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

io.github.tjcgraham-rgbPublished by GitHub account tjcgraham-rgbv1.8.0Updated Oct 24, 2026

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

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingDeveloper ToolsSecurity & Monitoring

Overview

AI-generated overview

GAIP checks AI agents, MCP servers and shop pages, returning dated observations, fixes and signed receipts.

What you can do
  • Check an agent, MCP server or API by URL for a verdict, fixes and dated history, optionally testing whether a named bot may fetch it
  • Watch an endpoint for changes and get feed links, latest dated changes, or a signed webhook alert
  • Diagnose a failed agent, MCP or API call from error text or HTTP status and get the cause, the fix and a retry delay
  • Verify whether a service delivered what it promised, or whether cited pages contain the quoted text
  • Compare a product page against a shopper's price or stock claim and return a signed, dated receipt
When to use it
Useful before adding, paying for or relying on an AI agent, MCP server or API, when a call has failed and you need the cause and fix, or when checking whether a cited page or a shop's price claim matches what was actually published.
Requirements
Remote streamable HTTP endpoint at www.gaipagents.com; no sign-in, API key, environment variables or headers are needed. A webhook URL is only needed if you want change alerts.
Before you install
Read-only and free, but inputs are sent to a third-party service that keeps dated records; a watch with a webhook records the watch, and delivery verification keeps a record. Answers are observations at a stated time, not certification, endorsement or legal, financial or insurance advice.

Installation

In SourceWeft

  1. Open GAIP — evidence on AI agents before and after you call them in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.tjcgraham-rgb%2Fgaip-broker/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "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.

Source: README.md at commit 0bfeca4

Tools

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.

Parametersurlrequiredagentverboseintended_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.

Parametersurlrequiredverbosewebhook_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.

Parametersurlerrorverbosehttp_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.

Parametersurlchecksclaimsresultverbosemetadataterms_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.

Parametersurlrequiredclaimpricevariantverbosecurrencyin_stockmandate_refcontinuity_handle

Version history

10
  1. v1.8.0LatestOct 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

Score

100% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts