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GAIP Integration Repair Agent

R0· no sign-in

Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose).

v1.5.0 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality75good
Trust93of 100
Uptime, 30 days100%
Latency p502346 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "gaip-integration-repair": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/integration-repair"
    }
  }
}
claude mcp add --transport http gaip-integration-repair https://www.gaipagents.com/mcp/agents/integration-repair
[mcp_servers.gaip-integration-repair]
url = "https://www.gaipagents.com/mcp/agents/integration-repair"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "gaip-integration-repair": {
      "type": "remote",
      "url": "https://www.gaipagents.com/mcp/agents/integration-repair",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "gaip-integration-repair": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/integration-repair"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=gaip-integration-repair&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vd3d3LmdhaXBhZ2VudHMuY29tL21jcC9hZ2VudHMvaW50ZWdyYXRpb24tcmVwYWlyIn0%3D"
}
{
  "servers": {
    "gaip-integration-repair": {
      "type": "http",
      "url": "https://www.gaipagents.com/mcp/agents/integration-repair"
    }
  }
}
{
  "mcpServers": {
    "gaip-integration-repair": {
      "httpUrl": "https://www.gaipagents.com/mcp/agents/integration-repair"
    }
  }
}
extensions:
  "gaip-integration-repair":
    enabled: true
    name: "gaip-integration-repair"
    type: streamable_http
    uri: "https://www.gaipagents.com/mcp/agents/integration-repair"
    timeout: 300

Quality 75 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene100 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations2 of 2 tools declare readOnlyHint or destructiveHint
  • pass
    tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
  • pass
    tools.token_costabout 1,035 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability25 · weight 15
  • warn
    stability.changes7 tool changes in 30 days
  • fail
    stability.rug_pull3 tools kept their name but changed most of their description in 30 days; review before trusting them
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

2 tools, about 1,035 tokens to load them all · tool set 90114123e5d6 · tools last changed 2026-10-15 · checked 2026-10-20 23:59 UTC

Tool changes

  • gaip_diagnose_integration_failurechangedinput schema
  • gaip_supplier_reliabilitychangedinput schema
  • gaip_supplier_reliabilitychangedtitle, description, input schemameaning changed
    before

    A supplier agent or API started failing? Pass the `failure` ({code, detail}), the supplier's public `supplier_url` and optionally `failure_started_at`. Returns the Integration Repair diagnosis plus the supplier card and readiness changes GAIP observed around that time, each with a receipt and labelled correlated in time (not causation), next steps and an offer to watch the supplier. Free, read-only, no account. Inputs must be public and non-personal; calling declares that (data_classification defaults to PUBLIC).

    after · 49% of words in common

    Use this when a supplier agent or API you depend on started failing ("did something change on their side?"). Pass its `supplier_url` and the `failure`. Returns the diagnosis plus changes GAIP observed around then (correlated in time, not causation), with receipts. Free, read-only, no account; inputs must be public and non-personal.

  • gaip_diagnose_integration_failurechangedtitle, description, input schema, annotationsmeaning changed
    before

    An agent-to-agent call failed? Pass the `failure` ({code, detail}): an HTTP status (400-504), a JSON-RPC, A2A or MCP error code, or the raw error text (TLS, DNS, connection refused, timeout, schema mismatch). Returns a specific diagnosis, severity, whether and how to retry (attempts, backoff, Retry-After), ordered fix steps, the likely owner, evidence to capture and a receipt. Proposal only; GAIP does not touch the other system. Free, no account, no effect outside GAIP: the call records a receipt in GAIP's history. Inputs must be public and non-personal; calling declares that (data_classification defaults to PUBLIC).

    after · 43% of words in common

    Use this when an agent, MCP or API call failed ("why did my call fail?", "what does this 429 mean?"). Pass the `failure` ({code, detail}) or the raw error text. Returns the likely cause, when and how to retry, fix steps and a receipt. GAIP touches no other system. Free, no account; records a GAIP receipt only. Inputs must be public and non-personal.

  • gaip_diagnose_integration_failurechangeddescription
    before

    An agent-to-agent call failed? Pass the `failure` ({code, detail}): an HTTP status (400-504), a JSON-RPC, A2A or MCP error code, or the raw error text (TLS, DNS, connection refused, timeout, schema mismatch). Returns a specific diagnosis, severity, whether and how to retry (attempts, backoff, Retry-After), ordered fix steps, the likely owner, evidence to capture and a receipt. Proposal only; GAIP does not touch the other system. Free, read-only, no account. Inputs must be public and non-personal; calling declares that (data_classification defaults to PUBLIC).

    after · 91% of words in common

    An agent-to-agent call failed? Pass the `failure` ({code, detail}): an HTTP status (400-504), a JSON-RPC, A2A or MCP error code, or the raw error text (TLS, DNS, connection refused, timeout, schema mismatch). Returns a specific diagnosis, severity, whether and how to retry (attempts, backoff, Retry-After), ordered fix steps, the likely owner, evidence to capture and a receipt. Proposal only; GAIP does not touch the other system. Free, no account, no effect outside GAIP: the call records a receipt in GAIP's history. Inputs must be public and non-personal; calling declares that (data_classification defaults to PUBLIC).

  • gaip_supplier_reliabilityadded

    A supplier agent or API started failing? Pass the `failure` ({code, detail}), the supplier's public `supplier_url` and optionally `failure_started_at`. Returns the Integration Repair diagnosis plus the supplier card and readiness changes GAIP observed around that time, each with a receipt and labelled correlated in time (not causation), next steps and an offer to watch the supplier. Free, read-only, no account. Inputs must be public and non-personal; calling declares that (data_classification defaults to PUBLIC).

  • gaip_diagnose_integration_failurechangeddescription, input schemameaning changed
    before

    Classify a supplied public handshake or task failure and return a bounded repair plan and retained receipt. No patch or replay of another operator's system.

    after · 9% of words in common

    An agent-to-agent call failed? Pass the `failure` ({code, detail}): an HTTP status (400-504), a JSON-RPC, A2A or MCP error code, or the raw error text (TLS, DNS, connection refused, timeout, schema mismatch). Returns a specific diagnosis, severity, whether and how to retry (attempts, backoff, Retry-After), ordered fix steps, the likely owner, evidence to capture and a receipt. Proposal only; GAIP does not touch the other system. Free, read-only, no account. Inputs must be public and non-personal; calling declares that (data_classification defaults to PUBLIC).

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 93 / 100

duplicate-repo
provenance90
liveness100
freshness100
hygiene80

+repository +namespace-matches-repo +website +reachable +uptime-100% +updated-11d-ago -duplicate-repo(12 names)

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://www.gaipagents.com/mcp/agents/integration-repair streamable-httpnoneyes100%2346 ms2025-11-252026-10-20

Tools (2)

gaip_diagnose_integration_failureUse this when an agent, MCP or API call failed ("why did my call fail?", "what does this 429 mean?"). Pass the `failure` ({code, detail}) or the raw error text. Returns the likely cause, when and how to retry, fix steps and a receipt. GAIP touches no other system. Free, no account; records a GAIP receipt only. Inputs must be public and non-personal.
gaip_supplier_reliabilityread-onlyUse this when a supplier agent or API you depend on started failing ("did something change on their side?"). Pass its `supplier_url` and the `failure`. Returns the diagnosis plus changes GAIP observed around then (correlated in time, not causation), with receipts. Free, read-only, no account; inputs must be public and non-personal.

Schemas: list_tools.

Also listed as

11 other active names share this repository (showing 10): io.github.tjcgraham-rgb/gaip-art-intelligence, io.github.tjcgraham-rgb/gaip-broker, io.github.tjcgraham-rgb/gaip-buyer-assurance, io.github.tjcgraham-rgb/gaip-integration-protocol, io.github.tjcgraham-rgb/gaip-listing-observer, io.github.tjcgraham-rgb/gaip-opportunity-broker, io.github.tjcgraham-rgb/gaip-outcome-value, io.github.tjcgraham-rgb/gaip-procurement-verify, io.github.tjcgraham-rgb/gaip-supplier-watch, io.github.tjcgraham-rgb/gaip-trust-assurance

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Official server.json
{
  "name": "io.github.tjcgraham-rgb/gaip-integration-repair",
  "icons": [
    {
      "src": "https://www.gaipagents.com/assets/agents/integration-repair.svg",
      "sizes": [
        "any"
      ],
      "mimeType": "image/svg+xml"
    }
  ],
  "title": "GAIP Integration Repair Agent",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://www.gaipagents.com/mcp/agents/integration-repair",
      "type": "streamable-http"
    }
  ],
  "version": "1.5.0",
  "repository": {
    "url": "https://github.com/tjcgraham-rgb/gaip-agents",
    "source": "github"
  },
  "websiteUrl": "https://www.gaipagents.com/agents/integration-repair",
  "description": "Now part of GAIP Diagnose: diagnoses failed agent or API calls (gaip_diagnose)."
}