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Lancedb MCP Server
A model context protocol server based on LanceDB, providing functions such as vector storage, similarity search, and metadata management
Python
9.2K
2.5 points
C
Context Lens
Context Lens is a local semantic search tool that can convert any content into a searchable knowledge base, enabling AI assistants to understand the meaning rather than just match keywords. It uses a built - in LanceDB vector database, supports local files, GitHub repositories, and URL content, does not require an API key or cloud service, and processes data completely locally.
Python
7.2K
2.5 points
L
Local Faiss MCP
A local vector database MCP server based on FAISS, providing document embedding, semantic search, and RAG functions, supporting multiple document formats and custom embedding models.
Python
5.1K
2.5 points
Files DB
Files-DB-MCP is a local vector database project designed for software files, providing a fast MCP interface to support LLM programming agents.
Python
7.4K
2.5 points
Weaviate MCP Server Weaviate
The MCP server project is used to connect to the Weaviate vector database, providing search and storage functions, and supporting the configuration of the development environment through the Claude desktop application.
Python
9.4K
2.5 points
MCP Qdrant Server With Qdrant Db
A system integrating the Qdrant vector database and MCP server for storing and retrieving code snippets, supporting natural language search and semantic retrieval.
13.5K
2.5 points
MCP Server Qdrant
A Machine Control Protocol (MCP) server based on the Qdrant vector database, supporting text storage, semantic search, and integration of the FastEmbed embedding model.
Python
9.8K
2 points
Sqlite Kg Vec MCP
MCP service integrating knowledge graph and vector database based on SQLite
9.8K
2.5 points
MCP Memory Bank
The project provides a Dockerized deployment solution, including the main application and the ChromaDB vector database, supporting environment variable configuration and data persistence.
TypeScript
7.4K
2.5 points
Milvus MCP Server
This project provides a Claude-compatible Milvus MCP server, including the FastMCP service, Milvus database configuration, and startup scripts, supporting connection and operation of the Milvus vector database through the Claude desktop client.
Python
6.0K
2 points
Chroma MCP Server
The Chroma MCP Server is a model context protocol server designed for the Chroma vector database, aiming to provide persistent working memory functions for AI-assisted development, supporting cross-session context storage and semantic retrieval.
Python
9.9K
2.5 points
Vikingdb MCP Server
The VikingDB MCP Server is an MCP service that provides storage and search functions for the VikingDB vector database, supporting quick access through configuration and data operations using related tools.
Python
9.9K
2.5 points
Fastapi MCP Servers
An MCP server project based on FastAPI, including Qdrant vector database integration and OpenWebUI client support
Python
9.2K
2.5 points
Jimmy974 MCP Server Qdrant
A Machine Control Protocol (MCP) server based on the Qdrant vector database, used for storing and retrieving text information, supporting semantic search and FastEmbed integration.
Python
5.1K
2 points
Pinecone Vector Db MCP Server
This project implements an MCP server based on the Pinecone vector database, supporting read and write operations on vector data, capable of processing PDF and Confluence data, and providing functions such as document search, vector addition, bulk processing, and data deletion.
TypeScript
9.4K
2 points
Wisdomforge
Wisdom Forging is a powerful knowledge management system that efficiently stores and retrieves experience, insights, and best practices through the Qdrant vector database.
TypeScript
8.1K
2.5 points
MCP Server Qdrant Retrive
A semantic search MCP service based on the Qdrant vector database, supporting multi - collection retrieval and configurable result return
TypeScript
8.9K
2 points
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