# Knowledge retrieval

M
MCP App
The MCP application is a service that combines RAG and web search tools, using OpenAI embedding vector storage, PostgreSQL as the database, and PGVector as the vector storage, supporting knowledge retrieval and document addition functions.
Python
3.8K
2.5 points
A
Apm MCP Server
This is an MCP server for interacting with the Agile Practice Map. It retrieves information about agile practices from the knowledge base through a large - language model and provides query, listing, and resource access functions.
Python
3.5K
2 points
C
Code Embeddings
A code knowledge management tool based on vector embedding, used to maintain and query code library knowledge, supporting local storage and RAG enhancement.
Python
3.5K
2.5 points
M
MCP Qdrant Docs
An MCP server based on TypeScript that can crawl website content and store it in the Qdrant vector database, providing a Q&A tool for users to query the indexed content.
TypeScript
3.2K
2 points
W
Wikipedia MCP
A Wikipedia search service based on the MCP protocol, providing a structured interface for AI to access Wikipedia content.
TypeScript
3.7K
2.5 points
R
Ragie MCP Server
The Ragie Model Context Protocol server provides knowledge base retrieval capabilities
TypeScript
3.7K
2.5 points
M
Mcpinstructionserver
An MCP protocol server based on TypeScript, used for AI assistants to discover and access a structured Markdown instruction library. Provide centralized knowledge base management through a standardized interface, supporting instruction search, version control, and consistency maintenance.
TypeScript
3.2K
2 points
G
Go MCP Server List
This project is a list of MCP servers implemented in Go, including multiple services for natural language processing and database interaction, such as text-to-SQL and knowledge base retrieval. It supports multiple platforms, is open-source, and free of charge.
3.5K
2.5 points
R
R2r MCP
The R2R MCP Server is a service that integrates the Model Context Protocol (MCP) with the R2R system, providing interaction capabilities with MCP-compatible models such as Claude, and supporting functions such as knowledge base access, context search, and Retrieval Augmented Generation (RAG).
Python
3.4K
2 points
R
Ragieai Ragie MCP Server
The Ragie Model Context Protocol Server provides knowledge base retrieval capabilities for AI models and supports querying relevant information in the Ragie knowledge base through the MCP protocol.
TypeScript
3.3K
2 points
V
Valyu MCP
The Valyu MCP Server is an AI model context protocol tool that can obtain high-quality context data through the Valyu API, supporting Wikipedia, arXiv papers, and web searches.
Python
3.3K
2 points
G
Gpters Search MCP Server
The GPTers Search MCP Server is an MCP server that provides knowledge search services for the GPTers AI learning community, supporting the retrieval of community content through the MCP protocol to clients.
Python
3.2K
2 points
Featured MCP Services
D
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Python
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M
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G
Gitlab MCP Server
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TypeScript
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N
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Python
139
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F
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4.5 points
U
Unity
Certified
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C#
562
5 points
G
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TypeScript
281
4.5 points
M
Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
751
4.8 points
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