Skip to main content

gsa-calc-mcp

price: free license: MIT tools: 8 regression tests

Free, open-source MCP server for the GSA CALC+ Labor Ceiling Rates API. Query awarded GSA MAS schedule hourly rates for IGCE development, price reasonableness analysis, and market research.

Overview, demo video and hosted setup: https://1102tools.com/mcp/gsa-calc

No API key required, locally or hosted. See Local or hosted.

Regression tests, including live checks against the GSA CALC+ API. The October 2026 releases were also checked with realistic pricing questions (IGCE benchmarks, price checks, vendor rate cards, exact-title lookups). See testing.md.

Local or hosted

Local (desktop) Claude (hosted) ChatGPT (hosted)
Local setup Install Install
  • Local runs it on your computer, inside the Claude or ChatGPT desktop app or another AI app. You get your own full rate limits, and it relies only on the government service. It doesn't update itself, so ask your AI to update it. You don't have to set it up by hand: give your AI this page's link and ask it to set it up or walk you through it.
  • Hosted is always up to date, needs no setup or keys, and works in Claude or ChatGPT anywhere.

Compare local and hosted · Matching prompts

What it does

Exposes the GSA CALC+ API as 8 MCP tools:

Core search

  • keyword_search - Wildcard search across labor categories, vendors, and contract numbers
  • exact_search - Exact field match (use suggest_contains to discover values first)
  • suggest_contains - Autocomplete/discovery for field values (2-char minimum)
  • filtered_browse - Browse with filters only (no keyword)

Workflow tools

  • igce_benchmark - Rate statistics for IGCE development (min/max/avg/median/percentiles)
  • price_reasonableness_check - Evaluate a proposed rate against market distribution
  • vendor_rate_card - All rates for a vendor (auto-discovers exact name)
  • sin_analysis - Rate distribution for a GSA SIN

No authentication required

The GSA CALC+ API is public. GSA does not publish a numeric limit for this endpoint. The MCP paces itself: at most 500 requests per rolling hour, 0.6 seconds between starts and two in flight.

Installation

uvx --refresh-package gsa-calc-mcp --from gsa-calc-mcp gsa-calc-mcp

Or from source:

git clone https://github.com/1102tools-dev/federal-contracting-mcps.git
cd federal-contracting-mcps/servers/gsa-calc-mcp
pip install -e .

Configuration

Use the configuration below as the server definition and adapt its placement to your compatible MCP client. For practical requests using this source, see the prompt library.

{
  "mcpServers": {
    "gsa-calc": {
      "command": "uvx",
      "args": ["--refresh-package", "gsa-calc-mcp", "--from", "gsa-calc-mcp", "gsa-calc-mcp"]
    }
  }
}

The --refresh-package flag tells uv to check PyPI for a newer release each time your client launches the server, so fixes arrive automatically; without it, uv keeps serving whatever version it first cached. It adds a moment of network time at startup, so raise your platform's MCP startup timeout if it enforces a short one.

Restart the client and the tools appear.

Example prompts

  • "What are the GSA ceiling rates for Senior Software Developer with a BA and 10+ years experience?"
  • "Is $195/hr reasonable for a Cybersecurity Analyst? Check against CALC+ rates."
  • "Pull the full rate card for Booz Allen Hamilton from GSA CALC+."
  • "What does the IT Professional Services SIN (54151S) rate distribution look like?"
  • "Build IGCE benchmarks for these 5 labor categories: Program Manager, Systems Engineer, Software Developer, Help Desk Specialist, Network Administrator."
  • "Find all small business ceiling rates for project management between $100-$200/hr."

Important: ceiling rates, not prices paid

CALC+ data represents the maximum hourly rate a contractor can charge under their GSA MAS contract. Actual task order rates should be lower per FAR 8.405-2(d). These rates are:

  • Fully burdened (includes fringe, overhead, G&A, profit)
  • Worldwide (no geographic adjustment)
  • Master contract-level (not task order-specific)
  • From vendor Price Proposal Tables (self-reported by contractors)

Always note sample size and remind users these are ceiling rates when presenting analysis.

Keyword searches pool titles, vendors and contracts

IGCE and price checks use GSA's keyword search across labor titles, vendor names and contract numbers. Check population_scope: a vendor-name match can pool unrelated labor categories. Price checks return MIXED_SEARCH_FIELDS without a verdict when off-title matches are found, and UNVERIFIED_POPULATION when the title list cannot establish the full population. For title-only rates, discover an exact title with suggest_contains, then call exact_search on labor_category. Suggestion totals marked total_matching_records_is_lower_bound mean at least that many records.

License

MIT

Metadata

Release files for gsa-calc-mcp 1.0.21

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for gsa-calc-mcp 1.0.21
File Size Uploaded Provenance
gsa_calc_mcp-1.0.21.tar.gz 172.3 kB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for gsa-calc-mcp 1.0.21
File Interpreter ABI Platform
gsa_calc_mcp-1.0.21-py3-none-any.whl Python 3 none any Details

Total release size: 210.1 kB

Release files / gsa_calc_mcp-1.0.21.tar.gz

Download URL gsa_calc_mcp-1.0.21.tar.gz
Size 172.3 kB
Tags Source
SHA-256 checksum
How to use checksums
502d349f5411bb57430f5b911685e44df019a374f758e3f5523da79afcf50753
BLAKE2b-256 checksum
How to use checksums
3d69fd7a87873a953187d761af380e35ae7947cf7e19acb6dc61c5cc36ec566c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.

Transparency log

Release files / gsa_calc_mcp-1.0.21-py3-none-any.whl

Download URL gsa_calc_mcp-1.0.21-py3-none-any.whl
Size 37.8 kB
Tags Python 3
SHA-256 checksum
How to use checksums
55486f63b86365fac67ac2c0c2e586bfaecb1b50898474a32bfa7774d0b8c5f8
BLAKE2b-256 checksum
How to use checksums
b1801f7807c878e9e3ad7e7debbc528e700251a7b8a417fe0c482d49c05a64ca
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.

Transparency log

Security for gsa-calc-mcp 1.0.21

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for gsa_calc_mcp-1.0.21.tar.gz

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

1.0.21 This release

2 release files Full provenance

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page