GAIP Integration Repair Agent

io.github.tjcgraham-rgb由 GitHub 帳號 tjcgraham-rgb 發布v1.5.0更新於 Oct 24, 2026

Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose).

已驗證Streamable HTTP可網頁執行開發者工具安全與監控

概覽

AI 產生的概覽

遠端 GAIP 伺服器，用於診斷失敗的 agent、MCP 或 API 呼叫，並回報觀測到的供應方變化，附簽章回執。

可以做什麼
依錯誤碼、詳情或原始錯誤文字診斷失敗的 agent、MCP 或 API 呼叫，回傳可能原因、重試建議與修正步驟，並附回執。檢查你所依賴的供應方 agent 或 API，回傳診斷結果以及 GAIP 在同一時段觀測到的變化，並說明這只是時間相關而非因果關係。兩個工具皆說明為免費、唯讀，無需帳號。
適用情境
適用於 agent、MCP 伺服器或 API 呼叫失敗後，需要清楚解釋錯誤與重試方式時；或所依賴的第三方供應方開始出錯，想了解其端當時是否有變化時。
執行需求
遠端 streamable HTTP 端點；未宣告登入、API 金鑰、環境變數或標頭。需要能連線至 GAIP 服務的網路。
安裝前請注意
供應方工具需要傳入供應方 URL 與失敗詳情，這些內容會傳送給 GAIP 服務。答案被描述為特定時間的觀測，不構成認證、背書或法律、財務、保險建議。README 提到連續性句柄，會把後續答案綁定到你在 GAIP 的歷史紀錄。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 GAIP Integration Repair Agent，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-integration-repair/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-integration-repair-agent": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/integration-repair"
    }
  }
}

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

2

gaip_diagnose_integration_failure

Why did my agent call fail?

Use this when an agent, MCP or API call failed ("why did my call fail?", "what does this 429 mean?"). Pass the `failure` ({code, detail}) or the raw error text. Returns the likely cause, when and how to retry, fix steps and a receipt. GAIP touches no other system. Free, no account; records a GAIP receipt only. Inputs must be public and non-personal.

輸入參數failure必填protocolsyntheticepisode_idtask_classcounterparty_idcontinuity_handledata_classificationindependent_operator_id

gaip_supplier_reliability

Why is my supplier failing?

Use this when a supplier agent or API you depend on started failing ("did something change on their side?"). Pass its `supplier_url` and the `failure`. Returns the diagnosis plus changes GAIP observed around then (correlated in time, not causation), with receipts. Free, read-only, no account; inputs must be public and non-personal.

輸入參數cardfailurefailuresprotocoltransporttask_classsupplier_url必填lookback_dayscounterparty_idfailure_started_atdata_classification

版本歷史

6
  1. v1.5.0最新Oct 10, 2026
  2. v1.4.0Oct 2, 2026
  3. v1.2.0Sep 30, 2026
  4. v1.1.1Sep 29, 2026
  5. v1.1.0Sep 28, 2026
  6. v1.0.0Sep 27, 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