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Category Find a category Search and retrieval (RAG) 249 Office documents and spreadsheets 28 Design and media 27 Memory and context 26 Model and agent tools 24 Docs and knowledge bases 23 Databases 18 Finance and payments 16 Science and research 14 Web search and scraping 13

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Utilities 10 Communication and chat 9 Developer tools 7 Files and storage 7 Security 5 Project management 4 Maps and location 4 Coding agent tools 4 DevOps and infrastructure 4 Git and code hosting 4 Legal and compliance 4 Marketing and SEO 3 E-commerce 3 Monitoring and observability 3 Government and public records 3 Browser automation 2 Jobs and HR 2 Education 2 Religion and spirituality 2 Operating system and shell 1 Data warehouses and analytics 1 Calendar and scheduling 1 Email 1 CRM and sales 1 Smart home and hardware 1 Health and fitness 1 Food and drink 1

Runs Any On your machine 31 Remote endpoint 249

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Listed in Official MCP Registry 210 npm 32 PyPI 10 Docker 0 Hugging Face Spaces 39

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Distillery io.github.norrietaylor/distillery-mcp

Knowledge base for Claude Code with semantic search, feed intelligence, and teams

Version check not run yet

Docs and knowledge bases Official MCP Registry · PyPI Local Remote APACHE-2.0
Docdex io.github.bekirdag/docdex

Fast per-repo documentation indexer and full-text search MCP server for codebases.

Version check not run yet

Developer tools Official MCP Registry · npm Remote 565 a week MIT
Maguyva ai.maguyva/maguyva

Code intelligence for coding agents: semantic, AST, graph, and full-text search. 279+ languages.

100% up · 30 days

Developer tools Official MCP Registry · npm Remote MIT
Openai io.github.AceDataCloud/mcp-openai

MCP server for OpenAI API (chat completions, image generation, embeddings) via AceDataCloud

100% up · 30 days

Model and agent tools Official MCP Registry · PyPI Local Remote 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
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
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
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
Search1API io.github.superagents-lab/search1api

Web search, agentic search, news, page retrieval, sitemaps, and trending topics through Search1API.

100% up · 30 days

Web search and scraping Official MCP Registry · npm Local Remote 487 a week MIT
Chronicling America io.github.pipeworx-io/chronicling-america

Chronicling America MCP — full-text search of ~150 years of digitized U.S. newspapers…

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Remote 374 a week MIT
Gutenberg io.github.cyanheads/gutenberg-mcp-server

MCP server for Project Gutenberg: 78,000+ public-domain ebooks with full plain-text retrieval.

100% up · 30 days

Design and media Official MCP Registry · npm Local Remote 318 a week APACHE-2.0
Elasticsearch io.github.TocharianOU/elasticsearch

Elasticsearch MCP Server for ES 5.x-9.x with a query harness, field validation and full API access

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 313 a week APACHE-2.0
Agenticmemory io.github.jyswee/agenticmemory

Persistent memory for AI agents — history, context, semantic search, queues. 46 tools, stdio/SSE.

100% up · 30 days

Memory and context Official MCP Registry · npm Local Remote 254 a week SEE-LICENSE-IN
Contextq io.github.contextq/contextq-mcp

Persistent memory, hybrid search and a goal graph for AI agents, over stdio or remote HTTP.

100% up · 30 days

Memory and context Official MCP Registry · npm Local Remote 179 a week MIT
Atomicreps io.github.atomicreps/atomicreps

Retrieval practice in your coding agent: one short question about what you just built.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 83 a week MIT
MCP AutoMem io.github.verygoodplugins/mcp-automem

Graph-vector memory for AI assistants using FalkorDB and Qdrant

Address set by you

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 80 a week MIT
Cyanheads io.github.cyanheads/cyanheads-mcp-server

Fleet discovery for the cyanheads MCP ecosystem — semantic search + install snippets.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 75 a week APACHE-2.0
webEmbedding io.github.jongko54/web-embedding

Source-first URL clone, capture, rebuild, and fidelity verification tools.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 72 a week MIT
DocsMint io.github.HiAi-gg/docsmint

Cloud or self-hosted knowledge for AI agents: hybrid search, reranking, GraphRAG, scoped MCP tools.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry · npm Local Remote 70 a week APACHE-2.0
Astra DB io.github.erichare/astra-mcp

Astra DB tools for agents: schema, find, vector search, guarded writes, and interactive views.

100% up · 30 days

Search and retrieval (RAG) Official MCP Registry Local Remote