Contributing ============ Contributions welcome. The most valuable contributions are new implementations of the four pluggable layers: - **New engines** — OpenAI Agents SDK, CrewAI, Autogen adapters - **New memory backends** — Zep, Pinecone, custom vector stores - **New observability backends** — LangFuse, custom tracing integrations - **New MCP transports** — additional protocol implementations Getting Started --------------- 1. Read ``CLAUDE.md`` in the repository root — it has the full developer guide 2. Check ``good first issue`` labels on GitHub 3. Run tests before submitting: .. code-block:: bash make test && make lint All PRs require passing integration tests. Reporting Issues ---------------- Open an issue at https://github.com/Agent-Ship/agent-ship/issues Please include: - AgentShip version or commit hash - Python version - Execution engine (ADK or LangGraph) - Minimal reproduction steps - Relevant logs (``make docker-logs`` or ``dev_app.log``)