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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

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Works in Claude Code 1663 Claude Desktop 1626 Cursor 1663 VS Code 1663 Devin Desktop 1663 Zed 1616 Cline 1663 Continue 1626 Goose 1616 LM Studio 1663 Gemini CLI 1663 Codex 1616 mcp-client-cli 1415 oterm 1663 TUUI 1415 BoltAI 1415 Agenvoy 1616 Amp 1663 AnythingLLM 1663 Augment Code 1626 Bob Shell 1616 ECA 1663 Kiro 1616 Kiro CLI 1616

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

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Licence Any States a licence 1170 No licence stated 658

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Search and retrieval (RAG)
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Cortex io.github.VBlackJack/cortex

Local multi-client RAG server over the Model Context Protocol.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
NVIDIA NemoClaw CKG io.github.Yarmoluk/ckg-nvidia-nemoclaw

NVIDIA NemoClaw knowledge graph — 55 nodes, F1 0.576 (+269% vs RAG), 11x fewer tokens. MCP-native.

100% up · 30 days

Memory and context Official MCP Registry Local Remote
CogniRepo io.github.ashlesh-t/cognirepo

FAISS, call graph, AST, BM25 — 34 MCP tools for AI agents. 50-80% token reduction. Offline.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Qdrant MCP io.github.avaazquezz/mcp-qdrant

The full Qdrant API as 58 MCP tools: plain-text semantic/BM25/hybrid search and a search advisor.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local
Vectora io.github.brunosrz/vectora

AI assistant with RAG, web search, filesystem and memory. MCP sub-agent for Claude Code.

Version check not run yet

Files and storage Official MCP Registry Local
Cluefinch MCP io.github.cluefinch/mcp

Local-first web research for AI agents with SearXNG search and SSRF-safe page retrieval.

Version check not run yet

Web search and scraping Official MCP Registry Local
FlexOrch io.github.dev-flexorch/flexorch-mcp

Classify documents, extract structured fields, mask PII, export JSONL/RAG datasets for AI agents.

Version check not run yet

Science and research Official MCP Registry · PyPI Local
Flyto Indexer io.github.flytohub/flyto-indexer

Code intelligence MCP server — impact analysis, semantic search, dependency graphs

Version check not run yet

Developer tools Official MCP Registry Local
haiku.rag io.github.ggozad/haiku-rag

Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
SEC Intelligence io.github.jahanv01/sec-intelligence-mcp

SEC 10-K/10-Q/8-K search, RAG Q&A, comparison, and anomaly detection with citations.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local
Rag io.github.jaimenbell/rag-mcp

Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local
md-vision io.github.japlete/md-vision

Read markdown with inlined images and index headings for agentic RAG workflows.

Version check not run yet

Office documents and spreadsheets Official MCP Registry Local
Silica Core io.github.kiycoh/silica-core

Retrieval over the folder the session opened: files, search, read, code_pack, write_note.

Version check not run yet

Files and storage Official MCP Registry Local
frugal-memory io.github.komakeule57-maker/frugal-memory

Memory for AI assistants in one SQLite file: full-text search, no vectors, no embeddings.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Spomory io.github.lyf-wxy/spomory

Explainable graph-retrieval memory engine with an RL-trained management policy.

100% up · 30 days

Memory and context Official MCP Registry Local Remote
Pikelet io.github.mcn92/pikelet

Search self-contained .pikelet knowledge artifacts over MCP — no vector DB, no embedding API.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry Local
Context Engine io.github.melonelish/context-engine

Compress logs, retrieval chunks, and code context into structured LLM-ready signal.

Version check not run yet

Monitoring and observability Official MCP Registry Local
Memtomem io.github.memtomem/memtomem

Markdown-first long-term memory for AI agents. Hybrid BM25 + vector search, runs locally.

Version check not run yet

Memory and context Official MCP Registry Local
Crg io.github.n24q02m/crg

Token-efficient code review knowledge graph: semantic search and call-graph resolution.

Version check not run yet

Developer tools Official MCP Registry Local
Scholar RAG MCP io.github.notwhiteblank/scholar-rag-mcp

Academic paper knowledge-base MCP server: PDF ingest, vector search with reranking, KB management.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local

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