MCP Qdrant Codebase Embeddings

Uses Qdrant vector embeddings to understand semantic relationships in codebases.

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관련 서버

Mantora

Mantora is a local-first MCP observer: a lightweight UI + proxy for inspecting LLM data access (sessions, tool calls, results) with protective defaults.

MCP Toolbox for Databases

Open source MCP server specializing in easy, fast, and secure tools for Databases.

DigitalOcean Database

Integrate AI-powered IDEs with DigitalOcean managed databases using a DigitalOcean API token.

GraphRAG

Query a hybrid graph (Neo4j) and vector (Qdrant) database for powerful semantic and graph-based document retrieval.

GeoServer MCP Server

Connects Large Language Models to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.

MySQL Schema MCP Server

A server for retrieving MySQL database schema information using the FastMCP framework.

OpenGenes

Access the OpenGenes database for aging and longevity research, with automatic updates from Hugging Face Hub.

Bankless Onchain

Interact with blockchain data using the Bankless API.

TON BLOCKCHAIN MCP

Interact with the TON blockchain using natural language.

MCP Knowledge Graph

Provides persistent memory for AI models using a local knowledge graph.