Mcp Qdrant Server With Qdrant Db
What is Mcp Qdrant Server With Qdrant Db
mcp-qdrant-server-with-qdrant-db is a system that integrates the Qdrant vector database with the MCP (Model Control Protocol) server, allowing users to store and retrieve code snippets efficiently.
Use cases
Use cases include managing a library of code snippets for developers, enabling semantic search in coding tutorials, and providing real-time code suggestions in IDEs.
How to use
To use mcp-qdrant-server-with-qdrant-db, clone the repository, start the service using Docker Compose, and access the Qdrant UI and MCP Server through their respective URLs.
Key features
Key features include code snippet storage and management, natural language-based code search, semantic search for related code retrieval, and support for Server-Sent Events (SSE).
Where to use
This system can be used in software development environments, educational platforms, and any application requiring efficient code snippet management and retrieval.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Overview
What is Mcp Qdrant Server With Qdrant Db
mcp-qdrant-server-with-qdrant-db is a system that integrates the Qdrant vector database with the MCP (Model Control Protocol) server, allowing users to store and retrieve code snippets efficiently.
Use cases
Use cases include managing a library of code snippets for developers, enabling semantic search in coding tutorials, and providing real-time code suggestions in IDEs.
How to use
To use mcp-qdrant-server-with-qdrant-db, clone the repository, start the service using Docker Compose, and access the Qdrant UI and MCP Server through their respective URLs.
Key features
Key features include code snippet storage and management, natural language-based code search, semantic search for related code retrieval, and support for Server-Sent Events (SSE).
Where to use
This system can be used in software development environments, educational platforms, and any application requiring efficient code snippet management and retrieval.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Content
MCP Server with Qdrant
이 프로젝트는 Qdrant 벡터 데이터베이스와 MCP(Model Control Protocol) 서버를 통합하여 코드 스니펫을 저장하고 검색할 수 있는 시스템입니다.
기능
- 코드 스니펫 저장 및 관리
- 자연어 기반 코드 검색
- 시맨틱 검색을 통한 관련 코드 조회
- SSE(Server-Sent Events) 전송 방식 지원
시스템 구성
- Qdrant: 벡터 데이터베이스 서버 (포트: 6333, 6334)
- MCP Server: 코드 스니펫 관리 서버 (포트: 8000)
- 임베딩 모델: (default)sentence-transformers/all-MiniLM-L6-v2
MCP Tools
QDRANT MCP 서버는 다음과 같은 도구들을 제공합니다:
1. qdrant-store
- 기능: Qdrant 데이터베이스에 정보를 저장
- 입력:
information(string): 저장할 정보metadata(JSON): 선택적 메타데이터
- 반환: 저장 확인 메시지
2. qdrant-find
- 기능: Qdrant 데이터베이스에서 관련 정보를 검색
- 입력:
query(string): 검색에 사용할 쿼리
- 반환: Qdrant 데이터베이스에 저장된 정보를 개별 메시지로 반환
시작하기
필수 조건
- Docker
- Docker Compose
설치 및 실행
1. 저장소 클론
git clone <repository-url>
cd <repository-name>
2. 서비스 시작
docker-compose up -d
3. 서비스 상태 확인
docker-compose ps
서비스 접근
- Qdrant UI: http://localhost:6333/dashboard
- MCP Server: http://localhost:8000
- cursor 등 ai ide 에 설정 시, 아래 json 형식으로 추가 가능
환경 변수
Qdrant
RUST_LOG: 로깅 레벨 (기본값: info)
MCP Server
QDRANT_URL: Qdrant 서버 주소COLLECTION_NAME: 컬렉션 이름EMBEDDING_MODEL: 임베딩 모델TOOL_STORE_DESCRIPTION: 저장 도구 설명TOOL_FIND_DESCRIPTION: 검색 도구 설명
데이터 저장
데이터는 ./qdrant_storage 디렉토리에 영구적으로 저장됩니다.
서비스 관리
로그 확인
docker-compose logs -f
서비스 중지
docker-compose down
주의사항
- 데이터 백업을 위해
qdrant_storage디렉토리를 주기적으로 백업하세요. - 프로덕션 환경에서는 적절한 보안 설정을 추가하세요.
Dev Tools Supporting MCP
The following are the main code editors that support the Model Context Protocol. Click the link to visit the official website for more information.
