mcp-server-qdrant is the official Model Context Protocol server for Qdrant, the open-source vector search engine. It acts as a semantic memory layer on top of a Qdrant collection.
The server exposes tools such as qdrant-store to save information (with optional metadata) and qdrant-find to retrieve semantically similar entries, letting an LLM keep and recall memories across sessions using vector search.
It is intended for developers building agents or assistants that need durable, searchable long-term memory backed by Qdrant.
✓ Security: Safe · 100100/100 · grade Ascanned 3h ago
✓ no compromise signals7 risk-surface · 3/20 OWASP controls flagged
Only compromise signals — malicious or tampered code (leaked secrets, backdoors, a dropped executable) — reduce the score. Dangerous-by-capability traits are risk surface, expected for some capabilities. Every finding is mapped to the OWASP control it belongs to below.
What this capability can do · low confidence (static)
egress → qdrant.example.com
Findings mapped to the OWASP Top 10 for LLM Applications (2025) and the OWASP Machine Learning Security Top 10. Expand any flagged control for the exact findings — compromise reduces the score; expected/risk-surface do not.
OWASP Top 10 for LLM Applications
⚠LLM03Supply Chaincritical
Vulnerable/compromised dependencies, models or archives in the artifact.