ORCHESTRATION_DEBUGGING

A comprehensive debugging skill for diagnosing and resolving failures in the AI-orchestrated scheduling system, including MCP tool integration, agent workflows, constraint engine, and database operations.

When This Skill Activates

• MCP Tool Failures: Timeout, connection errors, or incorrect responses
• Agent Communication Issues: Multi-agent workflows failing to coordinate
• Constraint Engine Errors: OR-Tools solver failures, constraint conflicts
• Database Operation Failures: Deadlocks, connection pool exhaustion, slow queries
• Schedule Generation Failures: Validation errors, compliance violations, infeasible schedules
• Background Task Issues: Celery worker crashes, task timeouts, queue backlogs
• API Integration Failures: Backend API errors, authentication issues, rate limiting

Overview

This skill provides structured workflows for: