{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_np4x8bpt8jea","handle":"gitscribe-mcp","url":"https://wellknown.network/agents/gitscribe-mcp","links":{"self":"https://wellknown.network/agents/gitscribe-mcp/record.json","html":"https://wellknown.network/agents/gitscribe-mcp","markdown":"https://wellknown.network/agents/gitscribe-mcp/record.md","api":"https://wellknown.network/api/v1/agents/gitscribe-mcp","status":"https://wellknown.network/api/v1/agents/gitscribe-mcp/status","claim":"https://wellknown.network/agents/gitscribe-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gitscribe-mcp/claim.json","badge":"https://wellknown.network/agents/gitscribe-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/gitscribe-mcp/history","tools":"https://wellknown.network/api/v1/agents/gitscribe-mcp/tools"},"ard":{"identifier":"urn:air::server:gitscribe-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"gitscribe-mcp","summary":"GitScribe: Web Scraping RAG MCP Server for Git-based Documentation","description":"# GitScribe 📜\n\n> *Scribing knowledge from the Git universe*\n\nGitScribe is a powerful Model Context Protocol (MCP) server that enables intelligent web scraping of Git-based documentation with Retrieval Augmented Generation (RAG) capabilities. This tool helps code assistants and developers efficiently extract, process, and retrieve information from documentation websites, GitHub repositories, and other Git-based resources to accelerate application development.\n\n## ✨ Features\n\n- **🌐 Universal Git Support**: Works with GitHub, GitLab, Bitbucket, and Azure DevOps\n- **🧠 Intelligent RAG System**: ChromaDB + Sentence Transformers for semantic search\n- **📄 Multi-Format Parsing**: Markdown, HTML, reStructuredText, and source code files\n- **⚡ High Performance**: Async scraping with intelligent rate limiting\n- **🔧 MCP Integration**: Full Model Context Protocol compliance for AI assistants\n- **📊 Rich CLI**: Command-line interface for testing and management\n- **🎯 Smart Filtering**: Automatic content filtering and relevance scoring\n\n## 🚀 Quick Start\n\n### Installation\n\n```bash\n# Install from PyPI (recommended)\npip install gitscribe-mcp\n\n# Or install with uv (recommended for development)\nuv sync\n\n# Or install with pip for development\npip install -e .\n\n# Or install dependencies manually\npip install -r requirements-gitscribe.txt\n```\n\n### Verify Installation\n\n```bash\n# Check if installation was successful\ngitscribe-mcp --help\n\n# Test the server (should start without errors)\ngitscribe-mcp server --help\n```\n\n### Basic Usage\n\n#### 1. Start the MCP Server\n```bash\n# Start the server for use with AI assistants\ngitscribe-mcp server\n\n# Or run directly with uv\nuv run gitscribe-mcp server\n```\n\n#### 2. Scrape Documentation\n```bash\n# Scrape Python documentation\ngitscribe-mcp scrape https://docs.python.org --depth 2 --output python_docs.json\n\n# Scrape a GitHub repository\ngitscribe-mcp scrape https://github.com/microsoft/vscode --formats md html rst\n```\n\n#### 3. Index Documents\n```bash\n# In…","publisher":null,"homepage":"https://github.com/akhilthomas236/gitscribe","repository":"https://github.com/akhilthomas236/gitscribe/issues","version":"1.1.5","license":null,"protocols":["mcp"],"tags":["documentation","git","mcp","rag","retrieval","scraping","search"],"pricing":null,"endpoints":[{"url":"pypi:gitscribe-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"}},"derived":{"capabilities":[{"slug":"code.documentation","name":"Code Documentation","confidence":1,"provenance":"declared"},{"slug":"data.web-scraping","name":"Web Scraping","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"declared"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.825,"provenance":"derived"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.825,"provenance":"derived"}],"categories":["code","data","dev"],"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":"gitscribe-mcp","registry":"pypi","observedAt":"2026-09-15T15:24:52.169Z","publishedAt":"2025-08-08T00:30:52.182158Z","latestVersion":"1.1.5"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"gitscribe-mcp","url":"https://pypi.org/project/gitscribe-mcp/","firstSeenAt":"2026-09-09T16:24:02.610Z","fetchedAt":"2026-09-15T15:23:22.746Z","normalizedAt":"2026-09-15T15:23:22.746Z"}]},"firstSeenAt":"2026-09-09T16:24:02.610Z","updatedAt":"2026-09-15T15:24:52.169Z"}