Search and retrieval (RAG) MCP servers

1,829 servers

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1. MF MyLaserTools for Makers com.mylasertools/makers 0.7 · 14/100

   Find vector artwork and free design generators for laser cutting, engraving and 3D printing.

   100% up · 30 days

   Design and media Official MCP Registry Remote

2. AI AI 與科技名詞白話解釋 com.penguindriver/glossary 0.7 · 14/100

   AI 與科技名詞白話解釋：MCP、RAG、AI 代理人等名詞的白話定義。台灣繁體中文 MCP 工具。

   100% up · 30 days

   Search and retrieval (RAG) Official MCP Registry Remote

3. RA ragcreator com.ragcreator/ragcreator 0.7 · 14/100

   Build a RAG pipeline station by station and search your own documents with cited answers.

   100% up · 30 days

   DevOps and infrastructure Official MCP Registry Remote

4. AW APIShield WAF v4.0 MCP com.run402.apishield-waf/mcp 0.7 · 14/100

   50-vector prompt-injection, llms.txt poisoning, SSRF & OpenAPI scanner ($1 USDC).

   100% up · 30 days

   Model and agent tools Official MCP Registry Remote

5. SC ScraperWatch com.scraperwatch/scraperwatch 0.7 · 14/100

   Find and compare named scrapers using saved evidence; compare APIs, proxies and RAG extractors.

   100% up · 30 days

   Web search and scraping Official MCP Registry Remote

6. LI Library com.siftdex/library 0.7 · 14/100

   Verified doc corpora for agents: grep-first retrieval, hashed pages, Merkle+RFC-3161 receipts

   0% up · 30 days

   Search and retrieval (RAG) Official MCP Registry Remote

7. SK SkimmerDB com.skimmerdb/skimmerdb 0.7 · 14/100

   Search and SQL on object storage: full-text, vector and hybrid search plus SQL over your data.

   100% up · 30 days

   Files and storage Official MCP Registry Remote

8. ST stagenth · 文档解析 com.stagenth/doc-parse 0.7 · 14/100

   Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chunking, page ranges.

   0% up · 30 days

   Office documents and spreadsheets Official MCP Registry Remote

9. SM Swamix MCP com.swamix.mcp/server 0.7 · 14/100

   Hosted MCP catalog with 30 tenant-isolated browser, RAG, AI, mail and media tools.

   100% up · 30 days

   Browser automation Official MCP Registry Remote

10. TE TeamYou com.teamyou/teamyou 0.7 · 14/100

    Topics, semantic search, tasks, projects, areas and documents in TY Agent Drive.

    100% up · 30 days

    Project management Official MCP Registry Remote

11. TG The Gastrologer — GI clinical tools for agents com.thegastrologer/clinical 0.7 · 14/100

    Physician-governed GI tools: claim verification, teaching retrieval, HRM and instrument scoring

    100% up · 30 days

    Science and research Official MCP Registry Remote

12. VP Vector Panda com.vectorpanda/database 0.7 · 14/100

    Operate your Vector Panda collections: search and upsert vectors, schema, measured indexes, exports.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

13. VP Vector Panda Documentation com.vectorpanda/docs 0.7 · 14/100

    Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.

    100% up · 30 days

    Docs and knowledge bases Official MCP Registry Remote

14. VP ViewsMeet Pick + Predict com.viewsmeet/participate 0.7 · 14/100

    Read frozen Atlas cells, answer private quizzes, score Mini-IPIP vectors, and cast enum ballots.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

15. SC ScrapeNest dev.scrapenest/scrapenest 0.7 · 14/100

    Web search, scraping, RAG answers with citations, and translation as MCP tools.

    100% up · 30 days

    Web search and scraping Official MCP Registry Remote

16. SU Suzuri dev.suzuri/mcp 0.7 · 14/100

    Semantic search across Japan's government white papers, in English or Japanese. Free beta.

    100% up · 30 days

    Science and research Official MCP Registry Remote

17. ER Embeddings, Rerank & Speech-to-Text (Tanod) dev.tanod/ml 0.7 · 14/100

    Speech denoise, transcripts (SRT/VTT), embeddings, reranking, entities and translation.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

18. BI Brode.io io.brode/brode 0.7 · 14/100

    Convert any image into machine embroidery files (DST, PES…) or vector graphics (SVG, PDF, EPS, DXF).

    100% up · 30 days

    Design and media Official MCP Registry Remote

19. CO Cortex io.github.100monkeys-ai/cortex 0.7 · 14/100

    Shared knowledge base that people and AI agents read and write: pages, atoms, hybrid search.

    Address set by you

    Docs and knowledge bases Official MCP Registry Remote

20. EC Execute cross-modal-embedding-aligner-mcp io.github.Evozim/cross-modal-embedding-aligner-mcp 0.7 · 14/100

    Premium agentic endpoint for cross-modal-embedding-aligner-mcp.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

21. RT Repo-to-RAG io.github.Evozim/repo-to-rag 0.7 · 14/100

    GitHub repository vectorizer and context synthesizer for RAG pipelines.

    100% up · 30 days

    Git and code hosting Official MCP Registry Remote

22. AP Algolia Productivity io.github.algolia/algolia-productivity 0.7 · 14/100

    Connect LLM tools to your Algolia account with user-scoped access for internal workflows.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

23. BS Balthasar & Speyr Catalogue io.github.balthasarspeyr/catalogue 0.7 · 14/100

    Public catalogue, semantic search and source texts of Hans Urs von Balthasar and Adrienne von Speyr.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

24. RE Recalld io.github.bit-robotics/recalld 0.7 · 14/100

    Managed long-term memory for AI agents, with evolving facts and relevant retrieval through MCP.

    Address set by you

    Memory and context Official MCP Registry Remote

25. HM Hipocampo MCP io.github.carrasquelalex1/hipocampo 0.7 · 14/100

    Bilingual dual memory with SSC for AI agents. Semantic search, embeddings, profiles.

    0% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

26. NE Nexsus io.github.dbnexsus/nexsus 0.7 · 14/100

    Private persistent memory for Claude, ChatGPT & Gemini via MCP - semantic search, zero-code setup.

    0% up · 30 days

    Memory and context Official MCP Registry Remote

27. RO ROASTED io.github.jgaethle10/roasted 0.7 · 14/100

    99-cent text pressure tests with human-confirmed checkout and paid-result retrieval.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

28. ER Environmental Retrieval Layer io.github.mdlinde-sketch/environmental-retrieval-layer 0.7 · 14/100

    Search public Australian environmental evidence with provenance across authoritative catalogues.

    0% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

29. VC VenuVidya — Carnatic Flute Study Guide io.github.pradeep-anantha/venuvidya 0.7 · 14/100

    Kannada/English Carnatic flute KSGMS syllabus — search lessons, log practice, ask a RAG guru.

    100% up · 30 days

    Education Official MCP Registry Remote

30. AG Agentdiet io.github.robertoyanguas-ops/agentdiet 0.7 · 14/100

    Strips 85-97% of HTML bloat into clean Markdown, <200-token skeletons, or BM25 excerpts via MCP.

    100% up · 30 days

    Office documents and spreadsheets Official MCP Registry Remote

31. UP Upstash io.github.upstash/upstash-mcp-server 0.7 · 14/100

    Hosted Upstash MCP server: Redis, QStash, Workflow, Vector, Search, Box and Blob, with OAuth.

    100% up · 30 days

    Databases Official MCP Registry Remote

32. CA CARMOTIF Automotive Design io.github.xgone/carmotif-agent 0.7 · 14/100

    Automotive design reference search with filters, natural language, image retrieval, and comparison.

    100% up · 30 days

    Design and media Official MCP Registry Remote

33. MY MyFSS kr.eocpa/myfss 0.7 · 14/100

    Full-text search over FSS/FSC accounting supervision documents for Korean accounting professionals

    100% up · 30 days

    Office documents and spreadsheets Official MCP Registry Remote

34. MY MyKIFRS kr.eocpa/mykifrs 0.7 · 14/100

    Full-text search over K-IFRS/K-GAAP standards, Q&A and KASB/KICPA material for Korean accountants

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

35. SS SiteLove — Serious Dating for Long-Term Relationships me.sitelove/mcp-server 0.7 · 14/100

    Semantic search of dating profiles for long-term relationships by age, city and lifestyle.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

36. FK FoxNose Knowledge net.foxnose/knowledge 0.7 · 14/100

    Hybrid search, schema introspection and record read/write over FoxNose collections

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

37. ST Sacred Texts MCP net.nexlab/sacred-texts 0.7 · 14/100

    Citation-oriented retrieval across six religious traditions

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

38. WR Wikipedia Retrieval MCP net.nexlab/wikipedia-retrieval 0.7 · 14/100

    Search

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

39. XT x402 Text Tools Catalog net.tunnelmole.heiekc-ip-209-115-177-214/x402-text-tools 0.7 · 14/100

    Pay-per-call NLP & embeddings APIs on Base via x402. No keys/signup; agents pay per call in USDC.

    0% up · 30 days

    Utilities Official MCP Registry Remote

40. XT x402 Text Tools Catalog net.tunnelmole.imkl13-ip-209-115-177-214/x402-text-tools 0.7 · 14/100

    Pay-per-call NLP & embeddings APIs on Base via x402. No keys/signup; agents pay per call in USDC.

    0% up · 30 days

    Utilities Official MCP Registry Remote

41. TC Typesense Cloud org.typesense/typesense-cloud 0.7 · 14/100

    Add fast, typo-tolerant search to your site or app, and run the Typesense clusters behind it.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

42. TN The Network Catalog (webGCP) org.webgcp/catalog 0.7 · 14/100

    Semantic search over The Network catalog (skills, agencies, roles) with signed webGCP provenance.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

43. MS MCP.SV — El Salvador Knowledge Server sv.mcp/el-salvador 0.7 · 14/100

    Drop El Salvador into your context window: ~280 official ES/EN docs, hybrid search. Free PAT.

    0% up · 30 days

    Docs and knowledge bases Official MCP Registry Remote

44. CP Codex Pets Registry tech.ydb-qdrant.pets/codex-pets-ydb-qdrant 0.7 · 14/100

    Search, preview, install community Codex pet packs, and discover the pet request flow.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

45. DX DarkSearch.xyz xyz.darksearch/search 0.7 · 14/100

    Full-text search over web pages published on IPFS. Free, no key.

    100% up · 30 days

    Web search and scraping Official MCP Registry Remote

46. SS Stoic Sage ai.stoicsage/stoic-sage 0.7 · 14/100

    Semantic search and citation of Stoic texts: Marcus Aurelius, Seneca and Epictetus.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote

47. TO ToolRoute co.youraitools/toolroute 0.7 · 14/100

    Route each agent task to the few tools it needs (BM25 shortlist). Free tier; x402 or credits.

    100% up · 30 days

    Project management Official MCP Registry Remote

48. ME Meandr com.meandr/mcp 0.7 · 14/100

    MCP gateway and cloud hosting for MCP servers, agents and apps like RAG, managed from your agent.

    100% up · 30 days

    Search and retrieval (RAG) Official MCP Registry Remote