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Category Find a category Search and retrieval (RAG) 1828 Memory and context 312 Docs and knowledge bases 182 Office documents and spreadsheets 178 Model and agent tools 149 Developer tools 144 Databases 130 Design and media 79 Files and storage 78 Coding agent tools 59

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Web search and scraping 54 Git and code hosting 51 Science and research 50 Communication and chat 40 Finance and payments 38 DevOps and infrastructure 32 Utilities 30 Security 26 Marketing and SEO 21 Monitoring and observability 20 Project management 19 Maps and location 18 Legal and compliance 16 Browser automation 15 Operating system and shell 15 Data warehouses and analytics 15 Cloud platforms 11 E-commerce 10 Calendar and scheduling 8 Government and public records 8 CRM and sales 6 Email 5 Jobs and HR 5 MCP development 5 Religion and spirituality 5 Education 4 Smart home and hardware 3 Food and drink 2 Games and game engines 1 Health and fitness 1

Runs Any On your machine 1576 Remote endpoint 262

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Listed in Official MCP Registry 545 npm 914 PyPI 421 Docker 21 Hugging Face Spaces 39

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Search and retrieval (RAG)
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Rag Knowledge io.github.CSOAI-ORG/rag-knowledge-mcp

Rag Knowledge MCP Server by MEOK AI Labs

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local
Vector Knowledge Graph io.github.CSOAI-ORG/vector-knowledge-graph-mcp

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

Version check not run yet

Memory and context Official MCP Registry · PyPI Local
CPersona io.github.Cloto-dev/cpersona

Persistent AI memory in one SQLite file: 3-layer hybrid search, confidence scoring, 29 tools.

Version check not run yet

Databases Official MCP Registry Local
Shelfmark io.github.Dankaro-projects/shelfmark

Local, privacy-first document catalogue for AI agents: metadata-only discovery, no cloud, no RAG.

Version check not run yet

Office documents and spreadsheets Official MCP Registry Local
jevreel io.github.DeepAleph/jevreel

Search and understand videos without embeddings: contact sheets plus Jev typed decisions.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
hubmesh io.github.DemigodDSK/hubmesh

Deterministic multi-hop graph retrieval for RAG. Zero LLM calls in the query path.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Local Vector Search MCP io.github.DimonSmart/local-vector-search-mcp

Local Markdown search, navigation and editing via MCP, with optional vector embeddings.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
RAGScore io.github.HZYAI/ragscore

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

Version check not run yet

Science and research Official MCP Registry Local
Strajkpolski io.github.Hei33enberg/strajkpolski-mcp

Verified Polish open data for AI agents: debt, budget, 460 MPs, votings, judiciary search, RAG.

41.29% up · 30 days

Search and retrieval (RAG) Official MCP Registry Local Remote
Memograph io.github.Indhar01/memograph

Graph-based memory system for LLMs with knowledge graphs and semantic search.

Version check not run yet

Memory and context Official MCP Registry Local
Argus Retrieval io.github.Khamel83/argus

Multi-provider search broker for AI agents: 14 providers, 12-step extraction, retrieval workflows.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
KitchenSink4PPT io.github.KitchenSink4AI/kitchensink4ppt

PowerPoint (.pptx) MCP server: editable vector diagrams, tables, budgeted reads, render-to-verify

Version check not run yet

Office documents and spreadsheets Official MCP Registry Local
Loom io.github.KlossKarl/loom

Local-first personal knowledge base. Cited answers from your vault via vector + graph retrieval.

Version check not run yet

Docs and knowledge bases Official MCP Registry Local
karst io.github.Moin105/karst

Code context for AI dev tools: pack-scoped, cited code retrieval over MCP.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
cogvault io.github.NBibikov/cogvault

Local hybrid-search memory for AI agents over plain Markdown. Multi-tenant, offline, no LLM.

Version check not run yet

Office documents and spreadsheets Official MCP Registry Local
Sentimatix io.github.Rishav0123/sentimatix

Real-time NSE/BSE stock sentiment, news NLP, technical analysis & RAG search via MCP.

0% up · 30 days

Utilities Official MCP Registry · PyPI Local Remote
rmbr io.github.SRock44/rmbr

Embedded, local-first memory and retrieval for AI agents. One SQLite file, no server, no API key.

Version check not run yet

Databases Official MCP Registry Local
Locus io.github.SylphxAI/locus

Locus — the exact code chunk for the job: local BM25 search for agents.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
ContextBridge io.github.ThunderEagle/context-bridge

MCP memory server for AI coding assistants. Windows Service, ONNX embeddings, SQLite vector search.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Tinycontext io.github.TinySuiteHQ/tinycontext

Token-light local memory with SQLite hybrid retrieval for MCP agents.

Version check not run yet

Databases Official MCP Registry Local

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