Guides

These guides cover production-oriented workflows that go beyond the first quick start.

Guide	Use it when you need to...
Document Import	Load files, URLs, Markdown, PDFs, DOCX files, or use parser adapters such as Docling and MinerU.
Incremental Updates	Create, update, or delete one external source without rebuilding unrelated graph data.
Observability	Export OpenTelemetry traces and connect them to systems such as Azure Application Insights.
Embedding Providers	Choose and configure OpenAI, HuggingFace, Google, Voyage, Jina, Mistral, Ollama, local, or ONNX embeddings.
Multi-Tenancy	Isolate datasets with collection prefixes, Milvus databases, API graph names, and metadata filters.
Frontend Visualization	Run and customize the React graph visualization UI.

For exact constructor arguments, return types, and method signatures, see the Python API Reference.

Relation reranking

Use the default model or opt into Jev relation scoring, including threshold selection and passage fallback.