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Use when the user wants to improve a specific article under a fixed viral-scoring rubric, iterate on one article to raise its score, or run single-article scoring plus rewrite loops. Best for content optimization experiments where the scoring prompt stays fixed and the article text is the thing being changed.
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/plugin marketplace add xiaomoBoy/claude-writing-skills
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[](https://www.skillteca.com.br/skills/article-optimizer)
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Ler descrição completa Recolher descrição Article Optimizer
这个 skill 只负责一件事：在固定评分器下优化一篇具体文章。
它适合做的是：
给单篇文章打分 根据评分返回的改进建议改稿 做多轮版本迭代 对比不同版本的 viral score 它不负责：
如果目标是改评分 Prompt，而不是改文章，应该改用 score-optimizer。
Working Scope
适用场景：
用户说“把这篇文章优化到更高分” 用户说“按固定评分规则改稿” 用户说“给单篇文章打分并根据建议改写” 用户说“跑 single article optimization loop” 不适用场景：
用户说“让这套评分系统更准” 用户说“批量评估一组样本文章” Required Reads
开始前先读：
[references/optimize_program.md](references/optimize_program.md) [references/score_prompt.md](references/score_prompt.md) 需要看实现时再读：
[scripts/run_single_score.py](scripts/run_single_score.py) [scripts/generate_optimize_chart.py](scripts/generate_optimize_chart.py) Workflow
先确认当前任务是在改文章，不是在改评分器。 读取 references/optimize_program.md，确认实验约束。 确认目标文章路径。 用单篇打分脚本跑出基线分数和改进建议。 每轮只改文章，不动评分规则。 保存迭代版本，再重新打分比较。 Commands
在 skill 根目录执行：
python3 scripts/run_single_score.py <article_path>如果需要图表：
python3 scripts/generate_optimize_chart.pyGuardrails
默认不要改 references/score_prompt.md 默认不要改 scripts/run_single_score.py 每轮优先只改文章内容 如果用户要的是“训练裁判”，不要用这个 skill
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