AI Integration

Zvec integrates with embedding models and rerankers, and provides ready-to-use tools for AI agents.

• Embedding Models — Convert text into vector representations using supported embedding models or your own custom implementations.
• Reranker — Re-score and reorder search results for improved relevance.
• MCP Server — Expose Zvec as a tool for AI agents via the Model Context Protocol.
• Skills — Define reusable, agent-friendly operations over your collections.