{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_nwf8rwfuupze","handle":"google-colab-mcp","url":"https://wellknown.network/agents/google-colab-mcp","links":{"self":"https://wellknown.network/agents/google-colab-mcp/record.json","html":"https://wellknown.network/agents/google-colab-mcp","markdown":"https://wellknown.network/agents/google-colab-mcp/record.md","api":"https://wellknown.network/api/v1/agents/google-colab-mcp","status":"https://wellknown.network/api/v1/agents/google-colab-mcp/status","claim":"https://wellknown.network/agents/google-colab-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/google-colab-mcp/claim.json","badge":"https://wellknown.network/agents/google-colab-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/google-colab-mcp/history","tools":"https://wellknown.network/api/v1/agents/google-colab-mcp/tools"},"ard":{"identifier":"urn:air::server:google-colab-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"google-colab-mcp","summary":"Model Context Protocol server for seamless Google Colab integration with AI assistants","description":"# Google Colab MCP Server \n \n[![Python 3.8+](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/) \n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT) \n[![MCP Compatible](https://img.shields.io/badge/MCP-Compatible-green.svg)](https://modelcontextprotocol.io/) \n \nA **Model Context Protocol (MCP)** server that enables AI assistants to interact directly with Google Colab notebooks. This server provides seamless integration between AI assistants (Claude, ChatGPT, etc.) and Google Colab environments for automated notebook creation, code execution, and data science workflows. \n \n**Key Updates**: Enhanced timeout handling, robust error management, and non-blocking code execution. The system provides comprehensive error reporting and stable performance during long-running operations. \n \n## Features \n \n**Core Capabilities** \n- **Automatic OAuth2 Authentication** - One-time setup with secure Google authentication \n- **Persistent Chrome Profile Management** - Maintains login sessions across restarts \n- **Complete Notebook Operations** - Create, read, update, list, and manage Colab notebooks \n- **Code Execution Engine** - Execute Python code directly in Colab environments with real-time feedback \n- **Package Management** - Install and manage Python packages in Colab runtime environments \n- **File Operations** - Upload and manage files within Colab environments \n- **Session Management** - Handle Colab runtime sessions with automatic cleanup \n- **Enhanced Error Handling** - Comprehensive error reporting with detailed troubleshooting \n- **Smart Timeout Management** - Non-blocking execution with configurable timeout handling \n- **Profile Optimization** - Tools to manage Chrome profiles and session data efficiently \n- **Execution Monitoring** - Real-time tracking of code execution status and performance \n- **Background Processing** - Support for long-running operations without blocking the ma…","publisher":{"name":"inkbytefo","url":null},"homepage":"https://github.com/inkbytefo/google-colab-mcp#readme","repository":"https://github.com/inkbytefo/google-colab-mcp/issues","version":"1.0.1","license":null,"protocols":["mcp"],"tags":["mcp","google-colab","ai","assistant","jupyter","notebook","automation"],"pricing":null,"endpoints":[{"url":"pypi:google-colab-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"code.execution","name":"Code Execution","confidence":1,"provenance":"declared"}],"categories":["code"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"google-colab-mcp","registry":"pypi","observedAt":"2026-10-28T02:26:38.709Z","publishedAt":"2025-08-26T21:13:57.802868Z","latestVersion":"1.0.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"google-colab-mcp","url":"https://pypi.org/project/google-colab-mcp/","firstSeenAt":"2026-09-09T16:24:26.598Z","fetchedAt":"2026-10-28T02:24:30.295Z","normalizedAt":"2026-10-28T02:24:30.295Z"}]},"firstSeenAt":"2026-09-09T16:24:26.598Z","updatedAt":"2026-10-28T02:26:38.709Z"}