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io.github.infoinlet-marketplace/mcp-qdrant

Official

by infoinlet-marketplace

Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.

Read-only Qdrant vector DB for AI agents — collections, info, browse points, count, search.

🛠️ Key Features

  • Reads Qdrant vector DB data in a read-only mode
  • Exposes collections, basic info, and browse points
  • Supports count and search operations over vectors

🚀 Use Cases

  • AI agents querying vector collections for similarity search
  • Lightweight read-only access to Qdrant data for tooling
  • Inspection of collections and point metadata without modification

⚡ Developer Benefits

  • Simple, focused endpoint surface for AI workflows
  • Safe read-only access with reduced risk of data mutation
  • Clear, inventory-style exposure of collections and search results

⚠️ Limitations

  • Read-only access; cannot modify collections or points
  • Minimal description of endpoints beyond core features
  • May rely on external Qdrant deployment for full functionality
io.github.infoinlet-marketplace/mcp-qdrant - agentage MCP Catalog