What problem does it solve? AI agents often waste tool calls through redundant file reads, serial execution of independent operations, and inefficient error recovery, inflating task time and context usage. This Skill audits actual tool call logs to identify waste and recommend concrete optimizations. ## Core Features & Use Cases - Tool Call Pattern Analysis: Classifies calls into waste patterns like redundant reads, blind searches, serial bottlenecks, and ping-pong edits with severity ratings. - Parallelism Detection: Identifies independent tool calls that should run concurrently based on data dependency rules. - Efficiency Scoring: Computes an A-F graded efficiency score from actual versus optimal tool call counts with a parallelism penalty adjustment. - Use Case: After a complex multi-step orchestration task, review the execution trace to find that a file was read three times and four independent reads ran serially, then receive a report showing how to cut 14 calls down to 9. ## Quick Start Analyze the tool call history from my last task and generate a workflow optimization report with efficiency grade and recommendations.
