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mcp-server-qdrant

MCP Tools and AgentsFreeOpen Source

Qdrant-backed semantic memory MCP for storing and retrieving memories via vector search, with a read-only mode.

🛡️ AgentReady threat assessment

MAESTRO 7-layer threat model + OWASP AIVSS risk score for mcp-server-qdrant, derived from its capabilities.

AIVSS 7.0 · High
View MAESTRO 7-layer threat model →

These scores are auto-generated from public information (the agent's own listing, docs, and repository) using the canonical OWASP AIVSS formula and the MAESTRO framework — an estimate for guidance, not a penetration test, audit, or certification. See the scoring methodology. Are you the vendor? Factual corrections are free.

Overview

mcp-server-qdrant acts as a semantic memory layer, storing and retrieving memories through Qdrant vector search with configurable embedding providers and an optional read-only flag. Security surface: it holds QDRANT_URL/API_KEY and an embedding provider key, and the stored memories themselves are a prompt-injection vector when read back into an agent's context.

Key features

Use cases