cookbook/07_knowledge/04_advanced/README.md
Advanced knowledge patterns for power users and custom integrations.
./cookbook/scripts/run_qdrant.sh./cookbook/scripts/run_pgvector.shOPENAI_API_KEY environment variablepip install lightrag-agno| File | What It Shows |
|---|---|
| 01_custom_retriever.py | Custom retrieval function bypassing Knowledge class |
| 02_custom_chunking.py | Implementing a custom chunking strategy |
| 03_graph_rag.py | LightRAG knowledge graph integration |
| 04_knowledge_tools.py | KnowledgeTools: think, search, analyze |
| 05_knowledge_protocol.py | Custom KnowledgeProtocol implementation |
| 06_prefix_search.py | PgVector prefix matching for search-as-you-type |
.venvs/demo/bin/python cookbook/07_knowledge/04_advanced/01_custom_retriever.py