Qdrant
MCP server for document ingestion and semantic search on Qdrant. Enables ingesting local documents, generating embeddings with OpenAI, and performing vector search with metadata filters.
What is Qdrant?
Qdrant is a Model Context Protocol (MCP) server that allows AI assistants like Claude, Cursor, and VS Code to mcp server for document ingestion and semantic search on qdrant. enables ingesting local documents, generating embeddings with openai, and performing vector search with metadata filters.
MCP server for document ingestion and semantic search on Qdrant. Enables ingesting local documents, generating embeddings with OpenAI, and performing vector search with metadata filters.
This server falls under the APIs and AI/ML categories on MCPgee, the world's largest MCP server directory with 33,000+ servers.
Features
- MCP server for document ingestion and semantic search on Qdr
Use Cases
Maintainer
Works with
Installation
NPM
npx -y mcp-server-qdrantManual Installation
npx -y mcp-server-qdrantConfiguration
Configuration Details
claude_desktop_config.json
Performance
Response Metrics
Resource Usage
Frequently Asked Questions about Qdrant
What is Qdrant?
Qdrant is a Model Context Protocol (MCP) server that mcp server for document ingestion and semantic search on qdrant. enables ingesting local documents, generating embeddings with openai, and performing vector search with metadata filters. It connects AI assistants to external tools and data sources through a standardized interface.
How do I install Qdrant?
Install via npm with the command: npx -y mcp-server-qdrant. Then add the server configuration to your AI client's JSON config file (e.g., claude_desktop_config.json or .cursor/mcp.json).
Which AI clients work with Qdrant?
Qdrant works with all major MCP-compatible AI clients including Claude Desktop, Claude Code, Cursor, VS Code (GitHub Copilot), Windsurf, and Cline.
Is Qdrant free to use?
Yes, Qdrant is open source and available under the Apache 2.0 license. You can use it freely in both personal and commercial projects.
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Set Up Qdrant in Your Editor
Choose your AI client for step-by-step setup instructions.
Quick Config Preview
Add this to your claude_desktop_config.json or .cursor/mcp.json
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