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"MCP with RAG capabilities" matching MCP servers:
- AlicenseAqualityCmaintenanceOffline RAG MCP server that indexes documents into SQLite with hybrid vector and lexical search, and enables natural language queries via Claude.Last updated4MIT
- AlicenseAqualityCmaintenanceEnables creation and querying of knowledge bases using Google's Gemini API File Search feature, allowing AI applications to upload documents and retrieve information through RAG (Retrieval-Augmented Generation).Last updated326MIT
- FlicenseCqualityDmaintenanceCombines a knowledge graph with RAG (Retrieval-Augmented Generation) capabilities for semantic code indexing and search. Enables creating entity relationships, managing observations, and performing semantic searches across indexed codebases.Last updated13
- Alicense-qualityCmaintenanceEnables document-based Q&A with multi-modal RAG, hybrid retrieval, knowledge graph reasoning, and multi-agent orchestration via MCP tools.Last updated4MIT
- Alicense-qualityDmaintenanceEnables advanced RAG with knowledge graphs, supporting document ingestion, multimodal extraction, and multiple query modes (naive, local, global, hybrid) via the Model Context Protocol.Last updated6MIT
- Alicense-qualityCmaintenanceEnables AI assistants to search and retrieve information from your knowledge base using RAG (Retrieval-Augmented Generation) with hybrid search, document indexing, and ChromaDB vector storage.Last updated37MIT
- Alicense-qualityCmaintenanceMCP server providing RAG context and failure capture for Claude Code, enabling semantic search across project knowledge and storing/analyzing failures.Last updated1MIT
- Alicense-qualityAmaintenanceRAG Knowledge - MCP server providing AI-powered tools and automation by MEOK AI LabsLast updated2MIT
- Alicense-qualityCmaintenanceEnables querying private knowledge bases through a modular RAG pipeline with features like hybrid retrieval, reranking, and observability, exposed via the Model Context Protocol.Last updatedMIT
- Alicense-qualityAmaintenanceRAG Knowledge Graph - MCP server providing AI-powered tools and automation by MEOK AI LabsLast updated1MIT
- Flicense-qualityCmaintenanceA pluggable, observable modular RAG service framework that exposes tool interfaces via the MCP protocol, enabling AI assistants like Copilot and Claude to directly query knowledge bases.Last updated
- Alicense-qualityDmaintenanceA modular RAG (Retrieval-Augmented Generation) service framework with pluggable architecture and full observability, enabling AI assistants to perform document Q\&A, semantic search, and knowledge base construction through the Model Context Protocol.Last updatedMIT
- Alicense-qualityDmaintenanceAn agentic Retrieval-Augmented Generation (RAG) system that combines a small curated machine learning knowledge base with real-time web search capabilities, powered by the Model Context Protocol (MCP).Last updatedMIT
- Alicense-qualityCmaintenanceAn advanced MCP server providing RAG-enabled memory through a knowledge graph with vector search capabilities, enabling intelligent information storage, semantic retrieval, and document processing.Last updated3846MIT
- Alicense-qualityDmaintenanceConnects Bear Notes to AI assistants using semantic search and RAG (Retrieval-Augmented Generation), allowing AI systems to access and understand your personal knowledge base through meaningful search rather than just keyword matching.Last updated1713MIT
- Alicense-qualityDmaintenanceA Model Context Protocol server that enables any MCP-compatible application to perform advanced multi-modal document processing and retrieval using RAG-Anything.Last updatedMIT
- Flicense-qualityBmaintenanceA local RAG knowledge base MCP server that exposes semantic document search as tools using zvec for vector storage and Qwen3-Embedding for text embedding.Last updated
- Flicense-qualityDmaintenanceConnects RAG knowledge bases to Claude Desktop and Claude Code, allowing retrieval-augmented generation from ingested documents.Last updated
- Flicense-qualityCmaintenanceAn MCP server integrating LangChain, RAG, and Agent to provide knowledge retrieval and tool invocation through natural language.Last updated