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• RAG Documentation MCP Server

  rahulretnan

  A

  license

  -

  quality

  F

  maintenance

  Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.

  Last updated 2025-06-26

  11

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• Markdown RAG Documentation

  andnp

  A

  license

  -

  quality

  D

  maintenance

  Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

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• RagDocs MCP Server

  heltonteixeira

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  license

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  quality

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  maintenance

  Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.

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• Qdrant RAG MCP Server

  ancoleman

  F

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  -

  quality

  D

  maintenance

  Enables context-aware semantic search across codebases using Qdrant vector database with intelligent GitHub issue resolution, Projects V2 management, and progressive context retrieval for 95%+ token reduction in AI-assisted development.

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• MCP RAG with ChromaDB

  CyprianFusi

  A

  license

  -

  quality

  D

  maintenance

  Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.

  Last updated 2025-12-07

  1

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• RAGFlow MCP Server

  MigoXV

  A

  license

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  D

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  Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.

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• hamqth-mcp

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• Kagi MCP Server

  z23cc

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  Enables integration with Kagi search engine services including web search, content summarization from URLs, and AI assistant conversations. Uses session tokens to access Kagi's search API, summarizer, and AI models directly within MCP-compatible applications.

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• mcp-server-npm-plus

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• Agno Docs MCP Server

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• MCP Web Server

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