GSA CALC+

com.1102tools由 1102tools.com 發布官方發布者v1.0.24更新於 Oct 30, 2026

GSA CALC+ awarded labor ceiling rates from more than 230,000 MAS contract records. 8 tools.

發布方自己的服務:Acquisition.gov

已驗證Streamable HTTP可網頁執行資料與分析商業與電商

概覽

AI 產生的概覽

查詢 GSA CALC+ 中已授予的 MAS 人力費率上限(超過 23 萬筆合約紀錄),讓助理編製 IGCE 基準、判斷價格合理性並取得廠商費率卡。

可以做什麼
  • 依關鍵字在人力類別、廠商與合約編號中搜尋費率上限,或先用自動補全找出精確欄位值再做精確比對。
  • 不使用關鍵字、僅依篩選條件瀏覽費率,用於分析某一市場區隔。
  • 取得某人力類別的統計基準:筆數、最小值、最大值、平均值、中位數、標準差、P10–P90 百分位、學歷與工作地點分布。
  • 將擬議的每小時費率與 GSA 費率上限分布進行比對評估。
  • 分頁取得某廠商的完整費率卡,並取得某 GSA MAS 專項編號(SIN)的費率分布與主要人力職稱。
適用情境
適合聯邦採購相關工作:編製 IGCE 成本估算、判斷報價的每小時費率是否合理、調查某人力類別的市場價格,或比較 GSA MAS 合約下的廠商。
執行需求
可作為遠端託管端點使用,也可透過 PyPI 套件 gsa-calc-mcp 在本機執行(uvx 或 pip,需要 Python/uv 執行環境)。不需要 API 金鑰、帳號或環境變數,底層 GSA CALC+ API 為公開服務。需要能連線至 GSA 服務的網路。
安裝前請注意
資料為廠商自行申報的費率上限,已含全部間接費用且不區分地區,並非實際支付價格,呈現結果時應註明樣本數與此說明。關鍵字搜尋會混合人力職稱、廠商名稱與合約編號,廠商比對可能混入無關職稱;價格查核可能回傳 MIXED_SEARCH_FIELDS 或 UNVERIFIED_POPULATION 而不給出結論。伺服器自行限制為每滾動小時約 500 次請求。僅供唯讀查詢,不寫入資料。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 GSA CALC+,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/com.1102tools%2Fgsa-calc-mcp/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。

{
  "mcpServers": {
    "gsa-calc": {
      "type": "http",
      "url": "https://gsa-calc.1102tools.com/mcp"
    }
  }
}

README

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 setupInstallInstall
  • 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

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

Or from source:

bash
git clone https://github.com/1102tools-dev/federal-contracting-mcps.gitcd federal-contracting-mcps/servers/gsa-calc-mcppip 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.

json
{  "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

來源:servers/gsa-calc-mcp/readme.md,提交 b30d160

工具

8

suggest_contains

Suggest Contains

Discover exact field values via autocomplete/contains matching. Returns aggregation buckets showing matching values and their record counts. Use this BEFORE exact_search() to find the right value string. Minimum 2 characters required for the search term. GSA lists at most 100 values, most records first. When more values match, truncated is true and other_records counts the records under values not shown; use a longer term to narrow the list. Example workflow: 1. suggest_contains('vendor_name', 'booz') -> finds 'Booz Allen Hamilton Inc.' 2. exact_search('vendor_name', 'Booz Allen Hamilton Inc.') -> all their rates

輸入參數term必填field必填

filtered_browse

Filtered Browse

Browse rates with filters only (no search keyword). Useful for market segment statistics: "what do all BA-level rates with 5-15 years experience look like across all of GSA MAS?" Returns rate records plus full aggregation statistics.

輸入參數sinpagesortorderingworksitepage_sizeprice_maxprice_minbusiness_sizeexperience_maxexperience_mineducation_level另有 1 個

igce_benchmark

IGCE Benchmark

Get ceiling rate benchmarks for IGCE development. Returns statistical summary for a labor category: count, min, max, avg, median, standard deviation, percentile distribution (P10-P90), education breakdown, worksite counts (worksite_breakdown: Customer_Facility / Contractor_Facility / Virtual; counts only, prices are pooled across sites), and outlier bounds. GSA's keyword search matches labor_category, vendor_name and idv_piid. The returned statistics pool all matching rate rows, including unrelated labor titles when a vendor name or contract number matches the phrase. Check population_scope and matched_titles before using the statistics. off_title_matches_detected flags observed titles that do not match the requested phrase; title_only_population_verified is false when the title aggregation is missing, empty, truncated or approximate. A title containing the phrase is not necessarily the exact grade: 'Registered Nurse I' also matches Nurse II, III and IV. Check exact_title_population_verified, exact_title_rate_count and non_exact_title_examples before treating a pool as that specific title. For title-only rates, call suggest_contains on labor_category to discover an exact title, then exact_search on labor_category. Different spellings remain separate searches ('Cyber Security Analyst' vs 'Cybersecurity Analyst'). Statistics are on current-year ceiling rates (current_price), not next-year or option-year prices. These are not-to-exceed ceiling rates, not prices paid. Ceiling-rate comparisons alone do not establish a proposed price's reasonableness. Optional filters: education_level, experience_min/max, business_size ('S' or 'O'), sin (e.g. '541611'), security_clearance ('yes' or 'no').

輸入參數sinbusiness_sizeexperience_maxexperience_minlabor_category必填education_levelsecurity_clearance

price_reasonableness_check

Price Reasonableness Check

Evaluate a proposed hourly rate against GSA ceiling rate distribution. GSA's keyword search matches labor titles, vendor names and contract numbers. Check population_scope: unrelated titles can enter the pooled statistics through a matching vendor or contract. Returns MIXED_SEARCH_FIELDS with no verdict when off-title matches are detected, or UNVERIFIED_POPULATION with no verdict when the title list is missing, empty, truncated or approximate. Discover an exact title with suggest_contains, then use exact_search on labor_category for title-only rates. Filters match igce_benchmark, including sin and security_clearance. Returns MIXED_LABOR_TITLES with no verdict when the phrase matches different grades, specialties or title variants; pooled statistics remain visible, with the exact-title count when verified. For example, Nurse I must not be compared as if Nurse II/III/IV rates were the same grade. Use exact_search with its supported education, experience and business-size filters to inspect that title. It does not accept SIN or clearance filters; check those requirements in the returned records and retain paging limits. A verified exact-title population with at least 20 rates returns z-score, median comparison, IQR position and delta from average. The z-score is null when the mean or standard deviation is unavailable or variance is zero. Missing means produce null average deltas. A verified exact-title population with fewer than 20 rates returns LOW_SAMPLE without a high/low verdict; zero rates return NO_DATA. Statistics compare not-to-exceed ceiling rates, not prices paid, and do not by themselves establish price reasonableness or performance risk.

輸入參數sinbusiness_sizeproposed_rate必填experience_maxexperience_minlabor_category必填education_levelsecurity_clearance

vendor_rate_card

Vendor Rate Card

Get ceiling rates for a specific vendor, one page at a time. For a complete vendor card or a role-specific subset (for example, project managers), fetch every page: while has_more is true, call this tool again with page=next_page and the same vendor_name, page_size, ordering, and sort. Stop only when has_more is false, then combine the pages and match the requested roles client-side. If you stop early, say clearly that the results are partial, report the fetched returned_range against total_rates, and explain that later pages may contain additional matching roles or rates. Do not claim a role is absent or present a complete role-specific rate range from a partial card. Auto-discovers the exact vendor name via suggest-contains, then pulls their rate records. Returns labor categories, rates, education levels, experience requirements, SINs, contract numbers, contract end dates, and worksite. A vendor often lists the same category twice at two prices, one for work at the customer's site (Customer_Facility) and one at the contractor's site (Contractor_Facility); check worksite before comparing. Pass a partial name (e.g., 'booz' for Booz Allen Hamilton). The tool finds the exact registered name automatically. Use part of the legal name, not an acronym ('Science Applications', not 'SAIC'). total_rates counts rate rows, not titles: one title can have several rows (worksite, contract, SIN). distinct_labor_categories is the number of distinct titles (case-sensitive); when a vendor has more than 500 it is null and distinct_labor_categories_min gives the floor. Large vendors span many pages: Booz Allen Hamilton carries ~1,900 rate rows (more than 500 distinct titles). The default page_size is 100 (~23KB) because a 500-row page for a vendor that size is ~114KB and overflows MCP client output limits. Rows are ordered by labor_category ascending by default, so a partial

輸入參數pagesortorderingpage_sizevendor_name必填

sin_analysis

SIN Analysis

Get rate distribution and statistics for a specific SIN. Returns rate statistics, education breakdown, business size breakdown, and labor_categories for a GSA MAS Special Item Number: the 25 titles with the most rates on the SIN, with counts (exact, case-sensitive titles). It does not return individual rate rows or per-title prices; for what a title costs on the SIN, call igce_benchmark(title, sin=...). When GSA's 500-title list is cut off, labor_categories.distinct is null and records_in_titles_not_listed counts the rates under titles not listed. Common SINs for professional services (live-verified to return records): - 54151S: IT Professional Services - 541611: Management and Financial Consulting - 541715: Engineering R&D - 541330ENG: Engineering Services - 561210FAC: Facilities Maintenance and Management - 611430: Training

輸入參數sin_code必填page_size

版本歷史

11
  1. v1.0.24最新Oct 30, 2026
  2. v1.0.23Oct 30, 2026
  3. v1.0.22Oct 29, 2026
  4. v1.0.21Oct 21, 2026
  5. v1.0.20Oct 12, 2026
  6. v1.0.19Oct 11, 2026
  7. v1.0.17Oct 10, 2026
  8. v1.0.14Oct 10, 2026
  9. v1.0.11Oct 10, 2026
  10. v1.0.10Oct 9, 2026
  11. v1.0.9Sep 16, 2026

評分

已滿足適用檢查項的 100%

該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。

  • 近 30 天內可連通必需25 分
  • 已宣告認證方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 圖示10 分
  • 文件15 分
  • 授權條款10 分

其他 1102tools 整合