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/score-optimizer

Use when the user wants to iterate on a viral-article scoring system itself, calibrate or improve a scoring prompt against labeled samples, or run batch scoring experiments on a fixed article set. Best for prompt-only scoring research where the evaluator scripts stay fixed and

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claude-writing-skills
325 skills
Install
$ npx -y skills add xiaomoBoy/claude-writing-skills --skill score-optimizer --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/score-optimizer

Context preview

The summary Claude sees to decide when to auto-load this skill.

Use when the user wants to iterate on a viral-article scoring system itself, calibrate or improve a scoring prompt against labeled samples, or run batch scoring experiments on a fixed article set. Best for prompt-only scoring research where the evaluator scripts stay fixed and

SKILL.md

score-optimizer.SKILL.md
name: score-optimizer
description: Use when the user wants to iterate on a viral-article scoring system itself, calibrate or improve a scoring prompt against labeled samples, or run batch scoring experiments on a fixed article set. Best for prompt-only scoring research where the evaluator scripts stay fixed and only the scoring rubric/prompt is meant to evolve.

Score Optimizer

这个 skill 只负责一件事：优化文章评分系统本身。

它适合做的是：

  • 调整文章爆款评分 Prompt
  • 批量给样本文集打分
  • 对照标注数据评估评分准确度
  • 研究评分维度、权重、few-shot 示例是否更合理

它不负责：

  • 直接改文章正文
  • 平台改写
  • 发布包装

Working Scope

适用场景：

  • 用户说“优化文章评分 prompt”
  • 用户说“让这个爆款评分系统更准”
  • 用户说“跑一轮样本文集评分实验”
  • 用户说“校准 viral score / composite score 的打分规则”

不适用场景：

  • 用户说“直接把这篇文章改高分”
  • 用户说“按这个评分器去优化文章内容”

后者应改用 `article-optimizer`。

Required Reads

开始前先读：

1. [references/score_program.md](references/score_program.md) 2. [references/score_prompt.md](references/score_prompt.md)

需要看实现时再读：

  • [scripts/run_scoring.py](scripts/run_scoring.py)
  • [scripts/evaluate.py](scripts/evaluate.py)
  • [assets/articles/labels.example.json](assets/articles/labels.example.json) —— 标注 schema 示例

样本文集位置（**用户自己提供**，本 skill 不带样本）：

  • `assets/articles/samples/` —— 把你自己标注过的 .md 文章放进来,然后 `cp labels.example.json labels.json` 填上你的评分。详见 [assets/articles/samples/README.md](assets/articles/samples/README.md)

Workflow

1. 先确认当前任务是在优化评分器，不是在改文章。 2. 读取 `references/score_program.md`，按它的实验约束执行。 3. 默认只改 `references/score_prompt.md`，不要动评估脚本。 4. 运行批量评分脚本，再运行评估脚本。 5. 比较 `composite_score`、`mae`、`spearman`、`classification`。 6. 记录结果，决定保留还是回滚。

Commands

在 skill 根目录执行：

python3 scripts/run_scoring.py > scoring.log 2>&1
python3 scripts/evaluate.py > eval.log 2>&1
grep "^composite_score:\|^mae:\|^spearman:\|^classification:" eval.log

如果需要图表：

python3 scripts/generate_score_chart.py

Guardrails

  • 默认不要改 `scripts/evaluate.py`
  • 默认不要改 `scripts/run_scoring.py`
  • 默认不要安装新依赖
  • 如果只是想提高某一篇文章分数，不要用这个 skill
Read more
Read it on GitHub ↗
Ships withclaude-writing-skills

A toolkit of Claude Code skills for long-form content creators — research, score, rewrite, and publish, end to end. 中文版: README.zh-CN.md 5 skills extracted from a real working writing setup. They are opinionated, narrow in scope, and meant to compose.

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3mo ago
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Repo: xiaomoBoy/claude-writing-skills

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