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

io.github.tjcgraham-rgb由 GitHub 账号 tjcgraham-rgb 发布v1.8.0更新于 Oct 24, 2026

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

已验证Streamable HTTP可网页运行网页搜索与抓取开发者工具安全与监控

概览

AI 生成的概览

GAIP 可核查 AI 智能体、MCP 服务器和商店页面，返回带日期的观测结果、修复建议和签名回执。

可以做什么
  • 按 URL 检查智能体、MCP 服务器或 API，给出结论、修复建议和带日期的历史，并可测试指定爬虫是否被允许抓取
  • 监控某个端点是否发生变化，返回订阅链接、最新变更记录，或通过签名 webhook 发送提醒
  • 根据错误文本或 HTTP 状态诊断失败的智能体、MCP 或 API 调用，给出原因、修复方法和重试等待时间
  • 核实服务是否兑现承诺，或引用的页面是否确实包含所引文字
  • 将商品页面与购物者的价格或库存说法进行比对，返回签名且带日期的回执
适用场景
适合在添加、付费或依赖某个 AI 智能体、MCP 服务器或 API 之前使用；调用失败需要查明原因和修复方法时；以及核实引用页面或商店价格说法是否与实际发布内容一致时。
运行要求
远程 streamable HTTP 端点 www.gaipagents.com；无需登录、API 密钥、环境变量或请求头。仅在需要变更提醒时才需提供 webhook 地址。
安装前请注意
只读且免费，但输入内容会发送给第三方服务，该服务会保留带日期的记录；设置 webhook 的监控会登记一条监控记录，交付核实也会留下记录。回答仅为特定时间的观测结果，不构成认证、背书或法律、金融、保险建议。

安装

在 SourceWeft 中

  1. 打开 控制台中的 GAIP — evidence on AI agents before and after you call them，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体，或 SourceWeft 对话中。智能体会读取该服务器的安装指南，先向你展示发布者、端点和登录方式，经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/io.github.tjcgraham-rgb%2Fgaip-broker/install.md，并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前，先告诉我它的发布者、端点和登录方式，等我确认。不要把 API 密钥写进命令或我会提交的文件；问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "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.

来源：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.

输入参数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.

输入参数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.

输入参数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.

输入参数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.

输入参数url必填claimpricevariantverbosecurrencyin_stockmandate_refcontinuity_handle

版本历史

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

评分

已满足适用检查项的 100%

该评分衡量此收录条目的完整程度，依据注册中心条目、端点与公开来源计算得出。它不是对服务器本身的评价，也不表示服务器安全或当前可用：可连通性是带日期的检查结果，评分也不包含安装量或用户评价。

  • 近 30 天内可连通必需25 分
  • 已声明认证方式必需10 分
  • 已列出工具必需15 分
  • 描述必需15 分
  • 图标10 分
  • 文档15 分
  • 许可证10 分