RAG Systems

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

mcp-server-qdrantofficial
qdrant
A
security
A
license
A
quality
This repository is an example of how to create a MCP server for Qdrant, a vector search engine.
Last updated 4 months ago
4
2
1,093
Apache 2.0
Redis Cloud API MCP Serverofficial
redis
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security
A
license
A
quality
The Redis Cloud API MCP Server provides an MCP Server for Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language.
Last updated 7 months ago
16
0
38
MIT License
Context7 MCP
upstash
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security
A
license
A
quality
A Model Context Protocol server that fetches up-to-date, version-specific documentation and code examples from libraries directly into LLM prompts, helping developers get accurate answers without outdated or hallucinated information.
Last updated 3 hours ago
14
2
396,605
38,568
MIT License
Alibaba Cloud FC MCP Serverofficial
aliyun
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security
A
license
A
quality
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 18 days ago
12
22
7
MIT License
Pinecone Developer MCPofficial
pinecone-io
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security
A
license
A
quality
Pinecone Developer MCP
Last updated 2 days ago
1
247
46
Apache 2.0
ScrapeGraph MCP Serverofficial
ScrapeGraphAI
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security
A
license
A
quality
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 15 days ago
5
45
MIT License

MCP Servers for RAG Systems

mcp-server-qdrantofficial

Redis Cloud API MCP Serverofficial

Context7 MCP

Alibaba Cloud FC MCP Serverofficial

Pinecone Developer MCPofficial

ScrapeGraph MCP Serverofficial