# Vector database

S
Sqlite Kg Vec MCP
MCP service integrating knowledge graph and vector database based on SQLite
4.0K
2.5 points
L
Lancedb MCP Server
A model context protocol server based on LanceDB, providing functions such as vector storage, similarity search, and metadata management
Python
3.7K
2.5 points
V
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
4.0K
2.5 points
F
Fastapi MCP Servers
An MCP server project based on FastAPI, including Qdrant vector database integration and OpenWebUI client support
Python
4.1K
2.5 points
M
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
3.5K
2 points
M
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.
8.6K
2.5 points
W
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
3.9K
2.5 points
M
MCP Server Qdrant Retrive
A semantic search MCP service based on the Qdrant vector database, supporting multi - collection retrieval and configurable result return
TypeScript
3.6K
2 points
W
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
3.8K
2.5 points
F
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
3.6K
2.5 points
C
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
3.9K
2.5 points
M
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
3.6K
2.5 points
P
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
4.2K
2 points
J
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
3.8K
2 points
M
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
3.7K
2 points
Featured MCP Services
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
864
4.3 points
N
Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
175
4.5 points
M
Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
1.8K
5 points
G
Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
124
4.3 points
U
Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
594
5 points
F
Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
6.7K
4.5 points
C
Context7
Context7 MCP is a service that provides real-time, version-specific documentation and code examples for AI programming assistants. It is directly integrated into prompts through the Model Context Protocol to solve the problem of LLMs using outdated information.
TypeScript
5.3K
4.7 points
G
Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
312
4.5 points
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