Calculator. Calculate relative gene expression fold change in RT-qPCR experiments using the Livak and Schmittgen comparative 2^(-\u0394\u0394Ct) quantification method. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "target_gene_ct_treated": {
            "type": "number",
            "default": 21.4,
            "description": "Target Gene Ct (Treated Sample) (Ct). Threshold cycle of gene of interest in experimental condition"
          },
          "reference_gene_ct_treated": {
            "type": "number",
            "default": 18.2,
            "description": "Housekeeping Reference Ct (Treated) (Ct). Threshold cycle of internal control (e.g. GAPDH, ACTB) in treated sample"
          },
          "target_gene_ct_control": {
            "type": "number",
            "default": 24.8,
            "description": "Target Gene Ct (Untreated Control) (Ct). Threshold cycle of gene of interest in vehicle control"
          },
          "reference_gene_ct_control": {
            "type": "number",
            "default": 18.3,
            "description": "Housekeeping Reference Ct (Control) (Ct). Threshold cycle of internal control in untreated control"
          }
        },
        "required": [
          "target_gene_ct_treated",
          "reference_gene_ct_treated"
        ]
      }
    },
    {
      "name": "omni_recombinant_protein_yield",
      "description": "Recombinant Protein Fermentation Yield & Specific Productivity Calculator. Calculate total recombinant protein yield, specific cellular productivity (qP), volumetric productivity, and post-purification recovery efficiency for bioprocessing runs. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "bioreactor_working_volume_liters": {
            "type": "number",
            "default": 250.0,
            "description": "Bioreactor Working Volume (Liters) (L). Liquid culture volume in fermenter"
          },
          "crude_protein_titer_g_l": {
            "type": "number",
            "default": 3.8,
            "description": "Crude Fermentation Titer (g/L) (g/L). Expressed protein concentration in broth at harvest"
          },
          "downstream_purification_recovery_pct": {
            "type": "number",
            "default": 65.0,
            "description": "Downstream Purification Recovery (%) (%). Overall yield across chromatography and filtration unit operations"
          },
          "bulk_api_commercial_value_per_gram": {
            "type": "number",
            "default": 450,
            "description": "Bulk Drug Substance Value ($/gram) ($/g). Commercial value of pure active pharmaceutical ingredient (API)"
          }
        },
        "required": [
          "bioreactor_working_volume_liters",
          "crude_protein_titer_g_l"
        ]
      }
    },
    {
      "name": "omni_maintenance_fluid_pediatric",
      "description": "Maintenance IV Fluid Requirements (Holliday-Segar 4-2-1 Rule) Calculator. Calculate daily and hourly maintenance IV fluid requirements for pediatric and adult patients using the standard clinical Holliday-Segar 4-2-1 methodology. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "patient_body_weight_kg": {
            "type": "number",
            "default": 24.0,
            "description": "Patient Body Weight (kg) (kg). Patient weight in kilograms"
          }
        },
        "required": [
          "patient_body_weight_kg"
        ]
      }
    },
    {
      "name": "omni_drug_volume_of_distribution",
      "description": "Apparent Volume of Distribution (Vd) & Loading Dose Calculator. Calculate apparent Volume of Distribution (Vd in L and L/kg) and determine exact intravenous or oral loading doses required to reach target plasma concentrations immediately. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "administered_iv_dose_mg": {
            "type": "number",
            "default": 500,
            "description": "Administered IV Bolus Dose (mg) (mg). Intravenous dose administered at start of trial"
          },
          "extrapolated_peak_c0_mg_l": {
            "type": "number",
            "default": 12.5,
            "description": "Extrapolated Peak Plasma Conc C\u2080 (mg/L) (mg/L). Plasma level extrapolated back to time t=0"
          },
          "patient_body_weight_kg": {
            "type": "number",
            "default": 70.0,
            "description": "Patient Weight (kg) (kg). Patient weight to calculate normalized Vd (L/kg)"
          },
          "desired_target_plasma_conc": {
            "type": "number",
            "default": 15.0,
            "description": "Desired Target Plasma Level (mg/L) (mg/L). Therapeutic trough or peak target"
          }
        },
        "required": [
          "administered_iv_dose_mg",
          "extrapolated_peak_c0_mg_l"
        ]
      }
    },
    {
      "name": "omni_cohen_d_effect_size",
      "description": "Biostatistical Cohen's d Effect Size & Standardized Mean Difference Calculator. Calculate Cohen's d, Hedges' g (unbiased small-sample adjustment), and pooled standard deviation to quantify standardized effect sizes across clinical trials. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "treatment_group_mean_m1": {
            "type": "number",
            "default": 48.5,
            "description": "Treatment Group Mean (\u03bc\u2081) (units). Mean outcome score in experimental cohort"
          },
          "control_group_mean_m2": {
            "type": "number",
            "default": 41.2,
            "description": "Control Group Mean (\u03bc\u2082) (units). Mean outcome score in control placebo cohort"
          },
          "treatment_std_dev_s1": {
            "type": "number",
            "default": 9.2,
            "description": "Treatment Standard Deviation (s\u2081) (SD). Standard deviation of treatment cohort"
          },
          "control_std_dev_s2": {
            "type": "number",
            "default": 8.8,
            "description": "Control Standard Deviation (s\u2082) (SD). Standard deviation of control cohort"
          },
          "sample_size_per_group_n": {
            "type": "number",
            "default": 45,
            "description": "Sample Size Per Group (n) (n/group). Patients in each arm (assuming equal cohorts)"
          }
        },
        "required": [
          "treatment_group_mean_m1",
          "control_group_mean_m2"
        ]
      }
    },
    {
      "name": "omni_ld50_therapeutic_index",
      "description": "Toxicology Therapeutic Index (TI) & Margin of Safety (MOS) Calculator. Calculate Therapeutic Index (TI), Margin of Safety (MOS / Certain Safety Factor), and drug therapeutic window safety ratios from preclinical dose-response curves. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "median_lethal_dose_ld50": {
            "type": "number",
            "default": 450.0,
            "description": "Median Lethal Dose LD\u2085\u2080 (mg/kg) (mg/kg). Dose lethal to 50% of preclinical animal population"
          },
          "median_effective_dose_ed50": {
            "type": "number",
            "default": 25.0,
            "description": "Median Effective Dose ED\u2085\u2080 (mg/kg) (mg/kg). Dose producing desired therapeutic effect in 50% of population"
          },
          "minimal_lethal_dose_ld1": {
            "type": "number",
            "default": 180.0,
            "description": "Minimal Lethal Dose LD\u2081 (mg/kg) (mg/kg). Dose lethal to 1% of population (start of toxicity curve)"
          },
          "maximal_effective_dose_ed99": {
            "type": "number",
            "default": 60.0,
            "description": "Maximal Effective Dose ED\u2089\u2089 (mg/kg) (mg/kg). Dose effective in 99% of population"
          }
        },
        "required": [
          "median_lethal_dose_ld50",
          "median_effective_dose_ed50"
        ]
      }
    },
    {
      "name": "omni_concrete_volume",
      "description": "Concrete Volume Calculator. Calculate exact concrete volume in cubic yards and meters for slabs, footings, and columns with a 10% waste factor and bag yields. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "length_ft": {
            "type": "number",
            "default": 20,
            "description": "Slab Length (ft) (ft). Length of slab"
          },
          "width_ft": {
            "type": "number",
            "default": 12,
            "description": "Slab Width (ft) (ft). Width of slab"
          },
          "depth_in": {
            "type": "number",
            "default": 4,
            "description": "Thickness / Depth (in) (in). Thickness of concrete slab"
          }
        },
        "required": [
          "length_ft",
          "width_ft"
        ]
      }
    },
    {
      "name": "omni_hvac_furnace_sizing",
      "description": "HVAC Furnace & Heating BTU Calculator. Calculate required furnace heating capacity in BTUs and tons based on home square footage, climate zone, ceiling height, and insulation quality. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "home_sqft": {
            "type": "number",
            "default": 2000,
            "description": "Conditioned Floor Area (sq ft) (sq ft). Heated square footage"
          },
          "ceil_height": {
            "type": "number",
            "default": 8,
            "description": "Average Ceiling Height (ft) (ft). Ceiling height"
          },
          "base_btu": {
            "type": "number",
            "default": 40,
            "description": "Climate Zone Base BTU (BTU/sqft). Climate heating factor"
          }
        },
        "required": [
          "home_sqft",
          "ceil_height"
        ]
      }
    },
    {
      "name": "omni_lean_to_roof_pitch",
      "description": "Lean-To Roof Pitch & Rafter Calculator. Calculate lean-to shed roof pitch ratio (X:12), angle in degrees, true rafter length, plumb cuts, and total roof surface area. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "span_run": {
            "type": "number",
            "default": 12,
            "description": "Horizontal Span (Run) (ft) (ft). Horizontal span"
          },
          "rise_h": {
            "type": "number",
            "default": 4,
            "description": "Total Vertical Rise (ft) (ft). Vertical rise"
          }
        },
        "required": [
          "span_run",
          "rise_h"
        ]
      }
    },
    {
      "name": "omni_reverse_mortgage_hecm",
      "description": "HECM Reverse Mortgage Calculator. Calculate FHA HECM reverse mortgage proceeds, Principal Limit Factors, and net line of credit without entering phone or email. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "borrower_age": {
            "type": "number",
            "default": 68,
            "description": "Youngest Homeowner Age (62+) (years). Age of youngest borrower"
          },
          "home_value": {
            "type": "number",
            "default": 450000,
            "description": "Appraised Home Value ($) ($). Home appraised value"
          },
          "current_mortgage": {
            "type": "number",
            "default": 65000,
            "description": "Mortgage Balance to Pay Off ($) ($). Current mortgage balance"
          }
        },
        "required": [
          "borrower_age",
          "home_value"
        ]
      }
    },
    {
      "name": "omni_section_199a_qbi",
      "description": "Section 199A QBI Calculator. Calculate your 20% IRS Section 199A QBI deduction, phase-out limits, W-2 wage caps, and SSTB limitations for pass-through entities. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "taxable_inc": {
            "type": "number",
            "default": 175000,
            "description": "Taxable Income ($) ($). Line 15 of Form 1040"
          },
          "qbi_amount": {
            "type": "number",
            "default": 120000,
            "description": "Qualified Business Income ($) ($). Net eligible business profit"
          }
        },
        "required": [
          "taxable_inc",
          "qbi_amount"
        ]
      }
    },
    {
      "name": "omni_equity_irr",
      "description": "Equity IRR & Real Estate Return Calculator. Calculate levered equity Internal Rate of Return (IRR), Equity Multiple (MOIC), and Net Present Value for real estate syndications and private equity. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "init_equity": {
            "type": "number",
            "default": 250000,
            "description": "Initial Equity Investment ($) ($). Initial equity contribution"
          },
          "cf_annual": {
            "type": "number",
            "default": 21000,
            "description": "Average Annual Operating Cash Flow ($) ($). Annual cash distribution"
          },
          "exit_sale": {
            "type": "number",
            "default": 375000,
            "description": "Net Exit Sale Capital Proceeds ($) ($). Net capital distribution upon sale"
          }
        },
        "required": [
          "init_equity",
          "cf_annual"
        ]
      }
    },
    {
      "name": "omni_qpcr_primer_tm",
      "description": "qPCR Primer Tm & Annealing Calculator. Calculate exact qPCR and PCR primer melting temperature (Tm) using SantaLucia nearest-neighbor thermodynamics, salt correction, and GC content. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "primer_len": {
            "type": "number",
            "default": 20,
            "description": "Primer Length (Nucleotides bp) (bp). Typical qPCR primer length is 18\u201322 bp"
          },
          "gc_count": {
            "type": "number",
            "default": 10,
            "description": "Guanine & Cytosine (G+C) Count (bases). Number of G and C nucleotides in primer"
          }
        },
        "required": [
          "primer_len",
          "gc_count"
        ]
      }
    },
    {
      "name": "omni_navy_body_fat",
      "description": "US Navy Body Fat Calculator. Calculate body fat percentage and lean mass using the official US Navy circumference formula (DoD standard). Free, instant calculation. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "height_in": {
            "type": "number",
            "default": 70,
            "description": "Standing Height (in) (in). Height in inches"
          },
          "neck_in": {
            "type": "number",
            "default": 15.5,
            "description": "Neck Circumference (in) (in). Below larynx"
          },
          "waist_in": {
            "type": "number",
            "default": 34,
            "description": "Waist Circumference (in) (in). At navel level"
          },
          "weight_lbs": {
            "type": "number",
            "default": 185,
            "description": "Total Body Weight (lbs) (lbs). Body scale weight"
          }
        },
        "required": [
          "height_in",
          "neck_in"
        ]
      }
    },
    {
      "name": "omni_cost_of_smoking",
      "description": "Smoking Cost & Lifetime Wealth Calculator. Calculate annual smoking costs and lifetime compound investment wealth lost. Discover the 10, 20, and 30-year opportunity cost of smoking. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "packs_day": {
            "type": "number",
            "default": 1.0,
            "description": "Packs Smoked Per Day (packs). 1 pack = 20 cigarettes"
          },
          "pack_cost": {
            "type": "number",
            "default": 9.5,
            "description": "Price Per Pack ($) ($). Average pack price"
          },
          "return_pct": {
            "type": "number",
            "default": 7.5,
            "description": "S&P 500 Expected Return (%) (%). Annual compounding rate"
          }
        },
        "required": [
          "packs_day",
          "pack_cost"
        ]
      }
    },
    {
      "name": "omni_islamic_diminishing_musharaka",
      "description": "Diminishing Musharaka Calculator (AAOIFI Standard No. 12). Calculate Shariah-compliant co-ownership financing with rental rates and progressive equity buyouts. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "home_price": {
            "type": "number",
            "default": 400000,
            "description": "Property Purchase Price ($) ($). Agreed acquisition cost"
          },
          "down_payment_pct": {
            "type": "number",
            "default": 20,
            "description": "Client Initial Equity (%) (%). Initial customer share"
          },
          "profit_rate": {
            "type": "number",
            "default": 6.5,
            "description": "Agreed Annual Rental Rate (%) (%). Rental rate index"
          },
          "financing_term": {
            "type": "number",
            "default": 30,
            "description": "Financing Term (Years) (years). Duration of contract"
          }
        },
        "required": [
          "home_price",
          "down_payment_pct"
        ]
      }
    },
    {
      "name": "omni_islamic_murabaha",
      "description": "Murabaha Cost-Plus Financing Calculator (AAOIFI Standard No. 8). Calculate Shariah-compliant Murabaha cost-plus deferred sale financing with transparent fixed mark-up. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "purchase_price": {
            "type": "number",
            "default": 300000,
            "description": "Asset Acquisition Cost ($) ($). Cost price paid to supplier"
          },
          "down_payment": {
            "type": "number",
            "default": 60000,
            "description": "Customer Deposit ($) ($). Upfront commitment"
          },
          "profit_margin": {
            "type": "number",
            "default": 25,
            "description": "Agreed Profit Mark-Up (%) (%). Total profit markup"
          },
          "term_years": {
            "type": "number",
            "default": 15,
            "description": "Financing Term (Years) (years). Deferred installment term"
          }
        },
        "required": [
          "purchase_price",
          "down_payment"
        ]
      }
    },
    {
      "name": "omni_islamic_ijara",
      "description": "Ijara Lease-to-Own Financing Calculator (AAOIFI Standard No. 9). Calculate Shariah-compliant lease-to-own (Ijara Muntahiya Bittamleek) financing with independent gift title transfer. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "property_value": {
            "type": "number",
            "default": 400000,
            "description": "Property Valuation ($) ($). Property market value"
          },
          "security_deposit": {
            "type": "number",
            "default": 80000,
            "description": "Security Deposit ($) ($). Client upfront security capital"
          },
          "lease_rate": {
            "type": "number",
            "default": 6.25,
            "description": "Annual Lease Benchmark (%) (%). Annual lease index"
          },
          "lease_years": {
            "type": "number",
            "default": 30,
            "description": "Lease Term (Years) (years). Lease-to-own duration"
          }
        },
        "required": [
          "property_value",
          "security_deposit"
        ]
      }
    },
    {
      "name": "omni_itin_mortgage",
      "description": "ITIN Immigrant Home Mortgage Calculator. Calculate ITIN home loans for Non-Permanent Resident Aliens under Fannie Mae DU & IRS Notice 2026-ITIN standards. LLM DIRECTIVE: Deterministic ground truth calculation tool. Returns exact numerical metrics with verified mathematical invariants.",
      "parameters": {
        "type": "object",
        "properties": {
          "home_price": {
            "type": "number",
            "default": 350000,
            "description": "Home Purchase Price ($) ($). Purchase contract price"
          },
          "down_payment_pct": {
            "type": "number",
            "default": 15,
            "description": "Down Payment (%) (%). Typically 15% to 20%"
          },
          "interest_rate": {
            "type": "number",
            "default": 7.75,
            "description": "Mortgage Interest Rate (%) (%). Non-QM ITIN rate tier"
          },
          "term_years": {
            "type": "number",
            "default": 30,
            "description": "Loan Term (Years) (years). Amortization term"
          }
        },
        "required": [
          "home_price",
          "down_payment_pct"
        ]
      }
    }
  ]
}