# Qdrant | API Reference ## Instructions for AI Agents - For clean Markdown of any page, append `.md` to the page URL - For section-specific indexes, append `/llms.txt` to any section URL - For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://api.qdrant.tech/_mcp/server ## Versions - [v1.18.x](https://api.qdrant.tech/v-1-18-x/llms.txt) (default) - [v1.17.x](https://api.qdrant.tech/v-1-17-x/llms.txt) - [v1.16.x](https://api.qdrant.tech/v-1-16-x/llms.txt) - [v1.15.x](https://api.qdrant.tech/v-1-15-x/llms.txt) - [v1.14.x](https://api.qdrant.tech/v-1-14-x/llms.txt) - [v1.13.x](https://api.qdrant.tech/v-1-13-x/llms.txt) - [v1.12.x](https://api.qdrant.tech/v-1-12-x/llms.txt) - [v1.11.x](https://api.qdrant.tech/v-1-11-x/llms.txt) - [v1.10.x](https://api.qdrant.tech/v-1-10-x/llms.txt) - [v1.9.x](https://api.qdrant.tech/v-1-9-x/llms.txt) - [master](https://api.qdrant.tech/master/llms.txt)