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SKILL verified MIT Self-run

Article Optimizer

skill-xiaomoboy-claude-writing-skills-article-optimizer · by xiaomoBoy

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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Install

$ agentstack add skill-xiaomoboy-claude-writing-skills-article-optimizer

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • ✓ Prompt-injection patterns
  • ✓ Secret / credential exfiltration
  • ✓ Dangerous shell & filesystem operations
  • ✓ Untrusted network calls
  • ✓ Known-malicious package signatures

What it can access

  • ✓ Network access No
  • ✓ Filesystem access No
  • ✓ Shell / process execution No
  • ✓ Environment & secrets No
  • ✓ Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

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：

  • 调整评分器本身
  • 校准整套评分系统
  • 批量样本评估

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：

  1. [references/optimizeprogram.md](references/optimizeprogram.md)
  2. [references/scoreprompt.md](references/scoreprompt.md)

需要看实现时再读：

  • [scripts/runsinglescore.py](scripts/runsinglescore.py)
  • [scripts/generateoptimizechart.py](scripts/generateoptimizechart.py)

Workflow

  1. 先确认当前任务是在改文章，不是在改评分器。
  2. 读取 references/optimize_program.md，确认实验约束。
  3. 确认目标文章路径。
  4. 用单篇打分脚本跑出基线分数和改进建议。
  5. 每轮只改文章，不动评分规则。
  6. 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

如果需要图表：

python3 scripts/generate_optimize_chart.py

Guardrails

  • 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

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.

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