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MCP Server Lancedb
An MCP server implementation based on the LanceDB vector database, providing semantic memory storage and retrieval functions.
Python
3.8K
2.5 points
Kashiwabyte Vikingdb MCP Server
The VikingDB MCP Server is a storage and search service for the high-performance vector database VikingDB, supporting quick integration into applications such as Claude Desktop through configuration.
Python
3.5K
2 points
RAG Docs
A document semantic search service based on the Qdrant vector database, supporting URL and local file imports and providing natural language query functions.
TypeScript
3.8K
3 points
MCP Qdrant Memory
An MCP memory server based on the Qdrant vector database, providing knowledge graph and semantic search capabilities.
TypeScript
3.6K
2.5 points
MCP Server Weaviate
Weaviate's MCP Server supports quick installation through Smithery and integration with Claude Desktop, providing vector search and storage functions.
Python
3.8K
3 points
Chroma MCP
Chroma is an open-source vector database that provides memory support for Python and JavaScript LLM applications, supporting multiple client types and document operations.
Python
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MCP Server Milvus
This project is a server based on the Model Context Protocol (MCP), which realizes seamless integration with the Milvus vector database and provides a standardized data access interface for LLM applications. It supports direct invocation of Milvus's search, query, and management functions in applications such as Claude Desktop and Cursor.
Python
3.5K
2.5 points
Libraryai
An AI knowledge base and data processing project that includes vector database processing, MCP protocol support, and core function libraries, supporting text chunking, vectorized search, and debugging tools.
C#
3.3K
2 points
Vikingdb
The VikingDB MCP server provides storage and search services for the VikingDB vector database
Python
3.5K
2.5 points
MCP Server For Milvus
This project is a server - side implementation based on the Model Context Protocol (MCP), providing seamless integration with the Milvus vector database and enabling multiple LLM applications such as Claude Desktop and Cursor to access database functions through a standardized protocol.
Python
3.7K
3 points
Qdrant Retrieve
Semantic search MCP service based on the Qdrant vector database
TypeScript
3.7K
2 points
Vito MCP
WisdomForge is an intelligent knowledge management system based on the Qdrant vector database, capable of efficiently storing and retrieving various experiences, insights, and best practices.
TypeScript
3.5K
2 points
MCP Server Qdrant
A Machine Control Protocol (MCP) server based on the Qdrant vector database for storing and retrieving text information, supporting semantic search and metadata storage.
Python
3.5K
2 points
Ragdocs
A RAG service based on the Qdrant vector database and Ollama/OpenAI embedding, providing document semantic search and management functions.
TypeScript
3.6K
2.5 points
Vectorcode
VectorCode is a code repository indexing tool designed to optimize the prompt construction of large programming language models (LLMs) by indexing and providing code repository information. It supports multiple embedding engines, provides command - line tools and Neovim plugins to help developers more efficiently use project context to improve the quality of model output.
Python
3.6K
0 points
Better Qdrant MCP Server
An MCP server that enhances the functionality of the Qdrant vector database, providing functions such as collection management, document addition, and semantic search.
TypeScript
3.7K
2 points
MCP Localhost Server Weaviate
Weaviate's MCP server for knowledge storage and retrieval of the Claude desktop client
Python
3.5K
2.5 points
Chroma
An MCP vector database service based on Chroma, providing document storage and semantic search functions
Python
3.6K
2.5 points
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