The Qdrant client API changed from search() to query_points(). Updated both search() and find_similar_chunks() methods. All integration tests now passing: 14/14 ✓ 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>