GAIP — evidence on AI agents before and after you call them
Agent Observatory, supplier reliability, delivery assurance and evidence receipts for AI agents.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"gaip-broker": {
"url": "https://gaip-agent-to-art-prototype-production.up.railway.app/mcp"
}
}
}Remote endpoints
https://gaip-agent-to-art-prototype-production.up.railway.app/mcpstreamable-httphttps://www.gaipagents.com/mcpstreamable-httpWhat it can do
Tool inventory
Tools (4)
🟢gaip_check(continuity_handle, intended_task, url)
Use this when asked whether an AI agent, MCP server or API works, is reachable, is valid or has changed. Pass its `url`. Returns a one-line verdict (READY, FIXES_NEEDED, NO_AGENT_CARD or UNREACHABLE), fixes, dated history when GAIP observes it, and a receipt. Free, read-only, no account; inputs must be public and non-personal.
Input Schema
{
"type": "object",
"properties": {
"continuity_handle": {
"additionalProperties": false,
"description": "Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones (needed to see or remove your watches later).",
"properties": {
"continuity_id": {
"type": "string"
},
"token": {
"type": "string"
}
},
"required": [
"continuity_id",
"token"
],
"type": "object"
},
"intended_task": {
"description": "Optional: what you plan to hand it, e.g. 'weather forecast for London'. Adds task-specific evidence.",
"maxLength": 500,
"type": "string"
},
"url": {
"description": "Public https link to the agent, its A2A agent card, MCP server endpoint or OpenAPI document. GAIP fetches, validates and reach-tests it.",
"format": "uri",
"maxLength": 2048,
"type": "string"
}
},
"required": [
"url"
],
"additionalProperties": false,
"examples": [
{
"url": "https://www.gaipagents.com/.well-known/agent-card.json"
}
]
}🟡gaip_watch(continuity_handle, url, webhook_url)
Use this when asked to keep an eye on an agent or MCP server, or to be alerted when it changes. Pass its `url` for no-account feed links and its latest dated changes; add `webhook_url` to register 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.
Input Schema
{
"type": "object",
"properties": {
"continuity_handle": {
"additionalProperties": false,
"description": "Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones (needed to see or remove your watches later).",
"properties": {
"continuity_id": {
"type": "string"
},
"token": {
"type": "string"
}
},
"required": [
"continuity_id",
"token"
],
"type": "object"
},
"url": {
"description": "Public https URL of the MCP server endpoint or agent (card) to follow. No query string.",
"format": "uri",
"maxLength": 2048,
"type": "string"
},
"webhook_url": {
"description": "Optional: your own public https endpoint. GAIP then registers a watch and POSTs a signed event when the result changes.",
"format": "uri",
"maxLength": 2048,
"type": "string"
}
},
"required": [
"url"
],
"additionalProperties": false,
"examples": [
{
"url": "https://www.gaipagents.com/mcp"
}
]
}🟡gaip_diagnose(continuity_handle, error, http_status, url)
Use this when an agent, MCP or API call failed and you are asked why or how to fix it. Pass the `error` text and/or `http_status`; add the service `url` to see changes GAIP observed around then. Returns the likely cause, when to retry, fix steps and a receipt. Free, no account; records a GAIP receipt only. Inputs must be public and non-personal.
Input Schema
{
"type": "object",
"properties": {
"continuity_handle": {
"additionalProperties": false,
"description": "Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones (needed to see or remove your watches later).",
"properties": {
"continuity_id": {
"type": "string"
},
"token": {
"type": "string"
}
},
"required": [
"continuity_id",
"token"
],
"type": "object"
},
"error": {
"description": "The error you got, as text: HTTP status line, JSON-RPC/A2A/MCP error or message. Give this and/or http_status.",
"maxLength": 4000,
"type": "string"
},
"http_status": {
"description": "Optional: the HTTP status code you got, e.g. 429.",
"maximum": 599,
"minimum": 100,
"type": "integer"
},
"url": {
"description": "Optional: public https URL of the agent, MCP server or API that failed.",
"format": "uri",
"maxLength": 2048,
"type": "string"
}
},
"additionalProperties": false,
"examples": [
{
"error": "HTTP 429 Too Many Requests; Retry-After: 20",
"http_status": 429
}
]
}🟢gaip_verify(checks, citations, claims, continuity_handle, metadata, ...)
Use this when asked whether something delivered what was promised, whether claims are true, or whether citations are accurate. Pass `citations`, or `claims` (+ `url`), or a service `url` plus the `result` you got. Returns which check ran and each result. Free, no account; records a GAIP receipt only. Inputs must be public and non-personal.
Input Schema
{
"type": "object",
"properties": {
"checks": {
"description": "Optional (delivery): what a good response is: http_status_in {allowed}, content_type_is {value}, non_empty, json_parses. Default: HTTP 200, non-empty.",
"items": {
"type": "object"
},
"maxItems": 10,
"type": "array"
},
"citations": {
"description": "Citations to check: each {url, quote?} or just a URL. GAIP fetches each page once (robots.txt respected) and looks for the quote.",
"items": {
"oneOf": [
{
"type": "string"
},
{
"type": "object"
}
]
},
"maxItems": 20,
"minItems": 1,
"type": "array"
},
"claims": {
"description": "Claims to compare with observations: each a sentence or {id, text}.",
"items": {
"oneOf": [
{
"type": "string"
},
{
"type": "object"
}
]
},
"maxItems": 20,
"minItems": 1,
"type": "array"
},
"continuity_handle": {
"additionalProperties": false,
"description": "Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones (needed to see or remove your watches later).",
"properties": {
"continuity_id": {
"type": "string"
},
"token": {
"type": "string"
}
},
"required": [
"continuity_id",
"token"
],
"type": "object"
},
"metadata": {
"description": "Optional (claims): the published agent card, MCP or OpenAPI document.",
"type": "object"
},
"observations": {
"description": "Optional (claims): what you saw, each {claim_id, result: PASS|FAIL, detail}.",
"items": {
"type": "object"
},
"maxItems": 30,
"type": "array"
},
"result": {
"description": "Optional (delivery): the response you received. Omitted: GAIP fetches the service URL now (public replay).",
"properties": {
"body": {
"maxLength": 32768,
"type": "string"
},
"body_sha256": {
"type": "string"
},
"content_type": {
"type": "string"
},
"http_status": {
"type": "integer"
}
},
"type": "object"
},
"terms_id": {
"description": "Optional (delivery): terms_id from an earlier registration, instead of url.",
"type": "string"
},
"url": {
"description": "Claims: the agent or supplier they are about. Delivery: the public https service URL that should deliver.",
"format": "uri",
"maxLength": 2048,
"type": "string"
}
},
"additionalProperties": false,
"examples": [
{
"citations": [
{
"quote": "GAIP",
"url": "https://www.gaipagents.com/"
}
]
}
]
}Community
Evidence