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Category Find a category Search and retrieval (RAG) 1546 Memory and context 288 Docs and knowledge bases 160 Office documents and spreadsheets 144 Developer tools 133 Model and agent tools 122 Databases 107 Files and storage 69 Coding agent tools 55 Design and media 52

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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
Neuledge io.github.neuledge/context

Local-first documentation for AI agents. Offline, instant, private doc retrieval.

Version check not run yet

Docs and knowledge bases Official MCP Registry Local
Codeseeker io.github.jghiringhelli/codeseeker

Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

Version check not run yet

Developer tools Official MCP Registry · npm Local 146 a week APACHE-2.0
Vecline io.github.shunyagatha/vecline

Local-first image, vector and document toolkit that measures its own output. Nothing uploaded.

Version check not run yet

Office documents and spreadsheets Official MCP Registry · npm Local 140 a week MIT
CCRider io.github.neilberkman/ccrider

Full-text search, browse, and resume across your coding agent sessions (Claude Code, Codex, Amp)

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · Go modules Local MIT
Nvidia Nim io.github.david-eve-za/nvidia-nim-mcp

MCP server for NVIDIA NIM - 50+ LLMs, multimodal, image gen, embeddings, reranking

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 110 a week MIT
Rag Vault io.github.RobThePCGuy/rag-vault

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 106 a week MIT
Google Surf io.github.HarimxChoi/google-surf-mcp

Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.

Version check not run yet

Developer tools Official MCP Registry · npm Local 104 a week MIT

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