Java/Python documentation parity

July 27, 2026 ยท View on GitHub

The Python SDK follows the same documentation information architecture as the Java SDK while mapping instructions to the Python public API. This page makes the intentional differences explicit so a missing page is not mistaken for support.

Java documentation capabilityPython documentation counterpartStatus
Server, connection, quickstart, workflows, workers, lifecycle, testingCore guidesSupported with Python APIs
Schema client, schedules/events, reliability, security, deployment, observability, debuggingOperations guidesSupported where the target server exposes the capability
Agent concepts, runtime, API/client, definition contractConductor agent guideSupported with Python APIs
Google ADK and framework bridgesFramework bridgesPython includes Google ADK, LangChain, LangGraph, OpenAI Agents, and Claude Agent SDK bridges
Workflow-scoped FileClientCompatibilityNot currently exposed as a public Python client
Spring and Spring Boot integrationCompatibilityJava-specific; use Python application hosting patterns instead

Maintenance rule

When adding a Java-style guide or a Python capability, update this map and the documentation hub in the same change. Do not claim a Java-only client or framework feature is available in Python.