Crawler Summary

airbroke answer-first brief

🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher <p align="center"> <img src="public/logo-full.png" height="400"> <h1 align="center">Open Source Error Catcher</h1> </p> <p align="center"> <a aria-label="Build Status" href="https://github.com/icoretech/airbroke/actions/workflows/build.yml"> <img alt="" src="https://img.shields.io/github/actions/workflow/status/icoretech/airbroke/build.yml?style=for-the-badge"> </a> <a href="https://github.com/icoretech/airbroke/blob Capability contract not published. No trust telemetry is available yet. 201 GitHub stars reported by the source. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

airbroke is best for general automation workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB MCP, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 100/100

airbroke

🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher <p align="center"> <img src="public/logo-full.png" height="400"> <h1 align="center">Open Source Error Catcher</h1> </p> <p align="center"> <a aria-label="Build Status" href="https://github.com/icoretech/airbroke/actions/workflows/build.yml"> <img alt="" src="https://img.shields.io/github/actions/workflow/status/icoretech/airbroke/build.yml?style=for-the-badge"> </a> <a href="https://github.com/icoretech/airbroke/blob

MCPself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals201 GitHub stars

Capability contract not published. No trust telemetry is available yet. 201 GitHub stars reported by the source. Last updated 2/25/2026.

201 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Icoretech

Artifacts

0

Benchmarks

0

Last release

1.1.94

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 201 GitHub stars reported by the source. Last updated 2/25/2026.

Setup snapshot

git clone https://github.com/icoretech/airbroke.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Icoretech

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP

contractmedium
Observed Feb 25, 2026Source linkProvenance
Adoption (1)

Adoption signal

201 GitHub stars

profilemedium
Observed Feb 25, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

sh

cp .env.dist .env

sh

yarn install
yarn build

sh

docker build --no-cache -t icoretech/airbroke:latest .

sh

docker run -p 3000:3000 icoretech/airbroke:latest

sh

make build
make run

sh

# Example Connection to Prisma Data Proxy
DATABASE_URL="prisma://__HOST__/?api_key=__KEY__"
# Example Connection to PostgreSQL
DATABASE_URL="postgresql://__USER__:__PASSWORD__@__HOST__:__PORT__/__DATABASE__?connection_limit=20&pool_timeout=10&application_name=airbroke"
# Direct connection to the database, used for migrations
DIRECT_URL="postgresql://__USER__:__PASSWORD__@__HOST__:__PORT__/__DATABASE__"

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher <p align="center"> <img src="public/logo-full.png" height="400"> <h1 align="center">Open Source Error Catcher</h1> </p> <p align="center"> <a aria-label="Build Status" href="https://github.com/icoretech/airbroke/actions/workflows/build.yml"> <img alt="" src="https://img.shields.io/github/actions/workflow/status/icoretech/airbroke/build.yml?style=for-the-badge"> </a> <a href="https://github.com/icoretech/airbroke/blob

Full README
<p align="center"> <img src="public/logo-full.png" height="400"> <h1 align="center">Open Source Error Catcher</h1> </p> <p align="center"> <a aria-label="Build Status" href="https://github.com/icoretech/airbroke/actions/workflows/build.yml"> <img alt="" src="https://img.shields.io/github/actions/workflow/status/icoretech/airbroke/build.yml?style=for-the-badge"> </a> <a href="https://github.com/icoretech/airbroke/blob/main/LICENSE"> <img alt="License" src="https://img.shields.io/github/license/icoretech/airbroke?style=for-the-badge" /> </a> <a href="https://github.com/icoretech/airbroke/blob/main/package.json"> <img alt="Version" src="https://img.shields.io/github/package-json/v/icoretech/airbroke?style=for-the-badge" /> </a> </p> <div align="center"> <img src="public/aidemo.gif" alt="Demo" width="600" /> </div>

Features

Airbroke is currently in active development! Using it in production environments is at your own discretion. We appreciate your feedback and support as we work towards a stable release.

  • :floppy_disk: Based on PostgreSQL
  • :globe_with_meridians: Airbrake(tm)/Sentry(tm)-compatible HTTP collector endpoints
  • :computer: Modern, React-based frontend for error management
  • :rocket: Designed with simplicity at its core
  • :wrench: Maintains small database footprint even under heavy data ingestion
  • :robot: Ask AI about issues
  • :clipboard: Provide cURL command to reproduce HTTP exceptions
  • :arrow_forward: Replay HTTP exceptions
  • :key: Supports multiple OAuth providers for secure user authentication
  • :bar_chart: Occurrence charts
  • :bookmark: Save and manage bookmarks for important occurrences
  • :electric_plug: MCP API for LLM/agent integrations

System Requirements

  • Node.js 22/24+ compatible environment
  • Minimum of 300MB RAM
  • At least 1000 millicores, equivalent to 1 CPU core
  • PostgreSQL 15+ database
  • 8+ free database connections slots per instance

Deployment Options

Airbroke provides flexibility in deployment options. You can either deploy it from the built source code or use a multiarch Docker image. For Kubernetes deployments, a Helm chart is provided. As Airbroke is a Next.js 16 application, it can be deployed wherever a Node.js server is supported. This includes managed environments such as Vercel, Netlify, and Heroku.

Build from source

For a production build, you can run:

cp .env.dist .env

Then edit the .env file to set your own values.

yarn install
yarn build

This will generate a .next build output. Because this repo uses output: "standalone", the runnable server output is in .next/standalone (see the Dockerfile for a working copy strategy / asset layout).

You can also run yarn start to test the production build locally on port 3000.

Docker

We publish images for both amd64 and arm64 architectures on ghcr.io but in case you want to build your own image you can do so.

You can build the Docker image with:

docker build --no-cache -t icoretech/airbroke:latest .

You can then run the image locally with:

docker run -p 3000:3000 icoretech/airbroke:latest

Vercel

Deploy with Vercel

While testing on Vercel has not been conducted, Airbroke should be fully compatible.

It's important to keep the following points in mind:

  • For optimal performance, ensure your database is located in the same region.
  • The endpoints under /api/* will be converted into serverless functions, which may introduce potential cold boot time.
  • If you connect directly to Postgres, use a pooler (or Prisma Accelerate / Data Proxy) to avoid exhausting DB connections.
  • Migrations must be executed as part of deployment. The Deploy Button above sets a build-command that runs DB migrations only for VERCEL_ENV=production before building (adjust this in your Vercel project settings if you need a different workflow).
  • The Deploy Button defaults AIRBROKE_CORS_ORIGINS to * for quick starts. After your first deploy, set it to your deployed origin (for example https://<project>.vercel.app) and any custom domains.

Detailed instructions for this process can also be found in the Prisma deployment guide for Vercel.

Render.com

Deploy with Render

The Render Deploy Button uses render.yaml (Render Blueprint). On the free tier, the template runs yarn db:migrate at boot (safe no-op if already applied). Airbroke allows all origins if AIRBROKE_CORS_ORIGINS is unset — once Render assigns your public URL, lock it down in the Render dashboard for production (this controls CORS for /api/v3/notices and /api/sentry/*/envelope).

Railway

Railway supports one-click deployments via Templates. Because templates are created and published from within Railway, you’ll need to create a template once and then wire up the button URL.

Deploy on Railway

Steps:

  • Create a Railway project from this repo (GitHub deploy).
  • Add a PostgreSQL database in Railway.
  • Set required environment variables (Railway can suggest vars from .env.dist).
  • Publish the project as a Template and replace REPLACE_ME above with the template ID.

Netlify

Deploy to Netlify

The Deploy to Netlify button is configured via netlify.toml. The build command runs DB migrations only for production deploys.

Because you don't know your final *.netlify.app URL before the first deploy, you can start with AIRBROKE_CORS_ORIGINS=* and then tighten it to your deployed origin (for example https://<site>.netlify.app) and any custom domains.

Heroku

Deploy to Heroku

The Deploy to Heroku button uses app.json to provision add-ons and prompt for required environment variables.

Because you don't know your final *.herokuapp.com URL before the app is created, you can start with AIRBROKE_CORS_ORIGINS=* and then tighten it to your deployed origin (for example https://<app>.herokuapp.com) and any custom domains.

Helm

You can deploy Airbroke to Kubernetes using the dedicated Helm chart.

The Helm chart includes a values.yaml file with some default values that you can override with your own. It also includes a pgBouncer chart as optional dependency.

When using Helm we recommend using a GitOps approach to deploy your application(s), such as Flux.

Please find more information about the Helm chart in the dedicated repository: icoretech/charts

Docker Compose

For users who prefer Docker Compose for managing multi-container Docker applications, a docker-compose.yml file is provided at the root of the repository.

To get started, make sure you have Docker and Docker Compose installed on your system. Then, you can start the application using the following command in the terminal:

make build
make run

You can override the default values in the docker-compose.yml file by creating a docker-compose.override.yml file in the same directory. This file is ignored by Git and will not be committed to the repository.

Setup

Please view all the available configuration variables in the .env.dist file.

Airbroke requires DATABASE_URL at runtime. DIRECT_URL is required when you need a direct database connection for migrations (for example, when DATABASE_URL goes through PgBouncer or a data proxy). Some examples:

# Example Connection to Prisma Data Proxy
DATABASE_URL="prisma://__HOST__/?api_key=__KEY__"
# Example Connection to PostgreSQL
DATABASE_URL="postgresql://__USER__:__PASSWORD__@__HOST__:__PORT__/__DATABASE__?connection_limit=20&pool_timeout=10&application_name=airbroke"
# Direct connection to the database, used for migrations
DIRECT_URL="postgresql://__USER__:__PASSWORD__@__HOST__:__PORT__/__DATABASE__"

The optimal connection pool size without pgBouncer (connection_limit) can be calculated using the following formula:

connection_limit = (num_physical_cpus * 2 + 1) ÷ number_of_application_instances

For a system with 8 CPU cores and 3 application instances, the calculation would proceed as follows:

connection_limit = (8 * 2 + 1) ÷ 3
connection_limit = (16 + 1) ÷ 3
connection_limit = 17 ÷ 3
connection_limit ≈ 5.67

Since connection_limit must be an integer, it should be rounded down to the nearest whole number. In this scenario, each of the 3 application instances should have a connection_limit of 5.

This limit can be set in your connection strings.

After deployment, you should be able to access your ingress (preferably secured with HTTPS) and start adding projects. This process will generate an API key that you can use with your Airbrake-compatible clients. This key, along with other essential information, will be provided to you.

About PgBouncer

To optimize your experience with Airbroke, as well as with Postgres overall, we advise integrating PgBouncer 1.24.0+ into your tech stack in transaction mode. For more comprehensive information, we recommend reviewing Prisma's Connection Management documentation, which provides insights on external connection poolers. We recommend not setting pgbouncer=true in the database connection string if you're using PgBouncer 1.21.0 or later (source).

About DIRECT_URL

The DIRECT_URL environment variable should be configured to establish a direct connection to the database. This is particularly crucial when using PgBouncer, as it enables migrations that cannot be executed through a data proxy. You can find more detailed information about this subject in the Prisma's guide on configuring pgBouncer.

Architecture

Frontend

The Airbroke frontend provides a user-friendly interface for managing and analyzing error reports. It utilizes a modern tech stack, including React, Tailwind CSS, and Next.js, to deliver a seamless user experience. The frontend leverages server-rendering capabilities to optimize initial page load times and ensure fast and responsive navigation.

To optimize performance, the frontend may implement caching strategies to reduce the number of database queries and enhance overall responsiveness. This ensures that you can efficiently navigate through error reports and analyze critical information without experiencing unnecessary delays.

Data Collection API

The Data Collection API is a core component of Airbroke responsible for handling the ingestion of error reports. It serves as the endpoint where clients can send error reports, enabling efficient data collection for error management.

To ensure simplicity and performance, the Data Collection API sidesteps the use of queue systems and performs parsing and transactions in-band. This means that parsing and processing of error reports happen synchronously within the API request cycle. Despite this approach, the Data Collection API demonstrates robust request-per-minute (RPM) performance even under high traffic volumes.

MCP API (LLM/Agent Integrations)

Airbroke exposes an MCP-compatible JSON-RPC API for read-only error triage workflows:

  • POST /api/mcp

Authentication is static-header based (no OAuth in v1). Set AIRBROKE_MCP_API_KEY and send either:

  • Authorization: Bearer <AIRBROKE_MCP_API_KEY>
  • X-Airbroke-Mcp-Key: <AIRBROKE_MCP_API_KEY>

Origin policy for browser clients:

  • Optional AIRBROKE_MCP_ALLOWED_ORIGINS (comma-separated) explicitly allows specific Origin values.
  • If AIRBROKE_MCP_ALLOWED_ORIGINS is unset, Airbroke allows same-origin browser requests by default.
  • Non-browser clients that do not send an Origin header are unaffected by this check.

Supported RPC methods:

  • initialize
  • notifications/initialized
  • tools/list
  • tools/call

Available tools:

  • airbroke_list_projects
  • airbroke_get_project
  • airbroke_list_notices
  • airbroke_list_occurrences
  • airbroke_get_notice
  • airbroke_search
  • airbroke_get_occurrence

Notes on richer MCP outputs:

  • airbroke_list_projects, airbroke_list_notices, and airbroke_list_occurrences support offset + limit for page-like iteration.
  • airbroke_list_notices supports include_project=true to embed minimal project data.
  • airbroke_list_occurrences is summary-first by default, and supports:
    • include_details=true (+ optional backtrace_frames) for backtrace preview and key context fields.
    • include_notice=true / include_project=true to embed parent notice/project context inline.
  • airbroke_get_notice returns:
    • the notice payload
    • latest_occurrences (by updated_at desc)
    • top_occurrences (by seen_count desc, then updated_at desc)
    • optional occurrence detail snippets for faster LLM triage.
  • airbroke_search supports cross-project query by occurrence message + notice/project metadata with optional filters: organization, project_id, env, include_resolved, and rich snippets via include_details + backtrace_frames.

Example Codex MCP server config:

[mcp_servers.airbroke]
url = "https://myairbroke.xyz/api/mcp"
http_headers = { "X-Airbroke-Mcp-Key" = "replace-me" }

Authentication Layer

Airbroke includes an authentication layer that allows you to secure access to the application by enabling user authentication. It supports various authentication providers, including:

  • GitHub
  • Atlassian
  • Google
  • Apple
  • Authentik
  • Cognito
  • GitLab
  • Keycloak
  • Microsoft Entra ID
  • Slack
  • Okta

To configure the authentication layer, you need to set the necessary environment variables corresponding to the authentication providers you want to use. These environment variables typically include client IDs, client secrets, and other provider-specific configuration details. Make sure to keep these environment variables secure, as they contain sensitive information.

To complete the configuration, you also need to set the callback path in your OAuth applications for each provider. The callback path should be set to https://<myhostname>/api/auth/callback/<provider>. This path is where the authentication provider will redirect the user after successful authentication.

You can find a list of available authentication providers and their documentation on the NextAuth.js Providers page. Each provider has its own specific configuration requirements and authentication flow, so refer to their documentation for more details.

To configure the authentication providers, you'll need to set specific environment variables. You can find the list of required environment variables and their descriptions in the .env.dist file in the Airbroke repository.

To enable authentication in Airbroke and allow users to authenticate using third-party providers, follow these steps:

  1. Configure the necessary environment variables for the desired authentication providers. You can refer to the .env.dist file in the Airbroke repository for a list of required environment variables and their descriptions. Copy this file as .env and fill in the necessary values for your authentication providers.

  2. Create OAuth applications with the respective authentication providers. Each provider will have its own developer console or settings page where you can create an OAuth application. During the application setup, configure the callback url to match the Airbroke authentication callback path: https://myairbroke.xyz/api/auth/callback/<provider>. Save the settings.

  3. Start the Airbroke application, ensuring that the environment variables are properly configured.

  4. Users can now authenticate with Airbroke by clicking on the login button and selecting their desired authentication provider. They will be redirected to the provider's authentication page to enter their credentials. Upon successful authentication, users will be logged in to Airbroke.

Note: The callback path in step 2 is essential for the authentication flow to work correctly. It ensures that the authentication provider can redirect the user back to the Airbroke application after authentication is complete.

Please refer to the documentation of the respective authentication providers to obtain the necessary configuration details and understand their authentication flows.

Best Practices for Efficient Error Collection and Storage

Airbroke provides error grouping mechanisms that analyze the incoming error data and automatically group similar errors based on their attributes.

However when working with exceptions that include dynamic information as part of the exception itself (e.g., raise(NotFound, 'no record 1234')), it is important to consider efficient error collection and storage strategies. By following these practices, you can ensure that Airbroke maintains an efficient database and effectively groups and displays related errors without much overhead.

Strategy 1: Use Generic Error Messages and Provide Detailed Reporting in params

If the exceptions are generated within your own code, consider using more generic error messages and providing detailed reporting using the params field. Here's an example:

begin
  data = { book_id: 22 }
  raise 'ugh' # no dynamic data
rescue => e
  Airbrake.notify(e, data) # ugh happened on book_id 22
end

Strategy 2: Collect and Wrap Exceptions Produced by Libraries

If the exceptions are produced by libraries, consider collecting the necessary information, wrapping the exceptions, and re-raising them with cleaned-up messages. This approach allows you to provide more meaningful and informative error messages to Airbroke. Here's an example:

begin
  # Your code that interacts with a library
rescue SomeLibraryError => e
  # Collect necessary information
  error_data = { library_error_message: e.message, library_error_code: e.code }

  # Wrap and re-raise the exception with a cleaned-up message
  wrapped_exception = RuntimeError.new("An error occurred in the library.")
  Airbrake.notify(wrapped_exception, error_data)
  raise wrapped_exception
end

By wrapping the library exception with a customized error message and including the relevant information in the params field, you can ensure that Airbroke receives clean and consistent error messages while retaining the necessary context.

By adopting these best practices, you can enhance the efficiency and effectiveness of error collection and storage in Airbroke. These strategies allow for better grouping and analysis of related errors, providing you with the insights needed to identify and address issues more effectively.

Limitations

When working with error collection in Airbroke, you may come across situations where you find an error occurrence with a high count, but upon opening it, you discover that it only has one document to consult. This happens because Airbroke groups errors based on their "kind" and "message". If any of these attributes differ, Airbroke will create a new error group.

As a result, you may encounter repeated errors that don't expose the specific parameter or stack trace after the first occurrence, or they may have originated from a different part of the application. This tradeoff is made to ensure a compact database size and high performance. The underlying idea is to encourage you to address and resolve errors, so maintaining a clean and organized error slate will yield better insights and improvements over time.

By understanding these limitations and keeping your error collection streamlined, you can effectively utilize Airbroke's features to identify and resolve issues in your application.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB MCP

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T02:08:09.834Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Icoretech",
    "href": "https://github.com/icoretech/airbroke",
    "sourceUrl": "https://github.com/icoretech/airbroke",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:57:52.486Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:57:52.486Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "201 GitHub stars",
    "href": "https://github.com/icoretech/airbroke",
    "sourceUrl": "https://github.com/icoretech/airbroke",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:57:52.486Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-icoretech-airbroke/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]

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