GAIP — evidence on AI agents before and after you call them

io.github.tjcgraham-rgb由 GitHub 帳號 tjcgraham-rgb 發布v1.8.0更新於 Oct 24, 2026

GAIP keeps an independent, dated record of what AI agents, MCP servers and online shops publish.

已驗證Streamable HTTP可網頁執行網頁搜尋與抓取開發者工具安全與監控

概覽

AI 產生的概覽

GAIP 可查核 AI 代理、MCP 伺服器與商店頁面，回傳附日期的觀測結果、修正建議與簽章回執。

可以做什麼
  • 依 URL 檢查代理、MCP 伺服器或 API，給出結論、修正建議與附日期的歷史，並可測試指定爬蟲是否被允許抓取
  • 監看某個端點是否變更，回傳訂閱連結、最新變更紀錄，或透過簽章 webhook 發送通知
  • 依錯誤文字或 HTTP 狀態診斷失敗的代理、MCP 或 API 呼叫，給出原因、修正方式與重試等待時間
  • 核實服務是否兌現承諾，或引用的頁面是否確實包含所引文字
  • 將商品頁面與購物者的價格或庫存說法比對，回傳簽章且附日期的回執
適用情境
適合在加入、付費或依賴某個 AI 代理、MCP 伺服器或 API 之前使用；呼叫失敗需要查明原因與修正方式時；以及核實引用頁面或商店價格說法是否與實際發布內容一致時。
執行需求
遠端 streamable HTTP 端點 www.gaipagents.com；不需登入、API 金鑰、環境變數或標頭。僅在需要變更通知時才需提供 webhook 網址。
安裝前請注意
唯讀且免費，但輸入內容會傳送給第三方服務，該服務會保留附日期的紀錄；設定 webhook 的監看會登記一筆監看紀錄，交付核實也會留下紀錄。回答僅為特定時間的觀測結果，不構成認證、背書或法律、金融、保險建議。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 GAIP — evidence on AI agents before and after you call them，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/io.github.tjcgraham-rgb%2Fgaip-broker/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": {
    "gaip-evidence-on-ai-agents-before-and-af": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp"
    }
  }
}

README

GAIP

[GAIP logo]

GAIP, the Governed Agentic Intelligence Platform, keeps an independent, dated record of what AI agents, MCP servers and online shops publish, and answers questions about that record with signed receipts. Free, read-only, no key; facts at a stated time, never an assessment.

First call: gaip_check with a url on https://www.gaipagents.com/mcp. This one runs as-is; then use the URL of the agent, MCP server or API you care about:

bash
curl -s https://www.gaipagents.com/mcp \  -H 'Content-Type: application/json' -H 'Accept: application/json, text/event-stream' \  -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"gaip_check","arguments":{"url":"https://mcp.deepwiki.com/mcp"}}}'

Without MCP: GET https://www.gaipagents.com/v1/free/conformance/check?url=<url>.

The map: every question GAIP answers, grouped by who asks, with its tool and HTTP route: https://www.gaipagents.com/v1/free/map. Every completed answer carries a continuity handle; send it back and the answer is bound to your own history with GAIP.

One line to connect

WhereOne line
Any MCP clienthttps://www.gaipagents.com/mcp (streamable HTTP, no sign-in)
Claude Codeclaude mcp add --transport http gaip https://www.gaipagents.com/mcp, or the plugin (MCP server and skill): /plugin install gaip --marketplace tjcgraham-rgb/gaip-agents
Claude Desktop / claude.aiCustomize > Connectors > Add custom connector, URL https://www.gaipagents.com/mcp, no sign-in
Agent Skills (Claude Code, Cursor, Codex and others)npx skills add tjcgraham-rgb/gaip-agents (installs skills/gaip/SKILL.md)
Cursor, VS Codethe buttons below, or { "mcpServers": { "gaip": { "url": "https://www.gaipagents.com/mcp" } } }
Gemini CLIgemini extensions install https://github.com/tjcgraham-rgb/gaip-agents
OpenAI Agents SDKHostedMCPTool(tool_config={"type": "mcp", "server_label": "gaip", "server_url": "https://www.gaipagents.com/mcp", "require_approval": "never"})
Vercel AI SDKawait createMCPClient({ transport: { type: 'http', url: 'https://www.gaipagents.com/mcp' } }) (from @ai-sdk/mcp)
LangChainpip install langchain-gaip, then from langchain_gaip import get_tools
CrewAIAgent(..., mcps=["https://www.gaipagents.com/mcp"])
A2A (1.0 and 0.3.0)agent card https://www.gaipagents.com/.well-known/agent-card.json; plain text works
x402nothing to set up: GAIP is free and never answers with HTTP 402 (https://www.gaipagents.com/.well-known/x402)
Windsurf~/.codeium/windsurf/mcp_config.json: { "mcpServers": { "gaip": { "serverUrl": "https://www.gaipagents.com/mcp" } } }
Cline{ "mcpServers": { "gaip": { "type": "streamableHttp", "url": "https://www.gaipagents.com/mcp" } } } (see llms-install.md)
Everything else, with copy-paste codehttps://www.gaipagents.com/docs/quickstart

[Add to Cursor] [Install in VS Code]

In CI: two GitHub Actions

GAIP Watch fails your build when an MCP server or agent your agent depends on changed its tools, schemas, sign-in or prices, with dated receipts (watch/):

yaml
- uses: tjcgraham-rgb/gaip-agents/watch@main  with:    urls: https://mcp.example.com/mcp

GAIP Agents check runs gaip_check on your own agent card, MCP server or OpenAPI document on every push:

yaml
- uses: tjcgraham-rgb/gaip-agents@v1  with:    agent-url: https://your-agent.example/.well-known/agent-card.json    fail-on-error: "true"

Outputs: verdict (READY, FIXES_NEEDED, UNREACHABLE or NOT_CHECKED), receipt-id, error-count, warning-count. Providers can show their own dated record with the badge https://www.gaipagents.com/v1/free/watch/badge.svg?url=<your endpoint>.

In this repository

PathWhat it is
registry/The Official MCP Registry records: gaip-broker.json (GAIP itself) and one record per specialist agent
listing-kit.jsonThe sentence, the first call, the map's rows, endpoints and example calls for directories (also served at /v1/free/discovery/listing-kit)
skills/gaip/SKILL.mdGAIP as an Agent Skill (agentskills.io format; also served at /.well-known/agent-skills/gaip/SKILL.md)
.claude-plugin/Claude Code plugin and marketplace manifests: the skill plus the remote MCP server
.cursor-plugin/plugin.json, mcp.jsonCursor plugin manifest and its MCP server
gemini-extension.json, GEMINI.mdGemini CLI extension: installs GAIP's MCP server and tells the model when to use each tool
packages/gaip-check/Python client: check_agent("https://other-agent.example")
action.yml, packages/gaip-check-action/The check Action (uses: tjcgraham-rgb/gaip-agents@v1)
watch/The GAIP Watch Action
packages/aipref-signals/Dependency-free parser and test vectors for AI-preference signals (IETF AI Preferences Content-Usage, RSL licence links, W3C TDMRep, Content Signals)
assets/GAIP logo (SVG, and a 400×400 PNG) and the specialist icons (SVG)
llms-install.mdInstall steps for AI assistants that set up MCP servers themselves (Cline)

The registry records, listing kit, packages, Watch Action, skill and Gemini extension are copies of what GAIP's service generates; a check in the service's repository warns when a copy here falls out of step. The service itself runs at www.gaipagents.com.

What an answer means

Every answer states what was observed and when. It is not a certification, endorsement, ranking or universal score, and not legal, financial or insurance advice. Receipts are signed with GAIP's Ed25519 key, published at https://www.gaipagents.com/.well-known/gaip-receipt-keys.json.

Licence

MIT (see LICENSE) for everything in this repository.

來源：README.md，提交 0bfeca4

工具

5

gaip_check

Check an AI agent, MCP server or API

Use this when asked whether an AI agent, MCP server or API works or has changed, e.g. before adding or paying it. Pass its `url`. Returns a verdict, fixes, dated history when observed, and a receipt. With `agent` (e.g. GPTBot): may your bot fetch it (robots.txt, AI-crawler rules)? Free, read-only, no account; inputs must be public and non-personal.

輸入參數url必填agentverboseintended_taskcontinuity_handle

gaip_watch

Watch an agent or MCP server for changes

Use this when asked to keep an eye on an agent or MCP server, or to be alerted when it changes. Pass its `url`: returns feed links and its latest dated changes; add `webhook_url` for a free watch (checked every 24 h, signed webhook on change). Free, no account; with a webhook it records a watch. Inputs must be public and non-personal.

輸入參數url必填verbosewebhook_urlcontinuity_handle

gaip_diagnose

Why did my agent or API call fail?

Use this when an agent, MCP or API call failed. Paste the `error` text and/or `http_status`; add the service `url` if known. Returns the cause, the exact fix (e.g. the missing argument) and retry_after_seconds; `keep_receipt: true` adds a dated receipt. Free, read-only, no account; inputs must be public and non-personal.

輸入參數urlerrorverbosehttp_statuskeep_receiptcontinuity_handle

gaip_verify

Verify a delivery or citations

Use this when asked whether a service delivered what was promised or whether cited pages contain the quoted text. Pass `citations`, or a service `url` (+ `checks`, the `result` you got), or `claims` with `observations`. Returns a result per item. Free, no account; only delivery keeps a record. Inputs must be public and non-personal.

輸入參數urlchecksclaimsresultverbosemetadataterms_idcitationskeep_receiptobservationscontinuity_handle

second_look_check

Second Look: check before you buy

Use this when a shopper is about to buy something an AI suggested, or asks if a price or stock claim is right. Pass the product page `url` and the `claim`. Returns what the page showed beside what the claim said, and a signed, dated receipt. Second Look by GAIP. Free, no account, no affiliate links; inputs must be public and non-personal.

輸入參數url必填claimpricevariantverbosecurrencyin_stockmandate_refcontinuity_handle

版本歷史

10
  1. v1.8.0最新Oct 9, 2026
  2. v1.7.0Oct 8, 2026
  3. v1.6.1Sep 29, 2026
  4. v1.6.0Sep 29, 2026
  5. v1.5.0Sep 28, 2026
  6. v1.4.0Sep 27, 2026
  7. v1.3.1Sep 23, 2026
  8. v1.3.0Sep 20, 2026
  9. v1.2.0Sep 20, 2026
  10. v1.0.0Sep 17, 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