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Zhongwei Li
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# Prompt Outcome Analyzer
**Problem**: Analytics commands that inspect user prompts often intermingle success detection, error counting, and deliverable extraction within one loop, leading to brittle logic and high cyclomatic complexity.
**Solution**: Break the analysis into helpers that (1) detect user-confirmed success, (2) count tool errors, (3) aggregate deliverables, and (4) finalize status. The orchestration function composes these steps, making behaviour explicit and testable.
**Evidence**: Meta-CC CLI Iteration 4 refactored `analyzePromptOutcome` using this pattern, dropping complexity from 25 to 5 while preserving behaviour across short-mode tests.
**When to Use**: Any Go CLI or service that evaluates multi-step workflows (prompts, tasks, pipelines) and needs to separate signal extraction from aggregation logic.