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AWS KB

An MCP server that enables users to retrieve information from AWS Knowledge Bases using Retrieval-Augmented Generation (RAG) via Bedrock Agent Runtime. (Merged 'Aws Kb' and 'Aws Kb Retrieval Server')

Minima

A local RAG (Retrieval-Augmented Generation) solution with an MCP server, enabling on-premises use of Model Context Protocol for private data and AI workflows.

exa-search-mcp

A combined system pairing Claude agents with Exa Search, using MCP protocols for real-time retrieval-augmented generation (RAG) workflows in coding and research contexts.

apify/mcp-server-rag-web-browser

An MCP server for Apify's RAG Web Browser Actor, performing web searches, scraping URLs, and returning content in Markdown within the MCP protocol.

LlamaIndex MCP server

LlamaIndex MCP server enables users to create MCP-compatible context servers that unify retrieval from files, APIs, and databases using modular loaders. It supports advanced RAG pipelines and custom agent orchestration.

apple-notes-mcp

An MCP server enabling access and search functionality for local Apple Notes databases, fitting into the MCP server ecosystem. Also supports semantic search and AI-assisted Retrieval Augmented Generation (RAG) over Apple Notes, supporting secure, local interaction through Claude Desktop.

Vectara MCP Server

A commercial MCP server offering semantic search and retrieval-augmented generation (RAG) for LLMs, with support for relevance-ranked context delivery and open-source reference implementation.