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Glowup Review Pipeline

Category: Engineering  ·  Sub-category: engineering-misc  ·  Last updated:
type:review
驅動 Glow Up 美妝評論網站的完整資料管線——從 Threads/Google/小紅書抓評論，到用 Claude Code 本身當 LLM 做語言理解標記、Python 做加權計算，產出可重現的評分 CSV。務必在使用者提到「更新評分」「抓新資料」「跑評分」「幫我評分」「新增了XX小紅書/Threads/Google資料」「這個品項評分」或提到 route_reviews.py／score_reviews.py／parse_xhs.py 等本專案腳本名稱時觸發，引導 Claude Code 正確走完抓取→圖上心得補救→清洗→路由→評分六個步驟，而不是憑印象或單一步驟猜測。
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

這是一個多步驟、有明確順序的資料管線技能。不要跳步驟——每一步都是因為踩過真實的坑 才加進來的（詳見「已知地雷」），跳過會導致資料錯置或分數被誤覆蓋。

What this skill does

Glowup Review Pipeline is a community-contributed Claude Code skill in the engineering-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/glowup-review-pipeline/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Glowup Review Pipeline Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/glowup-review-pipeline
curl -L https://claudskills.com/skills/glowup-review-pipeline/SKILL.md \
  -o ~/.claude/skills/glowup-review-pipeline/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/glowup-review-pipeline/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/glowup-review-pipeline/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\glowup-review-pipeline\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Glowup Review Pipeline Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/glowup-review-pipeline/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Glowup Review Pipeline skill do?
驅動 Glow Up 美妝評論網站的完整資料管線——從 Threads/Google/小紅書抓評論，到用 Claude Code 本身當 LLM 做語言理解標記、Python 做加權計算，產出可重現的評分 CSV。務必在使用者提到「更新評分」「抓新資料」「跑評分」「幫我評分」「新增了XX小紅書/Threads/Google資料」「這個品項評分」或提到 route_reviews.py／score_reviews.py／parse_xhs.py 等本專案腳本名稱時觸發，引導 Claude Code 正確走完抓取→圖上心得補救→清洗→路由→評分六個步驟，而不是憑印象或單一步驟猜測。
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Glowup Review Pipeline skill?
Use Glowup Review Pipeline when your Claude Code task falls under the Engineering category — specifically in the engineering misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Glowup Review Pipeline" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the Glowup Review Pipeline skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Glowup Review Pipeline is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
eugeneyu-dotcom. (2026). Glowup Review Pipeline [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/glowup-review-pipeline/
BibTeX
@misc{glowup-review-pipeline-2026,
  author    = {eugeneyu-dotcom},
  title     = {Glowup Review Pipeline [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/glowup-review-pipeline/}
}

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Security scan

Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (filesystem), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

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Browse all Engineering skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Engineering skills → Top 100 skills
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