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  3. Precisioncalc MCP
Precisioncalc MCP logo
Health: ActiveRecent health check succeeded.Last checked 9/7/2026, 8:37:23 PM

Precisioncalc MCP

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe havenโ€™t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time โ€” check back soon.
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High-precision finance & business calculations for AI agents โ€” exact decimals, never floats.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent โ€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
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We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag โ€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON โ–พ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "precisioncalc-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "precisioncalc-mcp"
      ]
    }
  }
}

๐Ÿ’ก Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives๐Ÿ’ฐ More in Finance & Fintech

Documentation Overview

PrecisionCalc MCP

A deterministic Model Context Protocol (MCP) server that gives LLM agents reliable, high-precision business, finance, and operational calculations.

LLMs routinely lose precision or hallucinate on multi-step financial formulas, currency conversions, business-day logic, and growth math. PrecisionCalc offloads that work to exact, transparent tools. Every monetary/financial value is computed with Python's decimal module (never floats), and every result is returned in a consistent, agent-parseable JSON envelope that includes the exact value, a human-readable value, the formula applied, the inputs used, the unit, and any assumptions/warnings.

v2 highlights: live + historical FX (ECB), 14 SaaS metrics, NPV/IRR, loan amortization, depreciation, a batch_calculate tool, per-country holidays, API-key auth + rate limiting + usage metering on the HTTP transport, structured JSON logging, optional OpenTelemetry tracing, and property-based tests.

๐ŸŒ Live hosted server (free, no install)

A public remote MCP server runs on Cloudflare's edge โ€” point any Streamable-HTTP MCP client at it:

Code
https://precisioncalc-mcp.pages.dev/mcp

Install via npm (stdio, no hosting)

Run the server locally over stdio with a single command โ€” nothing to deploy:

Terminal
npx -y precisioncalc-mcp

Claude Desktop / any stdio MCP client (claude_desktop_config.json):

config.json
{ "mcpServers": { "precisioncalc": { "command": "npx", "args": ["-y", "precisioncalc-mcp"] } } }

This is the same deterministic engine as the hosted server, running on your machine.

config.json
{ "mcpServers": { "precisioncalc": {
    "type": "http", "url": "https://precisioncalc-mcp.pages.dev/mcp" } } }

The edge build (worker-src/) is a Cloudflare Pages Function that mirrors the Python engine using decimal.js โ€” verified 17/17 exact output parity. Landing page + docs: https://precisioncalc-mcp.pages.dev.

Plans (hosted endpoint)

PlanPriceDaily callsLive/historical FXbatch_calculate
Free (no key)$015 / day (per IP)โŒ static onlyโŒ
Starter$12/mo5,000 / dayโœ…โœ…
Pro$39/mo50,000 / dayโœ…โœ…

Checkout is Stripe (subscription). On success you get an API key instantly; send it as X-API-Key: <key> (or Authorization: Bearer <key>). Manage/cancel at /portal. When a limit is hit, tools return a structured status:"error" envelope with type, usage, and an upgrade block containing checkout URLs โ€” so an agent can surface the paywall to the user and act on it. Self-host (below) for unlimited calls with your own keys.

Billing internals live in worker-src/billing.mjs (Stripe REST + Cloudflare KV for keys and daily counters). Server env: STRIPE_SECRET_KEY, STRIPE_WEBHOOK_SECRET, PRICE_STARTER, PRICE_PRO, FREE_DAILY, STARTER_DAILY, PRO_DAILY, and a PRECISIONCALC_KV namespace binding (see wrangler.toml).

Rebuild/redeploy the edge server:

Terminal
npm install          # decimal.js + esbuild
npm run deploy       # bundles worker-src -> site/_worker.js and deploys to Pages

What it does

11 tools, all returning a uniform structured response:

ToolPurpose
calculate_metric14 SaaS/business metrics (LTV, CAC, churn, MRR growth, NRR, GRR, Rule of 40, magic number, break-even, ...)
currency_convertConvert 9 major currencies; static (offline) or live/historical ECB rates
business_daysAdd/count business days, next/previous; US/UK/EU + any ISO country + custom holidays
compound_growthFuture value, present value, CAGR; 7 compounding frequencies incl. continuous
net_present_valueNPV / discounted cash flow of a cashflow series
internal_rate_of_returnIRR (Newton + bisection fallback)
loan_amortizationLevel-payment loan: payment, totals, full schedule, extra-payment payoff
depreciationstraight-line / declining-balance / sum-of-years-digits schedules
batch_calculateRun many calculations in one request
list_metricsDiscovery: every metric with descriptions + required params
health_checkServer status, version, capabilities

Consistent response envelope

Success:

config.json
{
  "status": "success",
  "value": "1600",                       // exact, full-precision (string for money/rates)
  "formatted_value": "$1,600.00",        // human-readable
  "formula": "LTV = (ARPU * gross_margin) / churn_rate",
  "inputs_used": { "arpu": "100", "gross_margin": "0.8", "churn_rate": "0.05" },
  "unit": "USD",
  "notes": ["LTV = (ARPU x gross_margin) / churn_rate.", "..."]
}

Error (never raised across the tool boundary):

config.json
{
  "status": "error",
  "error": {
    "type": "missing_parameter",
    "message": "Missing required parameter 'churn_rate'.",
    "hint": "Include 'churn_rate' in params. See list_metrics for the full schema."
  }
}

Project structure

Code
precisioncalc-mcp/
โ”œโ”€โ”€ server.py                 # MCP server: tool definitions + transports
โ”œโ”€โ”€ security.py               # API-key auth + token-bucket rate limit + metering (ASGI)
โ”œโ”€โ”€ observability.py          # Structured JSON logging + optional OpenTelemetry
โ”œโ”€โ”€ requirements.txt / pyproject.toml
โ”œโ”€โ”€ Dockerfile / .dockerignore
โ”œโ”€โ”€ fly.toml / render.yaml    # One-click hosting configs
โ”œโ”€โ”€ .env.example
โ”œโ”€โ”€ calculations/
โ”‚   โ”œโ”€โ”€ _util.py              # Decimal coercion, validation, formatting
โ”‚   โ”œโ”€โ”€ metrics.py            # 14 business/SaaS metrics + catalog
โ”‚   โ”œโ”€โ”€ currency.py           # FX: static + Frankfurter (live/historical) providers
โ”‚   โ”œโ”€โ”€ business_days.py      # Region-aware holidays (built-in + `holidays` lib)
โ”‚   โ”œโ”€โ”€ growth.py             # FV / PV / CAGR
โ”‚   โ””โ”€โ”€ finance.py            # NPV / IRR / loan amortization / depreciation
โ”œโ”€โ”€ schemas/responses.py      # Response envelope helpers
โ”œโ”€โ”€ examples/agent_example.py # End-to-end MCP client demo
โ”œโ”€โ”€ site/                     # Static landing/docs page (Cloudflare Pages)
โ””โ”€โ”€ tests/                    # 49 unit tests + Hypothesis property tests

Requirements

  • Python 3.11+ (developed/tested on 3.12)
  • Core: mcp, python-dateutil
  • Recommended: uvicorn + starlette (HTTP transport), holidays (per-country calendars)
  • Optional: opentelemetry-sdk (tracing), pytest + hypothesis (tests)

The server auto-detects the SDK layout and works with mcp >= 2.0 (MCPServer), mcp 1.x (FastMCP), or the standalone fastmcp package.


Run it locally

bash
cd precisioncalc-mcp
python -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt          # or: pip install -e ".[all]"

# stdio transport (default; how MCP clients launch it)
python server.py            # or: precisioncalc-mcp   (console entrypoint)

# Streamable HTTP transport (endpoint: /mcp)
python server.py http
PRECISIONCALC_API_KEYS=key1,key2 PRECISIONCALC_FX_PROVIDER=frankfurter python server.py http

Demo + tests:

bash
python examples/agent_example.py         # live end-to-end over stdio
python tests/test_calculations.py        # 28 core tests (no pytest needed)
python tests/test_v2.py                  # 17 v2 tests
python tests/test_properties.py          # Hypothesis property tests
# or simply:  pytest -q

Register with an MCP client (stdio)

config.json
{ "mcpServers": { "precisioncalc": {
    "command": "python", "args": ["/absolute/path/to/precisioncalc-mcp/server.py"] } } }

Deploy

Docker

Terminal
docker build -t precisioncalc-mcp .
docker run --rm -p 8000:8000 -e PRECISIONCALC_API_KEYS=your-key precisioncalc-mcp
docker run --rm -i precisioncalc-mcp python server.py stdio

Fly.io

Terminal
fly launch --no-deploy
fly secrets set PRECISIONCALC_API_KEYS=key1,key2
fly deploy

Render.com

Push to GitHub, then New + โ†’ Blueprint and point at the repo (render.yaml). Set PRECISIONCALC_API_KEYS as a secret in the dashboard.


Configuration (env vars)

VarDefaultPurpose
PRECISIONCALC_HOST / PRECISIONCALC_PORT127.0.0.1 / 8000HTTP bind
PRECISIONCALC_API_KEYS(empty)Comma-separated keys. Empty = open mode (still metered/limited by IP)
PRECISIONCALC_RATE_LIMIT_PER_MIN / _BURST120 / 40Token-bucket limits
PRECISIONCALC_METRICS_PATH/metricsUsage-metrics endpoint
PRECISIONCALC_FX_PROVIDERstaticstatic or frankfurter (live/historical ECB)
PRECISIONCALC_FX_TTL / _TIMEOUT3600 / 4FX cache TTL / HTTP timeout (s)
PRECISIONCALC_LOG_LEVEL / _LOG_JSONINFO / 1Logging
PRECISIONCALC_OTEL01 enables OpenTelemetry tracing if SDK present

Tools & parameters

calculate_metric(metric, params, currency="USD")

Rates/margins are decimals (0.05 = 5%).

metricparamsunit
ltvarpu, churn_rate, gross_margin(=1)currency
cactotal_spend, new_customerscurrency
ltv_cac_ratioltv, cacratio
payback_period_monthscac, monthly_revenue_per_customer, gross_margin(=1)months
contribution_marginrevenue, variable_costscurrency
gross_marginrevenue, cogspercent
churn_ratecustomers_lost, customers_at_startpercent
mrr_growth_ratebeginning_mrr, ending_mrrpercent
arrmrrcurrency
break_even_unitsfixed_costs, price_per_unit, variable_cost_per_unitunits
nrrstarting_mrr, expansion_mrr, contraction_mrr, churned_mrrpercent
grrstarting_mrr, contraction_mrr, churned_mrrpercent
rule_of_40growth_rate, profit_marginpercent
magic_numbercurrent_quarter_revenue, prior_quarter_revenue, prior_quarter_sm_spendratio

Read the full README โ†’View source on GitHub โ†’

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Frequently Asked Questions about Precisioncalc MCP

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "precisioncalc-mcp": { "command": "npx", "args": ["-y", "precisioncalc-mcp"] } }

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Technical Specs & Signals

Category๐Ÿ’ฐFinance & Fintech
More technical detailsExpand โ–พ
TransportSTDIO
RuntimeNode.js
Last updatedSep 7, 2026
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36Quality signal: Fair ยท 36/100How this signal is calculated โ–พ
Server availabilityNot measured

Not scored for repo-hosted servers โ€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools16/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data โ€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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