Search and retrieval (RAG) MCP servers

1,829 servers

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1. MM MustertheForce MCP com.mustertheforce/mcp

   Salesforce-grounded retrieval, diagnoses, and a vetted-Force marketplace for MCP clients.

   100% up · 30 days

   Search and retrieval (RAG) Official MCP Registry Remote

2. WA WalkMyPlan com.walkmyplan/walkmyplan

   Describe a house or upload a DWG/vector-PDF plan and get a walkable, editable 3D model.

   100% up · 30 days

   Office documents and spreadsheets Official MCP Registry Remote

3. QR Qdrant RBAC de.fidonis/qdrant-mcp-rbac

   Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.

   Version check not run yet

   Search and retrieval (RAG) Official MCP Registry Remote

4. IR Imperium RAG-Diet — Web & Document Context Distiller (85-97% Token Savings) dev.agentdiet/rag-diet

   Strips 85-97% of HTML/DOM boilerplate into clean Markdown, skeletons, or BM25-ranked RAG chunks.

   100% up · 30 days

   Search and retrieval (RAG) Official MCP Registry Remote

5. AG Agentstock dev.agentstock/agentstock

   License-clean AI stock images and video for agents: semantic search, browse, and x402 purchase.

   100% up · 30 days

   Design and media Official MCP Registry Remote

6. VE Vectorize dev.dudko/vectorize

   Hosted MCP front door to the Vectorize API: raster-to-vector tracing to SVG, PDF, EPS or DXF.

   100% up · 30 days

   Monitoring and observability Official MCP Registry Remote

7. V( Vector (Apex Fusion) io.github.Apex-Fusion/vector

   24 keyless tools for AI agents on Vector, the Apex Fusion eUTXO L2: wallets, contracts, registry.

   Address set by you

   Search and retrieval (RAG) Official MCP Registry Remote

8. OF officegrep io.github.Asgoresmilelong/officegrep

   Full-text search inside Word, PPT, Excel and PDF files, with precise locators.

   Version check not run yet

   Office documents and spreadsheets Official MCP Registry Local

9. IA IPCC AR6 Climate Retrieval io.github.AswaniSahoo/climate-ipcc-rag

   Search IPCC AR6 WG1 and answer with page-level citations, or refuse when unsupported.

   Version check not run yet

   Search and retrieval (RAG) Official MCP Registry Local

10. QU quillrag io.github.Ayush-yadav11/quillrag

    Single-binary local RAG MCP server in Rust. MiniLM compiled in, hybrid search, zero deps.

    Not checked yet

    Search and retrieval (RAG) Official MCP Registry

11. HA Haypile io.github.BenyD/haypile

    Hybrid search over your local documents, with file and page citations. One binary, fully local.

    Version check not run yet

    Files and storage Official MCP Registry Local

12. VS Vector Search API io.github.Br0ski777/vector-search

    In-memory vector search with TF-IDF and cosine similarity. x402 micropayment.

    0% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

13. LS Ls Search io.github.CalBearKen/ls-search

    Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account.

    0% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

14. RM redm-mcp io.github.Cmoen11/redm-mcp

    RedM / RDR3 docs MCP server: native lookups, semantic search, VORP, RSGCore, oxmysql.

    100% up · 30 days

    Docs and knowledge bases Official MCP Registry Remote

15. OR OmniClip RAG io.github.EllisMorrow/omniclip-rag-mcp

    Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

    Version check not run yet

    Office documents and spreadsheets Official MCP Registry Local

16. PB Project Brain io.github.Gentleelephant/project-brain

    Read-only source search and retrieval across configured GitHub repositories

    Version check not run yet

    Memory and context Official MCP Registry Local

17. AG Agentsearch io.github.IsaiahDupree/agentsearch-mcp

    LLM-ready web search + instant answers + URL-to-clean-text fetch for agents and RAG.

    100% up · 30 days

    Web search and scraping Official MCP Registry Remote

18. MI MiniRAG io.github.KiMelody/minirag

    Lightweight self-hosted RAG knowledge base with hybrid retrieval and cited answers.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

19. AK Amazon knowledge retrieval MCP server (Amazon Agent Atlas) io.github.KuudoAI/amazon-agent-atlas-mcp

    MCP retrieval server for indexed Amazon Ads, Seller Central, and Vendor Central knowledge.

    Address set by you

    Search and retrieval (RAG) Official MCP Registry Remote

20. MV MLP Vector Club io.github.MLP-VectorClub/vectorclub

    Search and edit the MLP Vector Club color guide: appearances, tags, shows and reservations.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

21. PD Pipe Docs (SPR) MCP Server io.github.MachuraHarry/pipe-docs

    Docs + source RAG for Pipe language: semantic search, cited answers, code symbol lookup.

    Version check not run yet

    Docs and knowledge bases Official MCP Registry Local

22. AD Agent Data Tools: AI io.github.Nutshell2000/agent-data-tools-ai

    25 tools: LLM chat, summaries, translation, embeddings, speech, images. 25 free calls.

    100% up · 30 days

    Design and media Official MCP Registry Remote

23. PE PeopleMCP io.github.OlegNickeshin/people-mcp

    Semantic search for people, projects and AI agents by task, skills and collaboration needs.

    0% up · 30 days

    Project management Official MCP Registry Remote

24. LL LLMKit io.github.OlsOls4/llmkit

    Token counting, RAG chunking, truncation, HTML to Markdown and JSON repair

    100% up · 30 days

    Web search and scraping Official MCP Registry Remote

25. AM Arachne MCP io.github.Samuelfmedeiros/arachne

    Web scraping, browser RAG, vision, transcription, and 20 AI tools. Universal data intelligence.

    100% up · 30 days

    Browser automation Official MCP Registry Remote

26. DO Docs io.github.Shreyas-Profile/docs-mcp

    Vector RAG store for Word/Excel/PDF/PowerPoint. Break-even pricing, $5 per 5,700 pages.

    0% up · 30 days

    Office documents and spreadsheets Official MCP Registry Remote

27. SL Straight Line Golf Pro io.github.StraightLineGolfPro/straight-line-golf-pro-mcp

    Read-only discovery and retrieval of current public Straight Line Golf Pro coaching resources.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

28. VX VAAS-X Cognitive Memory io.github.VAAS-X/vaasxmcp

    Persistent, outcome-grounded episodic memory for Claude. 14ms CPU retrieval, no GPU, no vector DB.

    100% up · 30 days

    Memory and context Official MCP Registry Remote

29. TL Tw Legal Rag io.github.aa0101181514/tw-legal-rag

    Taiwan law MCP server: 22M court judgments, statutes, agency rulings, with citation checks

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

30. LU Lumen io.github.ahmedEid1/lumen

    Self-hostable agentic-AI LMS: catalog, RAG tutor, FSRS reviews, AI authoring, ingest.

    Not checked yet

    Education Official MCP Registry

31. NE NeuralBrain io.github.alexcurpan-cloud/neuralbrain

    NeuralBrain MCP Server - RAG, Vector Memory, LLM Routing, Agent Identity, x402 Payments

    0% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

32. GR GenPark RAG Semantic Boundary Chunker io.github.alphaparkinc/genpark-rag-semantic-boundary-chunker-skill

    Semantic boundary preserving text chunker maintaining markdown headers, code fences, and paragraphs

    Version check not run yet

    Search and retrieval (RAG) Official MCP Registry Local

33. GV GenPark Vector Embedding Cache Deduplication Sentinel io.github.alphaparkinc/genpark-vector-embedding-cache-deduplication-sentinel-skill

    High-dimensional vector embedding semantic SimHash deduplication sentinel with LRU cache simulation

    Version check not run yet

    Search and retrieval (RAG) Official MCP Registry Local

34. FA Foundry/API io.github.angelus213/foundry-api

    Bounded tools for rendering, extraction, RAG, enrichment, local discovery and review analysis.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

35. ME memex io.github.ayushagrawal288/memex

    Persistent memory for AI agents — semantic + recency search, ONNX embeddings, Docker Compose.

    Version check not run yet

    Memory and context Official MCP Registry Remote

36. TF Titan Frameworks (LangChain, LlamaIndex, Ollama, XRPL) io.github.bebopp187-stack/titan-frameworks

    Review and rewrite LangChain, LlamaIndex, Ollama, and XRPL code against current APIs.

    0% up · 30 days

    Model and agent tools Official MCP Registry Remote

37. CH Changegamer io.github.beneb89/changegamer

    Agent-first resource directory for AI agents: protocols, security, RAG, memory, evals, and more.

    100% up · 30 days

    Security Official MCP Registry Remote

38. EN Enzyme io.github.byenzyme/enzyme

    Semantic search and pattern discovery for Obsidian and markdown vaults.

    Version check not run yet

    Docs and knowledge bases Official MCP Registry Local

39. VE Vecmo io.github.chibataku0815/vecmo

    Vector motion editor MCP: 26 typed tools to observe, validate and edit documents, then export code.

    Not checked yet

    Office documents and spreadsheets Official MCP Registry

40. TI Tresslers Intelligence MCP Server io.github.classofdoom/tresslers-intelligence

    Sovereign intelligence dossiers, daily briefings, RAG search, knowledge graph, codon optimizer.

    100% up · 30 days

    Memory and context Official MCP Registry Remote

41. GC Gpt Chat io.github.codeChap/gpt-chat

    MCP server for the OpenAI ChatGPT API — chat, vision, and embeddings

    Not checked yet

    Communication and chat Official MCP Registry

42. GC Grok Chat io.github.codeChap/grok-chat

    MCP server for the xAI Grok API — chat, vision, search, and embeddings

    Not checked yet

    Communication and chat Official MCP Registry

43. CO CogniCore io.github.cognicore-dev/cognicore-env

    Memory, reflection and safety for AI agents. Hosted or local, no vector database.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

44. EN Engraphy io.github.devon-clarkk/engraphy

    Self-hosted MCP memory server: a typed knowledge graph on Postgres 16 and pgvector.

    Version check not run yet

    Memory and context Official MCP Registry Remote

45. SE SearchForge io.github.divyanshu-iitian/searchforge

    Free open-source web search and page reading for LLMs, AI agents, and RAG.

    Version check not run yet

    Web search and scraping Official MCP Registry Local

46. PR PRG Risk Oracle io.github.dsrpt1/prg-risk-oracle

    Market regime, 7-dimension risk vectors and payment hazard grades. Abstains when data is thin.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

47. CH Chakudya io.github.edisontaimu9-ui/chakudya-mcp-server

    MCP tools for Malawian food search, clinical nutrition calculators, and RAG-backed guidance.

    63.73% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

48. UT URL to Clean Markdown for LLMs & RAG io.github.eltociear/url-to-markdown-for-llms

    Fetch URLs and return clean Markdown for RAG — nav, ads and boilerplate stripped.

    100% up · 30 days

    Web search and scraping Official MCP Registry Remote