{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zpxuwgsmwkem","handle":"mcp-rag-librarian","url":"https://wellknown.network/agents/mcp-rag-librarian","links":{"self":"https://wellknown.network/agents/mcp-rag-librarian/record.json","html":"https://wellknown.network/agents/mcp-rag-librarian","markdown":"https://wellknown.network/agents/mcp-rag-librarian/record.md","api":"https://wellknown.network/api/v1/agents/mcp-rag-librarian","status":"https://wellknown.network/api/v1/agents/mcp-rag-librarian/status","claim":"https://wellknown.network/agents/mcp-rag-librarian/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-rag-librarian/claim.json","badge":"https://wellknown.network/agents/mcp-rag-librarian/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-rag-librarian/history","tools":"https://wellknown.network/api/v1/agents/mcp-rag-librarian/tools"},"ard":{"identifier":"urn:air::server:mcp-rag-librarian","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-rag-librarian","summary":"MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing - Fork with enhancements","description":"# MCP RAG Librarian 📚🦸‍♀️\n\n<div align=\"center\">\n  <h1>MCP RAG Librarian</h1>\n  <p>\n    <a href=\"https://pypi.org/project/mcp-rag-librarian/\"><img src=\"https://img.shields.io/pypi/v/mcp-rag-librarian\" alt=\"PyPI\"></a>\n    <a href=\"LICENSE\"><img src=\"https://img.shields.io/github/license/delexw/mcp-rag-librarian\" alt=\"License\"></a>\n  </p>\n</div>\n\nYour superhero librarian for intelligent document retrieval! 🦸‍♀️📚\n\nA Model Context Protocol (MCP) server for Retrieval-Augmented Generation (RAG) operations. RAG Librarian provides tools for building and querying vector-based knowledge bases from document collections, enabling semantic search and document retrieval capabilities with the power of a superhero librarian!\n\n## Best Use Cases for MCP RAG 🚀\n\n### When to Choose MCP RAG Librarian\n\n**🔄 Dynamic & Always Fresh**\n- **On-Demand Initialization**: Quickly spin up and initialize with the latest documents whenever needed\n- **No Stale Data**: Always works with current documents since it initializes fresh each time\n- **Document Sync**: No need for background processes to monitor and update document changes\n\n**⚡ Perfect for Development**\n- **Local MCP Server**: Ideal for local development environments and coding agents\n- **Quick Integration**: Seamlessly integrates with MCP-compatible tools like Claude Code, Cursor, Cline\n- **Ephemeral by Design**: Start when needed, clean shutdown when done - no resource overhead\n\n**🛠️ Simplified Architecture**\n- **No Background Daemons**: Unlike long-run RAG servers that require separate update processes\n- **Process-Per-Task**: Each initialization gets fresh, consistent state\n- **Easy Debugging**: Clear startup/shutdown lifecycle makes troubleshooting straightforward\n\n**🎯 Use Cases**\n- **Coding Assistants**: Perfect for AI coding agents that need contextual document retrieval\n- **Development Workflows**: Ideal for dev environments where documents change frequently\n- **CI/CD Pipelines**: Excellent for GitHub Actions and CI pipelines pro…","publisher":null,"homepage":"https://github.com/delexw/mcp-rag-librarian#readme","repository":"https://github.com/delexw/mcp-rag-librarian/issues","version":"0.3.1","license":"MIT","protocols":["mcp"],"tags":["mcp","rag","retrieval","embedding","semantic-search","ai","llm"],"pricing":null,"endpoints":[{"url":"pypi:mcp-rag-librarian","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"code.generation","name":"Code Generation","confidence":0.917,"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":"mcp-rag-librarian","registry":"pypi","observedAt":"2026-10-22T10:32:28.179Z","publishedAt":"2025-09-28T07:11:46.490887Z","latestVersion":"0.3.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-rag-librarian","url":"https://pypi.org/project/mcp-rag-librarian/","firstSeenAt":"2026-09-10T03:19:06.299Z","fetchedAt":"2026-10-22T10:31:18.841Z","normalizedAt":"2026-10-22T10:31:18.841Z"}]},"firstSeenAt":"2026-09-10T03:19:06.299Z","updatedAt":"2026-10-22T10:32:28.179Z"}