Why this server?
Top similarity match; provides RAG knowledge tools via MCP, easily integrated with ChatGPT.
Alicense-qualityAmaintenanceRAG Knowledge - MCP server providing AI-powered tools and automation by MEOK AI LabsLast updated16MITWhy this server?
Similar to above but with graph-based knowledge; can be used with ChatGPT for enhanced retrieval.
Alicense-qualityAmaintenanceRAG Knowledge Graph - MCP server providing AI-powered tools and automation by MEOK AI LabsLast updated8MITWhy this server?
Offers agentic RAG capabilities for AI assistants like ChatGPT, with vector and graph search.
Alicense-qualityDmaintenanceEnables autonomous orchestration of vector search, knowledge graph queries, and web crawling through a single MCP interface, providing agentic RAG capabilities for AI assistants.Last updated8MITWhy this server?
Open-source RAG over personal documents; privacy-first and compatible with ChatGPT via MCP.
Alicense-qualityDmaintenanceAn open-source MCP server for RAG over personal documents. Supports three parallel strategies — Traditional, Contextual, and Graph RAG — with all data stored locally for privacy.Last updatedMITWhy this server?
Uses LangChain and Claude but can be adapted for ChatGPT; supports document indexing and retrieval.
Flicense-qualityCmaintenanceAn MCP-based AI agent that retrieves and processes documents to answer queries using a RAG pipeline with LangChain and Claude models. It enables document indexing, context-aware retrieval, and multi-tool orchestration for research and knowledgebase applications.Last updated1Why this server?
RAG with Google Gemini embeddings; MCP protocol allows integration with ChatGPT for semantic search.
Flicense-qualityDmaintenanceRAG-enabled MCP server that uses Google Gemini for embeddings and Supabase for vector storage, enabling semantic search and document similarity matching through natural language queries.Last updatedWhy this server?
Complete RAG server with multiple document formats and semantic search; works with ChatGPT.
AlicenseBqualityDmaintenanceA complete MCP server for Retrieval-Augmented Generation with file management and vector memory for agents. Supports multiple document formats (PDF, DOCX, TXT, MD, CSV, JSON) with semantic search using Hugging Face embeddings and ChromaDB for efficient vector storage.Last updated1161MITWhy this server?
Specifically integrates with OpenAI (ChatGPT) and Gemini; provides entity extraction and query refinement.
Flicense-qualityDmaintenanceThe MCP server provides tools for entity extraction, query refinement, and relevance checking to enhance RAG applications by integrating with OpenAI and Gemini.Last updatedWhy this server?
Enterprise RAG tool using Qdrant; exposes retrieval tool compatible with ChatGPT.
Flicense-qualityCmaintenanceAn enterprise-ready MCP server that exposes a RAG tool for retrieving relevant context and metadata from a Qdrant vector database using natural language queries.Last updated2