Workspace Qdrant MCP

Example Use Cases

• 1

  Project-scoped semantic and keyword search across codebases and documentation.

• 2

  Automatic project detection and continuous file monitoring for up-to-date code intelligence.

• 3

  Manage persistent behavioral rules and store session insights for future retrieval.

Description

Workspace Qdrant MCP offers a high-performance, Rust-based CLI and background daemon for continuous file monitoring, embedding generation, and code graph extraction. It enables hybrid semantic and keyword search across project codebases, libraries, and notes, with automatic Git repository awareness and multi-tenant collection isolation. The MCP server integrates tightly with Claude agents to provide proactive, context-aware codebase exploration and persistent behavioral rules management.