Python Entry Points

Entry point	Responsibility
cspilot.graph.run_graph_agent	Run the bounded agent loop and return JSON-safe final state
cspilot.graph.build_graph	Compile the LangGraph action/observation graph
cspilot.agents.planner.decide_next_action	Select one structured action from observations
cspilot.agents.planner.create_plan	Generate a complete saved plan for explicit execution
cspilot.agents.executor.execute_plan	Execute a saved allowlisted plan without a model
cspilot.agents.reporter.generate_report	Render execution data using domain report fields
cspilot.skill_loader.SkillLoader	Load common and profile Markdown by role
cspilot.tools.registry.call_tool	Normalize arguments and invoke an allowed tool

See Tools for deterministic scientific integrations and Agent Usage for loop limits, artifacts, and skills.