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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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Listed in Official MCP Registry 309 npm 900 PyPI 418 Docker 21 Hugging Face Spaces 0

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Calypso Multimodal RAG MCP io.github.calypso-so/multimodal-rag-mcp-server

Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 33 a week MIT
IBM watsonx.ai Granite io.github.nirholas/ibm-watsonx

IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 33 a week APACHE-2.0
Hacktricks io.github.zebbern/hacktricks-mcp

Offline full-text search over the HackTricks security wiki, synced every 3 days.

Version check not run yet

Security Official MCP Registry · npm Local 33 a week MIT
Milvus io.github.mrfentmen/milvus-mcp

MCP server for Milvus: collections, stats, search. Works with any instance.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 32 a week MIT
ESG Hub MCP Server com.ascent-partners/esg-hub

ESG knowledge base for AI agents: hybrid search, glossary, frameworks, industries, graph traversal.

100% up · 30 days

Docs and knowledge bases Official MCP Registry · npm Local Remote 31 a week MIT
kbdb io.github.diko316/kbdb

A searchable second brain for AI agents: ranked keyword and semantic search over your Markdown.

Version check not run yet

Docs and knowledge bases Official MCP Registry · npm Local 31 a week AGPL-3.0-ONLY
IBM Granite via x402 io.github.nirholas/ibm-x402-mcp

x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 30 a week APACHE-2.0
Appwrite io.github.appwrite/mcp

Build and deploy backends: auth, Postgres/MySQL/vector databases, storage, functions, hosting, CDN

100% up · 30 days

Databases Official MCP Registry · PyPI Local Remote
Akb io.github.dnotitia/akb

Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.

Version check not run yet

Git and code hosting Official MCP Registry · npm Local 29 a week MIT
awslabs.bedrock-kb-retrieval-mcp-server io.github.awslabs/mcp-changelog.md

An AWS Labs Model Context Protocol (MCP) server for Bedrock Knowledge Base Retrieval

Version check not run yet

Search and retrieval (RAG) PyPI Local APACHE-2.0
correctover-ccs-mcp io.github.dshcorrectover/ccs-conformance-vectors

Correctover CCS MCP Server — local-first MCP/Agent security tooling: receipt verification, batch audit, field-level tamper localization, and 14-rule MCP config checkup. Zero network egress, zero third

Version check not run yet

Search and retrieval (RAG) PyPI Local LICENSEREF-ELASTIC-2.0
AI Wave com.elopstudio.aiwave/ai-wave

AI model releases, price changes and deprecations in one feed: chat, embedding, speech, video.

100% up · 30 days

Design and media Official MCP Registry · npm Local Remote 28 a week MIT
Obsidian Semantic Search io.github.DalecB/obsidian-semantic-mcp

Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 28 a week MIT
Context Lens io.github.cornelcroi/context-lens

Semantic search knowledge base with serverless LanceDB. Zero setup, 100% local, 25+ file types

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · PyPI Local MIT
yandexgpt-mcp io.github.theYahia/yandexgpt-mcp

MCP server for YandexGPT — completions, embeddings, classification, summarization (Russia)

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 27 a week MIT
FAQai app.faqai/mcp-server

Turn any document into a production-ready RAG dataset from Claude, Cursor, or any MCP host.

Version check not run yet

Office documents and spreadsheets Official MCP Registry · npm Local 26 a week MIT
@pinecone-database/mcp io.github.pinecone-io/pinecone-mcp-qca13s

Model Context Protocol server for Pinecone - enables AI assistants to interact with Pinecone indexes and documentation

Version check not run yet

Search and retrieval (RAG) npm Local 2.6k a week APACHE-2.0
Butterbase io.github.butterbase-ai/mcp

Butterbase MCP server — manage your backend: schemas, auth, functions, storage, RAG, deploys.

100% up · 30 days

Files and storage Official MCP Registry · npm Local Remote 25 a week APACHE-2.0
NinFenz Content Gate io.github.Monyeah777/ninfenz

Content contract layer: read-only retrieval over protocol, modules, pipelines, assets, library.

Version check not run yet

DevOps and infrastructure Official MCP Registry · npm Local 24 a week MIT
Vector Memory io.github.NeerajG03/vector-memory

Semantic document memory using Redis vector store. Save and recall files with natural language.

Version check not run yet

Memory and context Official MCP Registry · PyPI Local MIT

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