gaip-integration-repair
MCP serverAI & modelsDiagnoses why an agent call or API request failed and gives back a short step-by-step fix plan.
Available today. Use it from your connected AI after setup.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the gaip diagnose integration failure tool from gaip-integration-repair
About this server
Supplier Reliability: diagnoses failed agent or API calls and returns a bounded repair plan.
Install gaip-integration-repair
The server’s own address, for the clients that take one directly. Or connect ahel onceand every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.
Claude Code
claude mcp add --transport http --scope user gaip-integration-repair 'https://www.gaipagents.com/mcp/agents/integration-repair'Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
https://www.gaipagents.com/mcp/agents/integration-repairAdd a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=gaip-integration-repair&config=eyJ1cmwiOiJodHRwczovL3d3dy5nYWlwYWdlbnRzLmNvbS9tY3AvYWdlbnRzL2ludGVncmF0aW9uLXJlcGFpciJ9Open the link and Cursor adds the server at that address.
ChatGPT
https://www.gaipagents.com/mcp/agents/integration-repairIn Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.
Codex
codex mcp add gaip-integration-repair --url 'https://www.gaipagents.com/mcp/agents/integration-repair'Run it once, then sign in with codex mcp login gaip-integration-repair if the server asks for an account.
From the project's README
As published by tjcgraham-rgb/gaip-agents in README.md. This repository publishes several servers, so only the opening is shown here.
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-brokerplus 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
Shortened here. Read the whole README on GitHub.
Tools it offers (2)
What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.
gaip_diagnose_integration_failuregaip_supplier_reliability
Signals
- Last commit
- Sep 2026
Advanced
- Delivery
- gaip-integration-repair MCP server → your ahel connector (mcp.ahel.ai) → your AI.
- Item type
- mcp-server
- Key
io-github-tjcgraham-rgb-gaip-integration-repair- Source
- github.com/tjcgraham-rgb/gaip-agents
- Hosted endpoint
https://www.gaipagents.com/mcp/agents/integration-repair