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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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Search and retrieval (RAG)
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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
Keymem io.github.donggyun112/keymem

Associative key-graph memory for LLM agents — recall by association, not vector similarity.

Version check not run yet

Memory and context Official MCP Registry · npm Local 481 a week MIT
Memento io.github.jee1/memento-mcp-server

Agent memory MCP server with 4-type cognitive memory, hybrid search, and TTL-based forgetting.

Version check not run yet

Memory and context Official MCP Registry · npm Local 423 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
Wso2 Docs io.github.iamvirul/wso2-docs-mcp-server

Semantic search over WSO2 docs (APIM, IS, MI, Choreo, Ballerina) via RAG and pgvector.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 340 a week APACHE-2.0
Cuba Memorys io.github.LeandroPG19/cuba-memorys

Persistent memory MCP server. 28 tools, BM25+MMR+OOD retrieval, tamper-evident audit, code graph.

Version check not run yet

Memory and context Official MCP Registry Local
Memory Industry io.github.LeandroPG19/memory-industry

MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.

Version check not run yet

Memory and context Official MCP Registry Local
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
Vestige io.github.samvallad33/vestige

Causal Proof Engine for AI agents: signed log, zero vectors, failures traced to their cause.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 308 a week AGPL-3.0-ONLY
chroma-mcp io.github.chroma-core/chroma-mcp

A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma

Version check not run yet

Search and retrieval (RAG) GitHub MCP Registry · PyPI · Docker Hub Local 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
Cuemap io.github.cuemap-dev/cuemap-mcp

Local memory and context retrieval for AI agents through CueMap.

Version check not run yet

Memory and context Official MCP Registry · npm Local 243 a week MIT
Docspell io.github.mrfentmen/docspell-mcp

Docspell document search, items and version.

Version check not run yet

Office documents and spreadsheets Official MCP Registry · npm Local 216 a week MIT
Local FAISS MCP Server io.github.nonatofabio/local-faiss-mcp

Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
Alibaba Cloud DashScope — Qwen io.github.nirholas/alibaba-cloud

Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.

Version check not run yet

Cloud platforms Official MCP Registry · npm Local 187 a week APACHE-2.0
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
Figma Vector MCP io.github.workingmodel/figma-vector-mcp

Let Claude create and edit fully editable vector nodes on the Figma canvas.

Version check not run yet

Design and media Official MCP Registry · npm Local 166 a week MIT
Neuromcp io.github.AdelElo13/neuromcp

Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation

Version check not run yet

Memory and context Official MCP Registry · npm Local 164 a week AGPL-3.0-ONLY
memo io.github.jagoff/memo

Memory for AI agents — MLX (Apple Silicon) or CPU (Linux), sqlite-vec + BM25, zero cloud.

Version check not run yet

Databases Official MCP Registry · GitHub MCP Registry Local

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