Table of Contents QUICK START Get Started via Python Get Started via SQL CONCEPTS Vector Search GUIDES Connect to TiDB Working with Tables Search Features Vector Search Full-Text Search Full-Text Search via Python Full-Text Search via SQL Hybrid Search Image Search Advanced Features Auto Embedding Filtering Reranking Join Queries Raw SQL Queries Transactions EXAMPLES Basic CRUD Operations Auto Embedding Search & Retrieval Vector Search Full-Text Search Hybrid Search Image Search AI Applications RAG Application Conversational Memory Text-to-SQL INTEGRATIONS Integration Overview Auto Embedding Overview OpenAI OpenAI Compatible Jina AI Cohere Google Gemini Hugging Face NVIDIA NIM Amazon Titan AI Frameworks LangChain LlamaIndex ORM Libraries SQLAlchemy Django ORM Peewee Cloud Services Jina AI Embedding Amazon Bedrock MCP Server Overview Claude Code Claude Desktop Cursor VS Code Windsurf REFERENCE Vector Data Types Functions and Operators Vector Search Index Performance Tuning Limitations Changelogs