- MCP Server with Qdrant
Overview
What is MCP Server with Qdrant?
MCP Server with Qdrant is a system that integrates the Qdrant vector database with the MCP (Model Control Protocol) server to store and retrieve code snippets efficiently.
How to use MCP Server with Qdrant?
To use the MCP Server, clone the repository, start the services using Docker Compose, and access the Qdrant UI and MCP Server through the provided local URLs.
Key features of MCP Server with Qdrant?
- Code snippet storage and management
- Natural language-based code search
- Semantic search for related code retrieval
- Support for Server-Sent Events (SSE)
Use cases of MCP Server with Qdrant?
- Storing and managing code snippets for easy retrieval.
- Searching for code snippets using natural language queries.
- Integrating with AI IDEs for enhanced coding assistance.
FAQ from MCP Server with Qdrant?
- What are the system requirements?
You need Docker and Docker Compose to run the MCP Server with Qdrant.
- How do I access the services?
You can access the Qdrant UI at http://localhost:6333/dashboard and the MCP Server at http://localhost:8000.
- How is data stored?
Data is stored permanently in the
./qdrant_storagedirectory.
Recommend Servers
TraeBuild with Free GPT-4.1 & Claude 3.7. Fully MCP-Ready.
Zhipu Web SearchZhipu Web Search MCP Server is a search engine specifically designed for large models. It integrates four search engines, allowing users to flexibly compare and switch between them. Building upon the web crawling and ranking capabilities of traditional search engines, it enhances intent recognition capabilities, returning results more suitable for large model processing (such as webpage titles, URLs, summaries, site names, site icons, etc.). This helps AI applications achieve "dynamic knowledge acquisition" and "precise scenario adaptation" capabilities.
Jina AI MCP ToolsA Model Context Protocol (MCP) server that integrates with Jina AI Search Foundation APIs.
Context7Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
BlenderBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.
EdgeOne Pages MCPAn MCP service designed for deploying HTML content to EdgeOne Pages and obtaining an accessible public URL.
ChatWiseThe second fastest AI chatbot™
TimeA Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.
Baidu Map百度地图核心API现已全面兼容MCP协议,是国内首家兼容MCP协议的地图服务商。
AiimagemultistyleA Model Context Protocol (MCP) server for image generation and manipulation using fal.ai's Stable Diffusion model.
Amap Maps高德地图官方 MCP Server
Howtocook Mcp基于Anduin2017 / HowToCook (程序员在家做饭指南)的mcp server,帮你推荐菜谱、规划膳食,解决“今天吃什么“的世纪难题;
Based on Anduin2017/HowToCook (Programmer's Guide to Cooking at Home), MCP Server helps you recommend recipes, plan meals, and solve the century old problem of "what to eat today"
DeepChatYour AI Partner on Desktop
CursorThe AI Code Editor
Visual Studio Code - Open Source ("Code - OSS")Visual Studio Code
MiniMax MCPOfficial MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.
Tavily Mcp
WindsurfThe new purpose-built IDE to harness magic
Serper MCP ServerA Serper MCP Server
MCP AdvisorMCP Advisor & Installation - Use the right MCP server for your needs
Playwright McpPlaywright MCP server