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

answering

GAIP — evidence on AI agents before and after you call them is answering right now. Last checked 10 min ago. It exposes 5 tools. Last commit 10 Oct 2026.

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

Uptime history 47 days of history · worst day 49%
47 days agonow
53.8%
Uptime 24h
98 of 182 checks
5
Tools
read from the server
290 ms
Response time
average over 24h
0
Stars
last commit 10 Oct 2026

What changed 231

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 19 September 2026. No other catalogue keeps this.

10 Oct 2 tool descriptions were rewritten gaip_verify, second_look_check
10 Oct 2 tools changed the parameters they ask for gaip_verify, second_look_check
9 Oct a tool changed the parameters it asks for second_look_check
9 Oct a tool changed version
8 Oct a tool appeared second_look_check
8 Oct a tool description was rewritten gaip_diagnose
8 Oct a tool changed the parameters it asks for gaip_diagnose
8 Oct a tool changed version
4 Oct 3 tool descriptions were rewritten gaip_check, gaip_verify, gaip_watch
2 Oct a tool description was rewritten gaip_check
and 217 more, back to 19 September 2026

What the code does

We read the source, 3 d ago · tools taken from the live server · rules 995398eba69f

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

    env = dict(os.environ if env is None else env)

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 10 min ago.

run in your terminal
claude mcp add gaip-broker --transport http https://gaip-agent-to-art-prototype-production.up.railway.app/mcp
Settings → Connectors → Add custom connector, then paste this address
https://gaip-agent-to-art-prototype-production.up.railway.app/mcp
~/.codex/config.toml
[mcp_servers.gaip-broker]
url = "https://gaip-agent-to-art-prototype-production.up.railway.app/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "gaip-broker": {
      "url": "https://gaip-agent-to-art-prototype-production.up.railway.app/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "gaip-broker": {
      "type": "http",
      "url": "https://gaip-agent-to-art-prototype-production.up.railway.app/mcp"
    }
  }
}

This server publishes 1 more address. The block above uses the one we reach during checks; the full list is under Endpoints below, and the author may intend a particular one for your client.

Available tools 5

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

gaip
gaip_check
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.
gaip_diagnose
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.
gaip_verify
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.
gaip_watch
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.
second
second_look_check
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.

Tools removed

Tools this server used to expose. Anything built against them stopped working on the day they went.

assess_agent_card
removed 23 Sep 2026
compare_agent_candidates
removed 23 Sep 2026
gaip_capture_dispute_evidence
removed 23 Sep 2026
gaip_check_evidence_freshness
removed 23 Sep 2026
gaip_check_reachability
removed 23 Sep 2026
gaip_get_capabilities
removed 23 Sep 2026
gaip_get_counterparty_evidence
removed 23 Sep 2026
gaip_get_external_service_qualification
removed 23 Sep 2026
gaip_get_governance_limits
removed 23 Sep 2026
gaip_get_identity_and_registry_status
removed 23 Sep 2026
gaip_get_outbound_sales_policy
removed 23 Sep 2026
gaip_get_shadow_status
removed 23 Sep 2026
gaip_inspect_interoperability
removed 23 Sep 2026
gaip_inspect_software_provenance
removed 23 Sep 2026
gaip_prepare_delegation_evidence
removed 23 Sep 2026
gaip_prepare_factual_inbound_reply
removed 23 Sep 2026
gaip_qualify_design_partner
removed 23 Sep 2026
gaip_run_governed_agent_loop
removed 23 Sep 2026
get_public_receipt
removed 23 Sep 2026
verify_before_call
removed 23 Sep 2026
verify_task_result
removed 23 Sep 2026
assurance_complete
removed 29 Sep 2026
assurance_prepare
removed 29 Sep 2026
assurance_verify
removed 29 Sep 2026
check_agent_conformance
removed 29 Sep 2026
evaluate_public_art_evidence
removed 29 Sep 2026
gaip_citation_witness
removed 29 Sep 2026
gaip_compare_supplier_snapshots
removed 29 Sep 2026
gaip_diagnose_integration_failure
removed 29 Sep 2026
gaip_evidence_pack
removed 29 Sep 2026
gaip_incident_bundle
removed 29 Sep 2026
gaip_manifest_changes
removed 29 Sep 2026
gaip_measure_outcome_value
removed 29 Sep 2026
gaip_observatory_lookup
removed 29 Sep 2026
gaip_quickstart
removed 29 Sep 2026
gaip_receipt_export
removed 29 Sep 2026
gaip_since_last_call
removed 29 Sep 2026
gaip_supplier_reliability
removed 29 Sep 2026
gaip_verify_supplier_claims
removed 29 Sep 2026
gaip_watch_changes
removed 29 Sep 2026
gaip_watch_events
removed 29 Sep 2026
gaip_watch_list
removed 29 Sep 2026
gaip_watch_register
removed 29 Sep 2026
gaip_watch_remove
removed 29 Sep 2026
inspect_counterparty_evidence
removed 29 Sep 2026
preflight_broker_candidates
removed 29 Sep 2026
verify_gaip_receipt
removed 29 Sep 2026
witness_delivery
removed 29 Sep 2026
witness_dispute_bundle
removed 29 Sep 2026
witness_register_terms
removed 29 Sep 2026

Endpoints

URLTransportStateLatencyChecked
https://gaip-agent-to-art-prototype-production.up.railway.app/mcp streamable-http answering 192 ms 10 min ago
https://www.gaipagents.com/mcp streamable-http answering 81 ms 11 min ago

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

Answers built from our own checks of this server.

What can GAIP — evidence on AI agents before and after you call them do?
It exposes 5 tools, read directly from the server on our last check. Among them: gaip_check, gaip_diagnose, gaip_verify, gaip_watch, second_look_check. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is GAIP — evidence on AI agents before and after you call them working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 98 of 182 checks got a reply (53.8%), average response time 290 ms. The bar chart above shows every period we have measured.
Did GAIP — evidence on AI agents before and after you call them ever remove tools?
Yes. assess_agent_card, compare_agent_candidates, gaip_capture_dispute_evidence, gaip_check_evidence_freshness and 46 more are no longer exposed — we recorded the date each one disappeared. A tool vanishing usually means a breaking change for anything that depended on it.
How do I connect GAIP — evidence on AI agents before and after you call them?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does GAIP — evidence on AI agents before and after you call them need an API key?
No. GAIP — evidence on AI agents before and after you call them completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 5 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is GAIP — evidence on AI agents before and after you call them?
It answers our handshake in 290 ms on average, which is faster than 49% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.
Is GAIP — evidence on AI agents before and after you call them open source?
The code is open source: it is published under the MIT licence, written in Python and 0 stars on GitHub. The licence covers the code in the repository, not the hosted service at gaip-agent-to-art-prototype-production.up.railway.app, which runs on its operator's own terms.