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Category Find a category Search and retrieval (RAG) 1793 Memory and context 311 Docs and knowledge bases 181 Office documents and spreadsheets 173 Model and agent tools 147 Developer tools 142 Databases 127 Files and storage 77 Design and media 75 Coding agent tools 58

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Web search and scraping 52 Git and code hosting 51 Science and research 49 Finance and payments 38 Communication and chat 38 DevOps and infrastructure 32 Utilities 28 Security 26 Project management 19 Monitoring and observability 19 Maps and location 18 Marketing and SEO 17 Browser automation 15 Data warehouses and analytics 15 Legal and compliance 15 Operating system and shell 13 Cloud platforms 11 E-commerce 9 Government and public records 8 Calendar and scheduling 7 CRM and sales 6 Jobs and HR 5 MCP development 5 Religion and spirituality 5 Email 4 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 1546 Remote endpoint 249

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Works in Claude Code 1632 Claude Desktop 1597 Cursor 1632 VS Code 1632 Devin Desktop 1632 Zed 1585 Cline 1632 Continue 1597 Goose 1585 LM Studio 1632 Gemini CLI 1632 Codex 1585 mcp-client-cli 1397 oterm 1632 TUUI 1397 BoltAI 1397 Agenvoy 1585 Amp 1632 AnythingLLM 1632 Augment Code 1597 Bob Shell 1585 ECA 1632 Kiro 1585 Kiro CLI 1585

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Listed in Official MCP Registry 509 npm 914 PyPI 421 Docker 21 Hugging Face Spaces 39

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Licence Any States a licence 1170 No licence stated 623

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Search and retrieval (RAG)
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Reftrixmcp io.github.TKMD/reftrixmcp

Web design analysis with 26 MCP tools: layout, motion, quality, semantic search via pgvector

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local AGPL-3.0-ONLY
Code Index io.github.achreftlili/code-index

SQLite-backed hybrid (vector + FTS) code search index for Claude Code over MCP.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
Tacitus io.github.ionasrobert/tacitus-mcp-server

Long-term memory for AI agents: local-first PKM with provenance and hybrid search.

Version check not run yet

Memory and context Official MCP Registry · npm Local MIT
jDataMunch MCP io.github.jgravelle/jdatamunch-mcp

Tabular data retrieval. Index CSV/Excel, query rows, aggregate. 99%+ savings vs raw file reads.

Version check not run yet

Office documents and spreadsheets Official MCP Registry · PyPI Local LICENSEREF-JDATAMUNCH-DUAL-USE
Pdf io.github.jztan/pdf-mcp

Agentic RAG over one PDF or a whole folder: hybrid search, selective page reads, tables, OCR.

Version check not run yet

Office documents and spreadsheets Official MCP Registry · PyPI Local MIT
OpenToonz MCP io.github.konkomaji/opentoonz-mcp

Animate in OpenToonz from an AI assistant: native vector levels, xsheet timing, rigs and physics.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
pgvector io.github.mittalpk/pgvector

Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
c3fst Biomedical Search io.github.mjandrews1/c3fst-biomedical-search

Biomedical search: FDA drugs, MeSH headings, ClinVar genomic variants with BM25 ranking.

Version check not run yet

Science and research Official MCP Registry · PyPI Remote MIT
Opensearch io.github.mrfentmen/opensearch-mcp

Search OpenSearch indices, manage documents, check health and stats.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local MIT
Mnemo io.github.n24q02m/mnemo

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

Version check not run yet

Memory and context Official MCP Registry · PyPI Remote APACHE-2.0
Agent evidence io.github.probityai/agent-evidence-mcp

Offline, read-only tools that verify AI claims against evidence and replay conformance vectors.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local APACHE-2.0
Dify io.github.salted-butter-joshua/dify-mcp

MCP server exposing Dify knowledge base retrieval to Cursor and other MCP clients

Version check not run yet

Docs and knowledge bases Official MCP Registry · PyPI Local MIT
Crowdsentinel io.github.thomasxm/crowdsentinel-mcp-server

AI threat hunting & incident response for Elasticsearch/OpenSearch with endpoint & network forensics

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local GPL-3.0-ONLY
Superlocalmemory io.github.varun369/superlocalmemory

Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.

Version check not run yet

Memory and context Official MCP Registry Local
Kibana io.github.mshegolev/kibana-mcp

Kibana/Elasticsearch MCP — log search, aggregations, index discovery, dashboards.

Version check not run yet

Data warehouses and analytics Official MCP Registry · PyPI Local MIT
agentdb io.github.ruvnet/agentdb-7kqhjv

Self-learning vector memory for AI agents — single-file .rvf cognitive container with HNSW search, episodic Reflexion memory, causal graph + Cypher, 9 RL algorithms, Thompson Sampling bandit, 41 MCP t

Version check not run yet

Search and retrieval (RAG) npm Local 72k a week MIT
ruvector io.github.ruvnet/ruvector-eg27y9

Self-learning vector database for Node.js — hybrid search, Graph RAG, FlashAttention-3, HNSW, 50+ attention mechanisms

Version check not run yet

Search and retrieval (RAG) npm Local 72k a week MIT
Perception com.geiant/mcp-perception

Geospatial AI MCP server — satellite imagery, embeddings, weather, GNS governance

100% up · 30 days

Maps and location Official MCP Registry · npm Remote APACHE-2.0
Obsidian Hybrid Search io.github.flowing-abyss/obsidian-hybrid-search

Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval.

Version check not run yet

Docs and knowledge bases Official MCP Registry · npm Local 565 a week MIT
Komplyt Zero io.github.Komplyzen/komplyt-zero

Persistent working memory for AI agents: a knowledge graph with semantic search and decay.

100% up · 30 days

Memory and context Official MCP Registry · npm Local Remote 510 a week APACHE-2.0

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