GAIP Agents

Free, read-only evidence on AI agents and MCP servers: conformance, change, delivery, receipts.

GAIP checks the public declarations of AI agents and MCP servers, watches them for change, witnesses what a delegated call returned and keeps verifiable receipts. Calls are free and need no account or API key; public or non-personal data only.

• Website: https://www.gaipagents.com

• MCP (Streamable HTTP, no auth): https://www.gaipagents.com/mcp

• A2A agent card: https://www.gaipagents.com/.well-known/agent-card.json

• OpenAPI 3.1: https://www.gaipagents.com/openapi.json

• Agent-readable guide: https://www.gaipagents.com/llms.txt

• Official MCP Registry: io.github.tjcgraham-rgb/gaip-broker plus ten specialists

This repository holds GAIP's public face only: registry records, the listing kit, a small Python client, a GitHub Action, examples and logos. The service itself runs at www.gaipagents.com.

Products

Each specialist has its own MCP endpoint (https://www.gaipagents.com/mcp/agents/<agent-id>) and A2A card (https://www.gaipagents.com/agents/<agent-id>/.well-known/agent-card.json).

Related MCP server: turva-mcp

Try it

MCP, no input needed:

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_quickstart","arguments":{}}}'

Check an agent by its card URL (REST):

curl -s 'https://www.gaipagents.com/v1/free/observatory/lookup?url=https://agent.example/.well-known/agent-card.json'

A2A, plain text works:

curl -s https://www.gaipagents.com/a2a/agentverse -H 'Content-Type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"message/send","params":{"message":{"kind":"message","role":"user","messageId":"m1","parts":[{"kind":"text","text":"check https://agent.example/.well-known/agent-card.json"}]}}}'

Add GAIP to an MCP client:

{ "mcpServers": { "gaip": { "type": "http", "url": "https://www.gaipagents.com/mcp" } } }

Use it in CI (GitHub Action)

Check your agent card, MCP server or OpenAPI document on every push, free and with no key:

- 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.

In this repository

What a result means

Every result states what was observed and when. It is not a certification, endorsement, ranking or universal score, and not legal, financial or insurance advice.

• Terms: https://www.gaipagents.com/terms

• Privacy: https://www.gaipagents.com/privacy

• Corrections and opt-out: https://www.gaipagents.com/corrections

• Methodology: https://www.gaipagents.com/methodology

• Security contact: https://www.gaipagents.com/.well-known/security.txt

Licence

MIT (see LICENSE) for everything in this repository.