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MCP Qdrant Codebase Embeddings

A Model Context Protocol server that provides semantic understanding of codebases using Qdrant vector database, enabling AI assistants to search files by purpose, discover relationships between files, analyze architecture, and identify refactoring opportunities.

Qdrant
Template Description
Unscored visibility — 1/3 applicable dimensions scored
○ Schema Quality — Protocol — Reliability ○ Docs & Maintenance ✓ Security Hygiene — Schema Interpretability
Schema Quality
42% weight
Protocol Compliance
N/A
Local server
Reliability
N/A
Local server
Docs & Maintenance
25% weight
Security Hygiene
95
33% weight
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