# Programmatic vector search in your knowledge bases

> AgentOS now exposes API endpoints for vector search across your knowledge bases. This makes it easy to build retrieval-augmented workflows and search experiences without custom indexing or ad-hoc…

- Published: 2025-10-15
- Author: Agno Team
- Category: Changelog
- Canonical: https://agno-com-nine.vercel.app/articles/programmatic-vector-search-in-your-knowledge-bases
- Markdown: https://agno-com-nine.vercel.app/articles/programmatic-vector-search-in-your-knowledge-bases.md

AgentOS now exposes API endpoints for vector search across your knowledge bases. This makes it easy to build retrieval-augmented workflows and search experiences without custom indexing or ad-hoc services, reducing integration time and operational complexity. The endpoints are available immediately with no migration required.

**Details**

- Query knowledge stores via API for semantic/vector search
- Consistent authentication and response formats across AgentOS
- Designed for production use with straightforward adoption

**Who this is for:** Teams building RAG pipelines, knowledge assistants, or search features that need a stable, supported API.