{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zby5ehtq6t7y","handle":"rag-mcp-server","url":"https://wellknown.network/agents/rag-mcp-server","links":{"self":"https://wellknown.network/agents/rag-mcp-server/record.json","html":"https://wellknown.network/agents/rag-mcp-server","markdown":"https://wellknown.network/agents/rag-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/rag-mcp-server","status":"https://wellknown.network/api/v1/agents/rag-mcp-server/status","claim":"https://wellknown.network/agents/rag-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/rag-mcp-server/claim.json","badge":"https://wellknown.network/agents/rag-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:rag-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"rag-mcp-server","summary":"MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing","description":"# RAG MCP Server \n \n<div align=\"center\"> \n  <h1>RAG MCP Server</h1> \n  <p> \n    <a href=\"https://pypi.org/project/rag-mcp-server/\"><img src=\"https://img.shields.io/pypi/v/rag-mcp-server\" alt=\"PyPI\"></a> \n    <a href=\"LICENSE\"><img src=\"https://img.shields.io/github/license/yourusername/rag-mcp-server\" alt=\"License\"></a> \n  </p> \n</div> \n \nA Model Context Protocol (MCP) server for Retrieval-Augmented Generation (RAG) operations. This server provides tools for building and querying vector-based knowledge bases from document collections, enabling semantic search and document retrieval capabilities. \n \n- [Features](#features) \n- [Architecture](#architecture) \n- [Installation](#installation) \n- [Setup](#setup) \n  - [Find the MCP settings file for the client](#find-the-mcp-settings-file-for-the-client) \n    - [Claude Desktop](#claude-desktop) \n    - [Claude Code](#claude-code) \n    - [Cursor](#cursor) \n    - [Cline](#cline) \n    - [Windsurf](#windsurf) \n    - [Any other client](#any-other-client) \n  - [Set up the MCP server](#set-up-the-mcp-server) \n  - [Variant: Manual setup with uvx](#variant-manual-setup-with-uvx) \n- [Usage Examples](#usage-examples) \n  - [Sample LLM Queries](#sample-llm-queries) \n  - [Command Line Examples](#command-line-examples) \n- [MCP Tools](#mcp-tools) \n- [Technical Details](#technical-details) \n- [Configuration Examples](#configuration-examples) \n- [Troubleshooting](#troubleshooting) \n- [Contributing](#contributing) \n- [License](#license) \n \n## Features \n \n- **Document Processing**: Supports multiple file formats (.txt, .pdf) with automatic text extraction \n- **Intelligent Chunking**: Configurable text chunking with overlap to preserve context \n- **Vector Embeddings**: Uses SentenceTransformers for high-quality text embeddings \n- **Semantic Search**: FAISS-powered similarity search for fast and accurate retrieval \n- **Incremental Updates**: Smart document tracking to only process new or changed files \n- **Persistent Storage**: SQLite-based docu…","publisher":null,"homepage":"https://github.com/tungetti/rag-mcp-server#readme","repository":"https://github.com/tungetti/rag-mcp-server/issues","version":"0.1.2","license":"MIT","protocols":["mcp"],"tags":["mcp","rag","retrieval","embedding","semantic-search","ai","llm"],"pricing":null,"endpoints":[{"url":"pypi:rag-mcp-server","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"}],"categories":["data"],"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":"rag-mcp-server","registry":"pypi","observedAt":"2026-09-10T11:28:08.627Z","publishedAt":"2025-06-24T11:08:53.144514Z","latestVersion":"0.1.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"rag-mcp-server","url":"https://pypi.org/project/rag-mcp-server/","firstSeenAt":"2026-09-10T11:25:57.628Z","fetchedAt":"2026-09-10T11:25:57.628Z","normalizedAt":"2026-09-10T11:25:57.628Z"}]},"firstSeenAt":"2026-09-10T11:25:57.628Z","updatedAt":"2026-09-10T11:28:08.627Z"}