GAIP Integration Repair Agent

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io.github.tjcgraham-rgb/gaip-integration-repairv1.5.0

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

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Call this server's tools from your browser. Nothing to install.

https://www.gaipagents.com/mcp/agents/integration-repair

Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.

Tool list from our last check. Connect live to refresh it.

gaip_diagnose_integration_failure

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.

failureobject, required

The failure: {code, detail?, http_status?}, e.g. {"code": 429, "detail": "Too Many Requests; Retry-After: 20"}.

protocolstring

Counterparty protocol. Inferred from metadata when omitted, otherwise MCP.

syntheticboolean

Optional: true marks a test call.

episode_idstring

Optional: your own id to group related calls.

task_classstring

Optional: short name of the task, e.g. weather_forecast.

counterparty_idstring

Name or URL of the agent/service. Optional.

continuity_handleobject

Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones.

data_classificationstring

PUBLIC (default) or NON_PERSONAL_PUBLIC. Never send personal data.

independent_operator_idstring

Optional: your operator id (recorded as a claim, not verified).

This tool isn't marked read-only, so it may change something on the server or in an account you connected.

I understand, run it anyway

Try it

Call this server's tools from your browser. Nothing to install.

https://www.gaipagents.com/mcp/agents/integration-repair

Requests go through mcptry because browsers can't call most MCP servers directly. Header values are sent to the server for that request only and are never stored or logged.

Tool list from our last check. Connect live to refresh it.

gaip_diagnose_integration_failure

failureobject, required

The failure: {code, detail?, http_status?}, e.g. {"code": 429, "detail": "Too Many Requests; Retry-After: 20"}.

protocolstring

Counterparty protocol. Inferred from metadata when omitted, otherwise MCP.

syntheticboolean

Optional: true marks a test call.

episode_idstring

Optional: your own id to group related calls.

task_classstring

Optional: short name of the task, e.g. weather_forecast.

counterparty_idstring

Name or URL of the agent/service. Optional.

continuity_handleobject

Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones.

data_classificationstring

PUBLIC (default) or NON_PERSONAL_PUBLIC. Never send personal data.

independent_operator_idstring

Optional: your operator id (recorded as a claim, not verified).

This tool isn't marked read-only, so it may change something on the server or in an account you connected.

I understand, run it anyway

Tools (2)

gaip_diagnose_integration_failure

Argument	Type	Description
failure*	object	The failure: {code, detail?, http_status?}, e.g. {"code": 429, "detail": "Too Many Requests; Retry-After: 20"}.
protocol	string	Counterparty protocol. Inferred from metadata when omitted, otherwise MCP.
synthetic	boolean	Optional: true marks a test call.
episode_id	string	Optional: your own id to group related calls.
task_class	string	Optional: short name of the task, e.g. weather_forecast.
counterparty_id	string	Name or URL of the agent/service. Optional.
continuity_handle	object	Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones.
data_classification	string	PUBLIC (default) or NON_PERSONAL_PUBLIC. Never send personal data.
independent_operator_id	string	Optional: your operator id (recorded as a claim, not verified).

Input schema (JSON)

{
  "type": "object",
  "examples": [
    {
      "failure": {
        "code": 429,
        "detail": "HTTP 429 Too Many Requests; Retry-After: 20"
      },
      "counterparty_id": "example-weather-agent"
    }
  ],
  "required": [
    "failure"
  ],
  "properties": {
    "failure": {
      "type": "object",
      "description": "The failure: {code, detail?, http_status?}, e.g. {\"code\": 429, \"detail\": \"Too Many Requests; Retry-After: 20\"}."
    },
    "protocol": {
      "enum": [
        "A2A",
        "MCP",
        "OPENAPI"
      ],
      "type": "string",
      "description": "Counterparty protocol. Inferred from metadata when omitted, otherwise MCP."
    },
    "synthetic": {
      "type": "boolean",
      "description": "Optional: true marks a test call."
    },
    "episode_id": {
      "type": "string",
      "description": "Optional: your own id to group related calls."
    },
    "task_class": {
      "type": "string",
      "default": "integration_failure_diagnosis",
      "description": "Optional: short name of the task, e.g. weather_forecast."
    },
    "counterparty_id": {
      "type": "string",
      "description": "Name or URL of the agent/service. Optional."
    },
    "continuity_handle": {
      "type": "object",
      "required": [
        "continuity_id",
        "token"
      ],
      "properties": {
        "token": {
          "type": "string"
        },
        "continuity_id": {
          "type": "string"
        }
      },
      "description": "Optional: the continuity_handle from an earlier GAIP result; links this call to your earlier ones.",
      "additionalProperties": false
    },
    "data_classification": {
      "enum": [
        "PUBLIC",
        "NON_PERSONAL_PUBLIC"
      ],
      "type": "string",
      "default": "PUBLIC",
      "description": "PUBLIC (default) or NON_PERSONAL_PUBLIC. Never send personal data."
    },
    "independent_operator_id": {
      "type": "string",
      "description": "Optional: your operator id (recorded as a claim, not verified)."
    }
  },
  "additionalProperties": true
}

gaip_supplier_reliability

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.

read-only

Argument	Type	Description
card	object	Optional supplier card / server description you integrated against.
failure	object	{code, detail?, http_status?} as for gaip_diagnose_integration_failure.
failures	array	Optional: several failures, each {code, detail}.
protocol	string	Omit to infer it from card, transport or the supplier URL path (else UNKNOWN).
transport	string	Optional transport you used (e.g. streamable-http, sse, GRPC).
task_class	string	Optional: short name of the task, e.g. weather_forecast.
supplier_url*	string	Public https URL of the supplier's agent card, MCP server or API.
lookback_days

{ "type": "object", "examples": [ { "failure": { "code": 404, "detail": "Not Found" }, "supplier_url": "https://weather.example.com/.well-known/agent-card.json", "failure_started_at": "2026-09-27T12:00:00Z" } ], "required": [ "supplier_url" ], "properties": { "card": { "type": "object", "description": "Optional supplier card / server description you integrated against." }, "failure": { "type": "object", "description": "{code, detail?, http_status?} as for gaip_diagnose_integration_failure." }, "failures": { "type": "array", "maxItems": 100, "minItems": 1, "description": "Optional: several failures, each {code, detail}." }, "protocol": { "enum": [ "A2A", "MCP", "OPENAPI", "UNKNOWN" ], "type": "string", "description": "Omit to infer it from card, transport or the supplier URL path (else UNKNOWN)." }, "transport": { "type": "string", "description": "Optional transport you used (e.g. streamable-http, sse, GRPC)." }, "task_class": { "type": "string", "description": "Optional: short name of the task, e.g. weather_forecast." }, "supplier_url": { "type": "string", "format": "uri", "maxLength": 2048, "description": "Public https URL of the supplier's agent card, MCP server or API." }, "lookback_days": { "type": "integer", "default": 14, "maximum": 30, "minimum": 1, "description": "Optional: days of GAIP observations to look back over." }, "counterparty_id": { "type": "string", "description": "Optional: name of the supplier." }, "failure_started_at": { "type": "string", "format": "date-time", "description": "Optional: RFC 3339 time the failures started." }, "data_classification": { "enum": [ "PUBLIC", "NON_PERSONAL_PUBLIC" ], "type": "string", "default": "PUBLIC", "description": "PUBLIC (default) or NON_PERSONAL_PUBLIC. Never send personal data." } }, "additionalProperties": true }