Instrumentation¶

Learn how to instrument your Python application using auto-instrumentation or manual spans.

• Auto-Instrumentation — Zero-code patching for OpenAI, Anthropic, LiteLLM, and LangChain.
• Manual Spans — Decorator — Use the @llm_observe decorator to capture function metadata.
• Manual Spans — Context Manager — Dynamic span orchestration and token pre-counting.
• Streaming Observability — Time-to-First-Token tracking and streaming wrappers.