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This skill optimizes how Claude assists with LangGraph development by establishing a clear hierarchy for information retrieval. It prioritizes your local codebase and internal specification documents as the primary sources of truth, ensuring that generated code and advice remain consistent with your specific project architecture. If local context is insufficient, the skill intelligently fetches necessary details from upstream LangGraph documentation, allowing for accurate debugging, state management configuration, and multi-agent workflow design without unnecessary information overhead.