Search and retrieval (RAG) MCP servers

1,829 servers

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1. EK es-knowledge-base-mcp org.pypi/es-knowledge-base-mcp 0.5 · 9/100

   An MCP server for crawling documentation, writing it to Elasticsearch for vector search retrieval by an LLM.

   Version check not run yet

   Search and retrieval (RAG) PyPI Local

2. EM es-mcp-server org.pypi/es-mcp-server 0.5 · 9/100

   Elasticsearch MCP 服务器和客户端

   Version check not run yet

   Search and retrieval (RAG) PyPI Local

3. EM evawiki-mcp org.pypi/evawiki-mcp 0.5 · 9/100

   EvaWiki RAG MCP server

   Version check not run yet

   Search and retrieval (RAG) PyPI Local

4. FM fts-mcp org.pypi/fts-mcp 0.5 · 9/100

   Full-text search with MCP and REST API support

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   Search and retrieval (RAG) PyPI Local

5. GC github.com/SaiNageswarS/medicine-rag-custom-gpt io.github.sainageswars/medicine-rag-custom-gpt 0.5 · 9/100

   Version check not run yet

   Search and retrieval (RAG) Go modules Local

6. GC github.com/innomon/gomlx-pgvect-rag io.github.innomon/gomlx-pgvect-rag 0.5 · 9/100

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   Search and retrieval (RAG) Go modules Local

7. GC github.com/karldane/qdrant-mcp io.github.karldane/qdrant-mcp 0.5 · 9/100

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   Search and retrieval (RAG) Go modules Local

8. GC github.com/kweaver-ai/adp/context-loader/agent-retrieval io.github.kweaver-ai/adp-agent-retrieval 0.5 · 9/100

   Version check not run yet

   Search and retrieval (RAG) Go modules Local

9. GC github.com/mfenderov/bam-rag io.github.mfenderov/bam-rag 0.5 · 9/100

   Version check not run yet

   Search and retrieval (RAG) Go modules Local

10. GC github.com/miiton/meilisearch-hybrid-search-mcp io.github.miiton/meilisearch-hybrid-search-mcp 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

11. GC github.com/mvanhorn/printing-press-library/library/ai/pinecone io.github.mvanhorn/printing-press-library-pinecone 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

12. GC github.com/mvanhorn/printing-press-library/library/developer-tools/algolia io.github.mvanhorn/printing-press-library-algolia 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

13. GC github.com/mvanhorn/printing-press-library/library/developer-tools/weaviate-collections io.github.mvanhorn/printing-press-library-weaviate-collections 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

14. GC github.com/nguyenvanduocit/rag-kit io.github.nguyenvanduocit/rag-kit 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

15. GC github.com/openbkn-ai/bkn-foundry/adp/context-loader/agent-retrieval io.github.openbkn-ai/bkn-foundry-agent-retrieval 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

16. GC github.com/sonirico/mcp-elasticsearch io.github.sonirico/mcp-elasticsearch 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

17. GC github.com/weaviate/weaviate io.github.weaviate/weaviate 0.5 · 9/100

    Version check not run yet

    Search and retrieval (RAG) Go modules Local

18. GM glm-mcp org.pypi/glm-mcp 0.5 · 9/100

    MCP server for ZhipuAI GLM — chat, text embeddings, translation, vision, and OCR

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

19. IM iflow-mcp_alucek-simple-mcp-examples org.pypi/iflow-mcp-alucek-simple-mcp-examples 0.5 · 9/100

    MCP server for document search with RAG capabilities using ChromaDB

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

20. IM iflow-mcp_amansingh0311-mcp-qdrant-openai org.pypi/iflow-mcp-amansingh0311-mcp-qdrant-openai 0.5 · 9/100

    MCP Qdrant Server with OpenAI Embeddings

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

21. IM iflow-mcp_avarant_typesense-mcp-server org.pypi/iflow-mcp-avarant-typesense-mcp-server 0.5 · 9/100

    Add your description here

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

22. IM iflow-mcp_bluewings1211-codebase-rag-mcp org.pypi/iflow-mcp-bluewings1211-codebase-rag-mcp 0.5 · 9/100

    A RAG MCP server for codebase understanding.

    Version check not run yet

    Developer tools PyPI Local

23. IM iflow-mcp_codebasemcp org.pypi/iflow-mcp-codebasemcp 0.5 · 9/100

    Python Codebase Analysis RAG System - MCP Server for analyzing Python code using AST and vector database

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

24. IM iflow-mcp_contextualai_contextual-mcp-server org.pypi/iflow-mcp-contextualai-contextual-mcp-server 0.5 · 9/100

    A Model Context Protocol (MCP) server that provides RAG capabilities using Contextual AI

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

25. IM iflow-mcp_cr21-rag-mcp org.pypi/iflow-mcp-cr21-rag-mcp 0.5 · 9/100

    MCP RAG Agent

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

26. IM iflow-mcp_cr7258_elasticsearch-mcp-server org.pypi/iflow-mcp-cr7258-elasticsearch-mcp-server 0.5 · 9/100

    MCP Server for interacting with Elasticsearch and OpenSearch

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

27. IM iflow-mcp_davidvc-code-knowledge-store org.pypi/iflow-mcp-davidvc-code-knowledge-store 0.5 · 9/100

    Knowledge management tool for code repositories using vector embeddings

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

28. IM iflow-mcp_digital-duck-st_rag_mcp org.pypi/iflow-mcp-digital-duck-st-rag-mcp 0.5 · 9/100

    RAG MCP Server with calculator, trigonometric, and stock quote tools

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

29. IM iflow-mcp_dmayboroda-minima org.pypi/iflow-mcp-dmayboroda-minima 0.5 · 9/100

    RAG on local files with MCP

    Version check not run yet

    Files and storage PyPI Local

30. IM iflow-mcp_elasticsearch7-mcp-server org.pypi/iflow-mcp-elasticsearch7-mcp-server 0.5 · 9/100

    MCP Server for interacting with Elasticsearch 7.x

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

31. IM iflow-mcp_elasticsearch-mcp-server org.pypi/iflow-mcp-elasticsearch-mcp-server 0.5 · 9/100

    MCP Server for interacting with Elasticsearch and OpenSearch

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

32. IM iflow-mcp_ferrants_memvid-mcp-server org.pypi/iflow-mcp-ferrants-memvid-mcp-server 0.5 · 9/100

    Memvid MCP Server - Video memory search and retrieval

    Version check not run yet

    Design and media PyPI Local

33. IM iflow-mcp_ImVirtue-RagChatbot_MCPServer org.pypi/iflow-mcp-imvirtue-ragchatbot-mcpserver 0.5 · 9/100

    A RAG-based HR chatbot with MCP server for document retrieval and email functionality

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

34. IM iflow-mcp_karaage0703-mcp-rag-server org.pypi/iflow-mcp-karaage0703-mcp-rag-server 0.5 · 9/100

    MCP RAG Server - Model Context Protocol (MCP)に準拠したRAG機能を持つPythonサーバー

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

35. IM iflow-mcp_kvncampos-nautobot-mcp org.pypi/iflow-mcp-kvncampos-nautobot-mcp 0.5 · 9/100

    A Model Context Protocol (MCP) server for interacting with Nautobot APIs using semantic search and dynamic API requests

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

36. IM iflow-mcp_masihmoafi-a-modular-kingdom org.pypi/iflow-mcp-masihmoafi-a-modular-kingdom 0.5 · 9/100

    A modular agentic kingdom with memory, RAG, and web search

    Version check not run yet

    Web search and scraping PyPI Local

37. IM iflow-mcp_mcp-rag org.pypi/iflow-mcp-mcp-rag 0.5 · 9/100

    A Simple MCP RAG with GroundX

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

38. IM iflow-mcp_mjochum64-solr_mcp_server org.pypi/iflow-mcp-mjochum64-solr-mcp-server 0.5 · 9/100

    An MCP Server for Apache Solr document search

    Version check not run yet

    Office documents and spreadsheets PyPI Local

39. IM iflow-mcp_ohhalim-flstudio-mcp org.pypi/iflow-mcp-ohhalim-flstudio-mcp 0.5 · 9/100

    MCP server for FL Studio - Bebop solo generator with RAG capabilities

    Version check not run yet

    Design and media PyPI Local

40. IM iflow-mcp_pragmar-mcp-server-webcrawl org.pypi/iflow-mcp-pragmar-mcp-server-webcrawl 0.5 · 9/100

    MCP server for search and retrieval of web crawler content

    Version check not run yet

    Web search and scraping PyPI Local

41. IM iflow-mcp_privetin_chroma org.pypi/iflow-mcp-privetin-chroma 0.5 · 9/100

    A MCP server project

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

42. IM iflow-mcp_python-mcp-server-client org.pypi/iflow-mcp-python-mcp-server-client 0.5 · 9/100

    MCP服务器，用于搜索技术文档，支持langchain、llama-index、autogen等多个库

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

43. IM iflow-mcp-qy527145-acemcp org.pypi/iflow-mcp-qy527145-acemcp 0.5 · 9/100

    MCP server for codebase indexing and semantic search with multi-encoding support and .gitignore integration

    Version check not run yet

    Developer tools PyPI Local

44. IM iflow-mcp_rileylemm_graphrag-mcp org.pypi/iflow-mcp-rileylemm-graphrag-mcp 0.5 · 9/100

    GraphRAG Model Context Protocol integration for hybrid graph and vector databases

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

45. IM iflow-mcp_seohyunjun_opensearch-mcp-server org.pypi/iflow-mcp-seohyunjun-opensearch-mcp-server 0.5 · 9/100

    MCP Server for interacting with OpenSearch

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

46. IM iflow-mcp_stephen37_mcp-server-milvus org.pypi/iflow-mcp-stephen37-mcp-server-milvus 0.5 · 9/100

    MCP server for Milvus

    Version check not run yet

    Search and retrieval (RAG) PyPI Local

47. IM iflow-mcp_teddynote-lab-langconnect-client org.pypi/iflow-mcp-teddynote-lab-langconnect-client 0.5 · 9/100

    LangConnect Client: GUI interface for managing knowledge bases and connected to RAG service

    Version check not run yet

    Docs and knowledge bases PyPI Local

48. IM iflow-mcp_teddynote-lab-mcp-tutorial org.pypi/iflow-mcp-teddynote-lab-mcp-tutorial 0.5 · 9/100

    MCP tutorial project with weather, time, and RAG servers

    Version check not run yet

    Search and retrieval (RAG) PyPI Local