Crawler Summary

@codex/mcp-server answer-first brief

MCP server for Codex CLI integration with Claude Code Codex MCP Server A Model Context Protocol (MCP) server that integrates OpenAI's Codex CLI with Claude Code, enabling you to use Codex's capabilities directly from within Claude. This server is converted from the original GPT-5 MCP server, with cost tracking features removed and replaced with direct Codex CLI integration. Features - **Persistent Process Architecture**: 80% faster responses with long-lived Codex proces Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

@codex/mcp-server is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 80/100

@codex/mcp-server

MCP server for Codex CLI integration with Claude Code Codex MCP Server A Model Context Protocol (MCP) server that integrates OpenAI's Codex CLI with Claude Code, enabling you to use Codex's capabilities directly from within Claude. This server is converted from the original GPT-5 MCP server, with cost tracking features removed and replaced with direct Codex CLI integration. Features - **Persistent Process Architecture**: 80% faster responses with long-lived Codex proces

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal4 GitHub stars

Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 2/24/2026.

4 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Andreahaku

Artifacts

0

Benchmarks

0

Last release

1.0.0

Executive Summary

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

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 4 GitHub stars reported by the source. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/andreahaku/codex_mcp.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

Andreahaku

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Adoption (1)

Adoption signal

4 GitHub stars

profilemedium
Observed Feb 24, 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

bash

npm install -g @openai/codex
   # or
   brew install codex

bash

./install.sh

bash

pnpm install

bash

pnpm run build

json

{
     "mcpServers": {
       "codex": {
         "command": "node",
         "args": ["/path/to/codex_mcp/dist/index.js"],
         "env": {
           "MAX_CONVERSATIONS": "50",
           "MAX_CONVERSATION_HISTORY": "100",
           "MAX_CONVERSATION_CONTEXT": "10"
         }
       }
     }
   }

bash

./start.sh

Docs & README

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

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

MCP server for Codex CLI integration with Claude Code Codex MCP Server A Model Context Protocol (MCP) server that integrates OpenAI's Codex CLI with Claude Code, enabling you to use Codex's capabilities directly from within Claude. This server is converted from the original GPT-5 MCP server, with cost tracking features removed and replaced with direct Codex CLI integration. Features - **Persistent Process Architecture**: 80% faster responses with long-lived Codex proces

Full README

Codex MCP Server

A Model Context Protocol (MCP) server that integrates OpenAI's Codex CLI with Claude Code, enabling you to use Codex's capabilities directly from within Claude.

This server is converted from the original GPT-5 MCP server, with cost tracking features removed and replaced with direct Codex CLI integration.

Features

  • Persistent Process Architecture: 80% faster responses with long-lived Codex processes
  • Workspace Isolation: Automatic repository-based session separation
  • Streaming Support: Real-time progress updates and thinking events
  • Session Management: Health monitoring, cancellation, and restart capabilities
  • Lightweight Persistence: JSON-based storage for session recovery
  • Resource Processing: Handle attached files and content in prompts
  • ๐Ÿ†• Structured Logging: Context-aware error categorization and tracking
  • ๐Ÿ†• Enhanced Capability Detection: Dynamic discovery of Codex CLI features
  • ๐Ÿ†• Improved Claude Code Integration: Optimized for collaborative workflows

Available Tools

Core Tools

  • ๐ŸŒŸ codex_ask: Primary tool for Codex assistance with enhanced integration
  • ๐Ÿ’ฌ codex_conversation_start: Begin a new conversation with context
  • ๐Ÿ’ฌ codex_conversation_continue: Continue an existing conversation
  • โš™๏ธ codex_conversation_options: Configure conversation settings
  • ๐Ÿ“Š codex_conversation_metadata: View conversation details
  • ๐Ÿ“ codex_conversation_summarize: Compress conversation history

Session Management

  • ๐Ÿ”ง codex_cancel: Cancel ongoing operations or force terminate sessions
  • ๐Ÿฉบ codex_health: Monitor session status and get diagnostics
  • ๐Ÿ”„ codex_restart: Recover from errors with process restart

Prerequisites

  1. Node.js (โ‰ฅ18.0.0)
  2. pnpm package manager
  3. Codex CLI installed and configured
    npm install -g @openai/codex
    # or
    brew install codex
    

Installation

Automated Installation

./install.sh

This script will:

  • Check dependencies
  • Install Codex CLI if needed
  • Build the project
  • Configure Claude Desktop integration
  • Run tests

Manual Installation

  1. Install dependencies:

    pnpm install
    
  2. Build the project:

    pnpm run build
    
  3. Configure Claude Desktop by adding to claude_desktop_config.json:

    {
      "mcpServers": {
        "codex": {
          "command": "node",
          "args": ["/path/to/codex_mcp/dist/index.js"],
          "env": {
            "MAX_CONVERSATIONS": "50",
            "MAX_CONVERSATION_HISTORY": "100",
            "MAX_CONVERSATION_CONTEXT": "10"
          }
        }
      }
    }
    

Running the Server

Start Script

./start.sh

Manual Start

# Production mode
node dist/index.js

# Development mode with hot reload
pnpm run dev

Configuration

Environment variables (set in .env file):

  • MAX_CONVERSATIONS: Maximum number of concurrent conversations (default: 50)
  • MAX_CONVERSATION_HISTORY: Maximum messages per conversation (default: 100)
  • MAX_CONVERSATION_CONTEXT: Maximum context messages sent to Codex (default: 10)
  • LOG_LEVEL: Logging level (default: info)
  • MAX_SESSIONS: Maximum concurrent Codex sessions (default: 10)
  • SESSION_IDLE_TIMEOUT: Session cleanup timeout in ms (default: 1800000)

Testing

Run the comprehensive test suite:

# Test all functionality
node test-server.js

# Test MCP protocol only
node test-mcp-protocol.js

# Test tools functionality
node test-tools.js

MCP Client Discovery & Usage

How MCP Clients Understand This Server

MCP clients (like Claude Code) automatically discover available tools through the Model Context Protocol:

1. Automatic Tool Discovery

The server exposes 9 tools with full JSON schemas:

  • consult_codex - Core Codex interaction with advanced features
  • get_session_health - Monitor and diagnose sessions
  • cancel_request, restart_session - Session management
  • start_conversation, continue_conversation - Conversation workflows
  • set_conversation_options, get_conversation_metadata, summarize_conversation - Advanced conversation control

2. Progressive Feature Discovery

Users naturally discover capabilities through:

  • Tool descriptions in MCP protocol
  • Response metadata showing session IDs and workspace paths
  • Error messages that guide proper usage
  • Rich output from Codex CLI operations

3. Self-Documenting Responses

Every response includes helpful context:

Session: `my-session` | Workspace: `/path/to/repo`

Usage Patterns

Level 1: Basic Usage

@codex What is the best way to implement error handling in Node.js?

Level 2: Workspace-Aware Development

@codex Based on this code: [attach file], how can I optimize the performance?
# Automatically uses current repository workspace for isolation

Level 3: Persistent Sessions

@codex {"session_id": "auth-feature", "prompt": "Help me implement user authentication"}
@codex {"session_id": "auth-feature", "prompt": "Now add password reset functionality"}  
# Session maintains workspace context and request history

Level 4: Advanced Features

{
  "session_id": "complex-task",
  "workspace_path": "/specific/repo", 
  "streaming": true,
  "prompt": "Analyze and refactor this large codebase",
  "page": 1,
  "max_tokens_per_page": 15000
}

Session Management

@codex_health                           # Monitor all sessions
@codex_health {"session_id": "my-task"} # Check specific session
@codex_cancel {"session_id": "stuck-task"}  # Cancel operations  
@codex_restart {"session_id": "failed"}     # Recover from errors

Multi-Repository Workflows

# Work on frontend
@codex_ask {"workspace_path": "/projects/frontend", "session_id": "ui", "prompt": "Update React components"}

# Switch to backend  
@codex_ask {"workspace_path": "/projects/backend", "session_id": "api", "prompt": "Add new API endpoints"}

# Sessions remain isolated by workspace
@codex_health  # Shows both sessions with different workspace IDs

๐Ÿš€ Enhanced Integration Features (v2.0)

Structured Error Handling

All errors are automatically categorized and logged with context:

  • Codex CLI errors: Command failures, timeouts, authentication issues
  • Session management: Creation, timeout, and capacity issues
  • MCP protocol: Request validation and response handling
  • Resource errors: File access, permissions, disk space

Dynamic Capability Detection

The server automatically detects available Codex CLI features:

  • JSON mode support
  • Available models (GPT-5, o3, etc.)
  • Workspace/directory mode
  • File operation capabilities
  • Plan API support
  • Token limits and constraints

Enhanced Shell Security

Complex prompts with special characters are automatically escaped for secure execution:

// Handles prompts like: "What's the best way to implement auth?"
// Safely escapes: 'What'\''s the best way to implement auth?'

Claude Code Optimizations

  • Unified session_id system for seamless integration
  • Tool names prefixed with codex_ for easy discovery
  • Rich error context with recovery suggestions
  • Workspace-aware session isolation

API Reference

codex_ask

๐ŸŒŸ Primary Codex interaction tool with enhanced Claude Code integration.

Parameters:

  • prompt (string, required): The prompt to send to Codex
  • session_id (string, optional): Session ID for persistent context
  • workspace_path (string, optional): Workspace path for repository isolation
  • context (string, optional): Additional context for the prompt
  • streaming (boolean, optional): Enable streaming responses
  • model (string, optional): Model to use (e.g., "o3", "gpt-5")
  • page (number, optional): Page number for pagination
  • max_tokens_per_page (number, optional): Maximum tokens per page

Response: Rich Codex output with session and workspace metadata

codex_health

๐Ÿฉบ Monitor session status and diagnostics with detailed capability reporting.

Parameters:

  • session_id (string, optional): Specific session to check

Response: Session status, workspace info, capabilities, and request counts

codex_cancel / codex_restart

๐Ÿ”ง๐Ÿ”„ Enhanced session management and recovery with structured error handling.

Parameters:

  • session_id (string, required): Target session ID
  • force (boolean, optional): Force termination vs graceful restart

Response: Operation status and confirmation

Conversation Tools

Legacy conversation management (consider using sessions instead):

  • start_conversation, continue_conversation
  • set_conversation_options, get_conversation_metadata
  • summarize_conversation

Troubleshooting

Codex CLI Not Found

# Install via npm
npm install -g @openai/codex

# Install via Homebrew
brew install codex

# Verify installation
codex --help

Server Won't Start

  1. Check that dependencies are installed: pnpm install
  2. Ensure the project is built: pnpm run build
  3. Verify Codex CLI is working: codex exec "echo test"

Authentication Issues

Make sure Codex CLI is authenticated. Run codex to check status or re-authenticate if needed.

Development

Project Structure

src/
โ”œโ”€โ”€ index.ts                   # Main MCP server
โ”œโ”€โ”€ codex-process-simple.ts    # Enhanced Codex CLI wrapper with capability detection
โ”œโ”€โ”€ session-manager.ts         # Session management with workspace isolation
โ”œโ”€โ”€ conversation.ts            # Conversation management  
โ”œโ”€โ”€ logger.ts                  # Structured logging system
โ”œโ”€โ”€ error-types.ts             # Error categorization and definitions
โ”œโ”€โ”€ error-utils.ts             # Error mapping and recovery utilities
โ””โ”€โ”€ types.ts                   # TypeScript types

Building

pnpm run build

Testing

pnpm run test         # Run test suite
pnpm run dev          # Development mode

License

MIT License - see original GPT-5 MCP server for full license details.

Contract & API

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

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

Yes

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript, streaming

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/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

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": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript",
    "streaming"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": true,
  "inputSchemaRef": "https://github.com/andreahaku/codex_mcp#input",
  "outputSchemaRef": "https://github.com/andreahaku/codex_mcp#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:42.261Z",
  "sourceUpdatedAt": "2026-02-24T19:46:42.261Z",
  "freshnessSeconds": 4433764
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T03:22:46.650Z"
    }
  },
  "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": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    },
    {
      "key": "mcp",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "codex",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "openai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "claude",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "llm",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract capability:mcp|supported|profile capability:codex|supported|profile capability:openai|supported|profile capability:claude|supported|profile capability:ai|supported|profile capability:llm|supported|profile capability:cli|supported|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": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:42.261Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:42.261Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/andreahaku/codex_mcp#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:42.261Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Andreahaku",
    "href": "https://github.com/andreahaku/codex_mcp",
    "sourceUrl": "https://github.com/andreahaku/codex_mcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "4 GitHub stars",
    "href": "https://github.com/andreahaku/codex_mcp",
    "sourceUrl": "https://github.com/andreahaku/codex_mcp",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-andreahaku-codex-mcp/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub ยท 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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