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Search and retrieval (RAG)
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mcp/amazon-kendra-index-mcp-server io.github.awslabs/mcp-amazon-kendra-index-mcp-server

Enterprise search and RAG enhancement.

Version check not run yet

E-commerce Docker Hub · Docker MCP Catalog · Docker MCP Registry Local APACHE-2.0
ForgeMesh Library MCP io.github.forgemeshlabs/library-mcp

A paid public-domain knowledge base for AI agents: full-text search, book metadata, chapters.

Version check not run yet

Docs and knowledge bases Official MCP Registry · npm Local 43 a week MIT
Koma Core MCP io.github.swnotmetal/koma-core-mcp

Protected RAG storage — agents discover public metadata, content only by access token.

Version check not run yet

Files and storage Official MCP Registry · npm Local 41 a week MIT
Smart Connections io.github.msdanyg/smart-connections-mcp

Local semantic search over Obsidian vaults via Smart Connections embeddings. Multi-vault, private.

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 37 a week MIT
Levea io.github.brajendrak00068/levea-mcp-server

Autonomous AI video editor over MCP: viral clips, captions, reframe, chroma key, MP4 export

Version check not run yet

Design and media Official MCP Registry · npm Local 35 a week MIT
Gpu Bridge io.github.fjnunezp75/gpu-bridge

30 GPU-powered AI services as MCP tools. LLM, image, video, audio, embeddings & more.

Version check not run yet

Design and media Official MCP Registry · npm Local 28 a week MIT
Vector Store Scanner io.github.GuardBee/vector-store-scanner

Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data

Version check not run yet

Search and retrieval (RAG) Official MCP Registry · npm Local 34 a week MIT
Kybase io.github.Kyrzin/kybase

Self-hosted Markdown memory for AI agents: notes you can read and edit, with hybrid search.

Version check not run yet

Docs and knowledge bases Official MCP Registry · npm Local 33 a week AGPL-3.0-ONLY
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

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