mcp-ragRAG SystemsVector DatabasesSearchnguyenkhanhtoan-aiFlicense-Not gradedqualityBmaintenanceMCP server that enables semantic search over PDF documents using RAG with ChromaDB and OpenAI embeddings. Updated a month ago (2026-08-14 09:06 UTC)-
research-assistant-mcpRAG SystemsResearch & DataVector DatabaseslaxmimeritAlicenseAqualityDmaintenanceAn MCP server that enables saving, retrieving, and managing research content using ChromaDB vector storage and semantic search. Updated 9 months ago (2025-12-10 12:20 UTC)5MIT
SagaRAG SystemsSearchmaxinedotdevAlicense-Not gradedqualityCmaintenanceA local-first MCP server for document ingestion and semantic search, providing tools to add, search, and retrieve documents, chunks, and code blocks. Updated 7 months ago (2026-02-11 20:28 UTC)13 npmMIT
Qdrant Search MCPSearchVector DatabasesCode AnalysiswebtoolboxAlicense-Not gradedqualityDmaintenanceAn MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed codebases. Updated 3 months ago (2026-06-30 16:12 UTC)MIT
team-docs-mcpRAG SystemsDocumentation AccessKnowledge & MemoryjpnqsFlicense-Not gradedqualityDmaintenanceAn MCP server for team documentation and knowledge bases, enabling semantic search over documentation files using local embeddings. Updated 5 months ago (2026-04-28 18:37 UTC)-
RAG-MCPRAG SystemsVector Databasesalejandro-aoFlicense-Not gradedqualityDmaintenanceA Retrieval Augmented Generation MCP server that ingests documents into a local vector database and enables semantic search queries. Updated a year ago (2025-09-26 14:24 UTC)10-