MatchAwards

Name: MatchAwards
Author: matchawards

作者：matchawards版本 1.1.6i★ –i电脑或云端

注册名称io.github.matchawards/matchawards-mcp

安装

概览

作者提供的说明（英文原文）

Search US government contracts, grants and jobs from matchawards.com. Read-only, no key.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数：意见、测量和人气是不同的东西。

用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
我们的基础检查i3 项中通过 3 项依据公开信息检查；尚未扫描代码
使用情况i尚未统计★ –

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

连接方式: 电脑或云端
传输方式: stdio, Streamable HTTP
分类: 搜索与 AI 记忆

安装

选择你使用的 AI 应用，然后复制设置。

安装之前

基础检查：3 项中通过 3 项
在作者的服务器上运行：你向它提出的内容会经过他们的服务器。
可以做 11 件事（工具） search_contracts, search_grants, search_jobs, get_opportunity …
需要你自己填写： MATCHAWARDS_API_BASE

你需要

在云端运行无需安装任何东西，通过互联网连接
PyPI已安装 Python 的 uv（用于 uvx 命令）

你用的是哪个应用？

ClaudeClaude CodeCursorVS CodeChatGPT

在上方选择你的应用。我们会记住它，下次按钮会显示“安装到 …”。

适用于网页版、桌面版和手机版 Claude：

打开 Settings → Connectors
点击 Add custom connector
粘贴下面的地址，然后点击 Add
如果要求登录，请登录作者的服务

https://matchawards.com/mcp

或者在你的电脑上运行

打开 Claude Desktop → Settings → Developer → Edit Config，把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "matchawards": {
      "command": "uvx",
      "args": [
        "matchawards-mcp"
      ],
      "env": {
        "MATCHAWARDS_API_BASE": "your-value"
      }
    }
  }
}

在终端中运行这条命令

claude mcp add --transport http matchawards https://matchawards.com/mcp

或者在你的电脑上运行

claude mcp add matchawards --env MATCHAWARDS_API_BASE=your-value -- uvx matchawards-mcp

运行前请先填写空着的值。

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "matchawards": {
      "url": "https://matchawards.com/mcp"
    }
  }
}

或者在你的电脑上运行

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "matchawards": {
      "command": "uvx",
      "args": [
        "matchawards-mcp"
      ],
      "env": {
        "MATCHAWARDS_API_BASE": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "matchawards": {
      "type": "http",
      "url": "https://matchawards.com/mcp"
    }
  }
}

或者在你的电脑上运行

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "matchawards": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "matchawards-mcp"
      ],
      "env": {
        "MATCHAWARDS_API_BASE": "your-value"
      }
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

ChatGPT 只能连接互联网上的服务器：

打开网页版 ChatGPT → Settings → Connectors (Apps)
点击 Create 或 Add（部分套餐需要先在 Advanced 中开启 Developer mode）
粘贴下面的地址，起个名字，然后保存
如果要求登录，请登录作者的服务

https://matchawards.com/mcp

菜单名称可能因套餐和版本不同而略有差异。

你的选择通过 Cookie 保存在这台设备上，无需账户。

需要你填写的值

MATCHAWARDS_API_BASE env
Base URL of the MatchAwards API. Leave unset to use https://matchawards.com; set only for development.

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同，请以 README 为准。

它能做什么

工具名称和描述与服务器在 2026年11月6日报告的完全一致。这些内容由作者撰写，不是我们写的；我们以纯文本形式显示。

search_contracts
Use this when the user wants US federal or state government contract opportunities to bid on: bids, RFPs, solicitations, set-asides. Filters: naics (up to 10 codes), state, keyword (title only), set_aside (federal only), type (federal or state), posted_within_days (1 to 180), ope
search_grants
Use this when the user wants US federal grants or funding opportunities. Filters: naics (up to 10 codes), keyword (title only), posted_within_days (1 to 180), open (default true: open grants of any age), limit (1 to 50, default 20). Grant notices carry no state. If has_more is tr
search_jobs
Use this when the user is looking for a job, or for hiring signals, among postings from the last 30 days. Filters: naics (up to 10 codes), state, keyword (title only), posted_within_days (posted within the last 1 to 30 days, default 30), limit (1 to 50, default 20). Rows carry ti
get_opportunity
Use this when the user wants the details of one search result, or who to contact about it. Pass the id from a search result. Returns the result's row plus its description (up to 2000 characters), published points of contact (name and title only) and, when MatchAwards has them, ai
lookup_naics
Use this when the user describes a line of work in words and a NAICS code is needed, or asks what a code or code prefix covers. query is words (2 to 100 characters; common terms such as cybersecurity or janitorial list their usual codes first) or 2 to 6 digits (every six-digit co
search_awards
Use this when the user asks who won government contracts or grants: past awards by NAICS, agency, state, awardee name or UEI, with amounts and dates. Filters: type (contract_award, grant_award or any), naics (up to 10 codes), agency (a name; the note says which agency it matched)
get_company
Use this when the user wants one firm's government award history and its UEI is known, e.g. from a search_awards row. Returns the firm's name and other spellings, location (city, state, country), totals for contract and grant awards, first and last award dates, top NAICS codes an
assess_opportunity
Use this when the user asks if one opportunity is a good fit for them, whether to bid, or wants a bid brief: days left, set-aside match, similar past awards at the same agency, the firms that usually win such work and the usual award value. Pass the id from a search result, and o
find_teaming_partners
Use this when the user wants possible teaming partners, subcontractors or primes for one opportunity: firms that won similar awards in the same state or at the same agency. Pass the id from a search result, and optionally role (sub, prime or any). Returns up to 10 firms from Matc
my_matches
Use this when the user asks for their own matches: open contracts for their business. It needs a linked MatchAwards account and uses that account's NAICS codes and state; without a linked account it asks the user to link one. Options: type (federal or state), ignore_state (true:
show_results
Use this last, after searching, to show the user the opportunities you picked as a card. Pass up to 10 ids from search_contracts or search_grants results, best first. Keep your reply to a short summary; the card shows the rows. Ids from search_jobs or search_awards are not shown.

基础检查i

我们检查的是任何人都能看到的信息；我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日

✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 matchawards 验证，该账户拥有此仓库
… 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
… 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
✓ 通过
端点有响应
在 774 毫秒内响应（HTTP 200）
– 不适用
使用 OAuth 登录
无需登录
✓ 通过
工具描述中没有隐藏指令
已读取 11 个工具描述，未发现针对 AI 的隐藏指令

与“搜索与 AI 记忆”中的其他服务器比较i

星标数多于此分类中其他 7249 个服务器的 0%
发布到注册中心的时间比此分类中其他 7249 个服务器的 97% 更新
基础检查结果等于或优于此分类中其他 7249 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时，星标数才计入。

常见问题

MatchAwards 安全吗？

它在 3 项适用的基础检查中通过了 3 项。我们没有阅读代码。在添加密钥或令牌之前，请先看看这个服务器要求哪些权限，并使用只具备所需权限的密钥。

它需要哪些密钥或代码？

注册中心没有列出必需的密钥，不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端？

两种方式都可以：安装在你的电脑上，或者连接云端版本。

它还在维护吗？

GitHub 仓库最后更新于–，最新版本（1.1.6）于昨天进入注册中心。

哪些应用可以使用它？

支持 MCP 的应用，例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接，所以接受远程 MCP 服务器的应用也可以使用，例如开启开发者模式的 ChatGPT。

有什么可以替代它？

同一分类中有：Context7, Codebase Memory, Exa

替代选择

同一分类中其他作者的服务器，按星标数排序。

如何看卡片：★ GitHub 星标i三大支柱：评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Context7

作者：upstash

Up-to-date docs for AI agents

电脑或云端★ 64,224MIT今天更新

安装

Codebase Memory

作者：DeusData

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

在你的电脑上运行★ 48,148MIT20天前更新

安装

Exa

作者：exa-labs

Connect AI agents to Exa for web search, content fetching, and multi-step research.

在云端运行★ 5,213MIT上个月更新

安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

MatchAwards MCP server

*MatchAwards gives AI agents direct access to continuously updated government and business contracts, grants, jobs, awards and collaboration opportunities.*

This is the Model Context Protocol server for MatchAwards. It lets Claude, Cursor, VS Code and other MCP clients search US government contract opportunities, grants and jobs, and past contract and grant awards. It only reads data, and it needs no account and no API key.

Tools

Tool	What it returns	Example prompt
`search_contracts`	Federal and state contract opportunities. Filters: NAICS (up to 10 codes), state, keyword, set-aside, federal or state only, posted within N days, open only, agency (by name), 1 to 50 results, paging.	"Find open roofing contracts in Virginia posted in the last week."
`search_grants`	Federal grant and funding opportunities. Filters: NAICS, keyword, posted within N days, open only, 1 to 50 results, paging (grant notices carry no state).	"Are there open broadband grants?"
`search_jobs`	Job postings from the last 30 days. Filters: NAICS, state, keyword, posted within N days, 1 to 50 results, paging.	"Show electrician jobs in Texas from the last 7 days."
`get_opportunity`	The full record of one opportunity: the search row plus its description, published points of contact (name and title) and, where MatchAwards has them, AI-generated notes (`ai`: fit, reasoning, subcontracting and large-prime angles, summary), labelled as AI-generated.	"Who do I contact about the second result?"
`lookup_naics`	NAICS codes from words ("cybersecurity") or from a 2 to 6 digit code prefix, with each code's page on matchawards.com. 1 to 25 codes.	"What NAICS code covers cybersecurity consulting?"
`search_awards`	Past federal contract awards and grant awards: awardee (name, UEI, DUNS), amount, date, agency, NAICS, set-aside, place, solicitation, contract and CFDA numbers, links to matchawards.com and to SAM.gov or USAspending. Filters: type, NAICS, agency (by name), state, awardee name, UEI, keyword, awarded within N days (up to 1,095), 1 to 50 results, paging.	"Who won VA contracts under NAICS 541512 in the last year?"
`get_company`	One firm's award history by UEI: names, location (city, state, country), contract and grant totals, first and last award dates, top NAICS codes and agencies, the 10 most recent awards. No contact details.	"Show the award history of UEI C3KXNLTAAY98."
`assess_opportunity`	A qualification brief on one opportunity: days left (US Eastern), open or closed, set-aside and NAICS (and whether they match the user's `my_set_aside` and `my_naics`), the AI-generated notes, the 5 newest similar awards (same NAICS at the same agency, or all agencies when that agency has none; the newest 150 at most from the last 3 years, and `sample` says which dates were read and whether that was all of them), the top 5 firms that won similar work (by count, then total), the quartiles of their award amounts and a coverage note.	"Should we bid on the first result? We're NAICS 336413, small business."
`find_teaming_partners`	Up to 10 firms that won similar awards, from the newest records read (`sample`; same NAICS in the opportunity's state, then at its agency; the NAICS anywhere when neither returns any and award requests are left), de-duplicated by UEI, ranked by count, then the most recent, then the total, each with a `why` line written from the records. Firms without a UEI in the records are listed with `uei: null`, and the note says their history can't be looked up. `role` (`sub`, `prime`, `any`) puts smaller or larger typical awards first among firms with the same count. Public award data only: no contacts, no profile links.	"Who could we team with on that Air Force notice?"

The agency filter takes a name. The server looks it up among MatchAwards' agencies (exact name first, then names that start with it, then the rest in the API's order) and filters by the best match only, for now; the result's note names that agency and lists up to three other matches (one department can have several agency accounts), and when nothing matches, the search covers all agencies and the note says so. Lookups are cached for 10 minutes.

Award records may be incomplete (federal awards especially), so every award result says so. The two brief tools describe firms as having won similar work, never as the incumbent; they make at most 1 opportunity request and 6 award requests per call (at most 3 per query, shared by the queries), within 6 seconds, and when either limit cuts the lookup short they answer with what they read and a warning. Their sample says how many award records the figures rest on, their dates, and whether every matching record was read. A grant award's title is its recipient's name, so the model is asked to head it with the awardee name and CFDA number instead.

Every tool is read-only and needs no account (except my_matches, a hosted tool that exists only with account linking on; see Linked accounts): each declares readOnlyHint, idempotentHint, a title and securitySchemes: [{"type": "noauth"}] (in _meta). Results are structured: each tool publishes an outputSchema and returns structuredContent, with the same JSON as text for clients that read only text. Every result carries a url on matchawards.com (and a sam_url for federal notices), and the server asks the model to show them as markdown links. Links to matchawards.com carry utm_source, utm_medium and utm_campaign parameters naming the AI host the request came from (for example utm_source=chatgpt); links to other sites are left unchanged.

Changes in 1.1.6

Rate limits (hosted): only tool calls count in the per-client limit, now 60 per minute and 20 per 5 seconds (the MatchAwards API's own per-address limit; was 30 and 10 for every request), 240 per minute per IPv6 /48. Handshake and listing requests, which coding agents such as Codex repeat before every call, have their own budget of 600 per minute and 120 per 5 seconds (MATCHAWARDS_PROTOCOL_PER_MIN, MATCHAWARDS_PROTOCOL_BURST), with 6000 per minute for all clients together (MATCHAWARDS_PROTOCOL_GLOBAL_PER_MIN, the only one that applies to ChatGPT's addresses). Rejections count as rate_limit_protocol and rate_limit_protocol_global. A body that does not arrive within 10 seconds gets 408 (timeout).
The Codex CLI (User-Agent codex-mcp-client/...) is its own family, codex, in the usage metrics. Its links keep utm_source=mcp.

Changes in 1.1.5

Go-links (hosted, MATCHAWARDS_GO_LINKS=1): an opportunity's sam_url and an award's source_url are given as the record's https://matchawards.com/go/ / link, which redirects to the same SAM.gov or USAspending page and counts the hand-off. A record without a MatchAwards id or page keeps its plain link. Off by default.

Changes in 1.1.4

search_contracts: the first page of a NAICS search that found something tells the model it may offer, once per conversation, a free MatchAwards account that sends new matches for those codes by email, with a sign-up link carrying the host's UTM parameters. my_matches never offers it.
MATCHAWARDS_CHATGPT_SIGNIN=0 (hosted, linking on): while ChatGPT's connection offers no sign-in, my_matches answers ChatGPT without the challenge (ChatGPT shows one only as an internal error): sign-in isn't available there yet, search by NAICS codes instead. Counted as outcome signin_unavailable.

Changes in 1.1.3

my_matches without a linked account: when the app gives the user no way to sign in, the model says plainly that signing in to MatchAwards isn't available there yet (not an error), asks what the business does, finds the codes with lookup_naics and searches with search_contracts.

Changes in 1.1.2

No NAICS codes given: the instructions have the model ask what the user's business does (or its codes) and find the codes with lookup_naics, in every mode. With linking on, my_matches on a profile without codes asks the same, searches with the codes found (keeping the profile's state and set-aside) and offers the match-settings link to save them.
"Nothing here needs an account" is in the instructions only with linking off; with linking on it contradicted my_matches.
The keyword hint says keyword search matches whole words in titles, and to try another form of the word.

Changes in 1.1.1

Hosted server: MATCHAWARDS_API_MAX_IN_FLIGHT (default 16) caps the requests to the public API in flight at once for the whole server. A request waits up to 5 seconds for a free slot (less when the tool's own time limit is nearer), then the tool answers "busy, retry" without calling the API. The per-minute API budget is spent only once a slot is held.

Changes in 1.1.0

Tool choice: assess_opportunity is described as the tool for fit, bid/no-bid and bid-brief questions, and get_opportunity points those questions to it (contracts and grants only).
Keyword hint: a contract, grant or award search by keyword with no NAICS code and only a few rows says in its note that keyword search matches titles only and points to lookup_naics.
Hosted server metrics: tool calls by User-Agent family, rows returned per list tool, MatchAwards API timing per endpoint and outcome, API requests per tool call, distinct ChatGPT conversations and first-seen ChatGPT users. Stats show the empty-result rate per tool; the ledger gains a rows column, added at open.
Hosted server: optional account linking and the my_matches tool (see Linked accounts). Off unless MATCHAWARDS_AUTH_ISSUER is set; with it off nothing else changes.

Changes in 1.0.4

The result card renders in Claude: its _meta.ui.domain is left out for Claude, which accepts only its own sandbox domain; other hosts still get https://matchawards.com.

Changes in 1.0.3

Hosted server: usage-stat rows are kept 180 days by default (was 365), set by MATCHAWARDS_USAGE_RETENTION_DAYS.

Changes in 1.0.2

Cards come from a new tool, show_results, which the model calls once with the ids it picked; the search tools return data only. The card (results-v2.html) expands a row in place and has an "Ask about this" button.
Results filtered by naics say which requested codes matched: matched_naics (the record's own codes) and, on contract notices, ai_matched_naics (codes MatchAwards' AI suggested).
Links to matchawards.com carry UTM parameters naming the AI host.
Hosted server: the shared limit is 1200 requests per minute, and /metrics adds tool latency, distinct-caller and client counts.

Changes in 1.0

search_by_naics is removed: search_contracts, search_grants and search_jobs take the same naics filter on its own.
find_contacts is removed: get_opportunity returns the published contacts with the rest of the record.
Results are structured output (outputSchema plus structuredContent). Fields the API adds later appear in results only once the schema declares them. get_opportunity returns ai (AI-generated notes, labelled as such) where MatchAwards has them, else null.
Tool annotations are closed-world (openWorldHint: false): the tools read the MatchAwards catalog only.
New tools: lookup_naics, search_awards, get_company, assess_opportunity and find_teaming_partners; search_contracts takes an agency name.

Cards

Hosts that render MCP Apps (ChatGPT, Claude) get one inline card per answer: after searching, the model calls show_results with up to 10 contract or grant ids it picked, and the card lists up to 8 of them with title, agency, place, a federal/state/grant badge, the deadline (days left, closed, or no fixed deadline), set-a

只显示了开头部分；其余内容请在仓库中阅读

MatchAwards

概览

PopNx MCP 的三大支柱

它能帮你做什么

安装

安装之前

或者在你的电脑上运行

或者在你的电脑上运行

或者在你的电脑上运行

或者在你的电脑上运行

需要你填写的值

它能做什么

基础检查i

作者与仓库一致

仍在维护

有许可证

端点有响应

使用 OAuth 登录

工具描述中没有隐藏指令

与“搜索与 AI 记忆”中的其他服务器比较i

常见问题

替代选择

Context7

Codebase Memory

Exa

作者的 README

MatchAwards MCP server

Tools

Changes in 1.1.6

Changes in 1.1.5

Changes in 1.1.4

Changes in 1.1.3

Changes in 1.1.2

Changes in 1.1.1

Changes in 1.1.0

Changes in 1.0.4

Changes in 1.0.3

Changes in 1.0.2

Changes in 1.0

Cards