MCP Servers for RAG Systems

Tools and platforms for Retrieval-Augmented Generation (RAG), integrating external data sources with language models. Enables context retrieval, relevant document fetching, hybrid search, and dynamic knowledge injection into AI/LLM workflows.

Browse all MCP Servers for RAG Systems

Pinecone Developer MCPofficial
RAG Systems Vector Databases Developer Tools
pinecone-io
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Pinecone Developer MCP
Last updated 12 days ago
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1,846
52
Apache 2.0
mcp-server-qdrantofficial
Vector Databases RAG Systems Knowledge & Memory
qdrant
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This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
Last updated 11 days ago
2
1,201
Apache 2.0
Zilliz MCP Serverofficial
Vector Databases RAG Systems Databases
zilliztech
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Enables AI agents to interact with Milvus vector databases and Zilliz Cloud through natural language, allowing users to create clusters, manage collections, insert vector data, and perform semantic searches directly from their AI assistants.
Last updated 7 months ago
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32
Apache 2.0
ScrapeGraph MCP Serverofficial
Web Scraping RAG Systems Browser Automation
ScrapeGraphAI
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A production-ready Model Context Protocol server that enables language models to leverage AI-powered web scraping capabilities, offering tools for transforming webpages to markdown, extracting structured data, and executing AI-powered web searches.
Last updated 12 days ago
8
56
MIT
YDB MCPofficial
Databases RAG Systems Remote
ydb-platform
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Model Context Protocol server for YDB databases that enables AI-powered database operations and natural language interactions with YDB instances from any LLM that supports MCP.
Last updated 5 months ago
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24
Apache 2.0
Alibaba Cloud FC MCP Serverofficial
Cloud Platforms Autonomous Agents RAG Systems
aliyun
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A Model Context Protocol server that enables agent applications like Cursor and Cline to integrate with Alibaba Cloud Function Compute, allowing them to deploy and manage serverless functions through natural language interactions.
Last updated 4 days ago
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MIT
Upstash MCP Serverofficial
RAG Systems Cloud Platforms Developer Tools
upstash
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Model Context Protocol (MCP) is a new, standardized protocol for managing context between large language models (LLMs) and external systems. In this repository, we provide an installer as well as an MCP Server for Upstash Developer API's.
Last updated 2 months ago
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MIT
Memphoraofficial
Knowledge & Memory RAG Systems Autonomous Agents
Memphora
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Adds persistent memory to AI assistants by connecting to the Memphora cloud platform, allowing them to store and recall facts across conversations. It enables tools for searching memories, extracting insights, and maintaining long-term user context and preferences.
Last updated 2 months ago
5
3
MIT
Tinybird MCP serverofficial
Databases Data Platforms RAG Systems
tinybirdco
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An MCP server to interact with a Tinybird Workspace from any MCP client.
Last updated 5 months ago
76
Apache 2.0