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6 张为输出物示意（按真实产物版式重排），不是成品截图。

Requires

What you need before running this pack. Miss one and it cannot do the work.

  • Python python3 runs on your machine — one command, and it does not touch your files
  • Report / exported CSV You export a CSV or JSON from the platform admin as the input

Picked most often by

Who buys it most, by role. Click a role to see only that role's skills.

Sourcing Operations

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欧盟合规包：上架前的四关自查（GPSR / PPWR / EPR / 欧代）

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What is included

  • ✓ sample-scope — sample-scope：先量样本，再谈结论
  • ✓ pain-cluster — pain-cluster：差评到底在骂什么
  • ✓ motive-extract — motive-extract：买家到底为什么买
  • ✓ action-plan — action-plan：从「知道了」到「改哪一行」

Who it is for

  • ✓ People who need steady output in a fixed scene (Sourcing / Operations)
  • ✓ You already have assets — you need structure
  • ✓ Want to set it up once and reuse it, instead of re-explaining every time

Not for

  • – Want full automation with no input at all
  • – One-off use, no reuse planned
  • – Platform-specific ad console actions (do those manually)
Amazon DTC store (Shopify) Sourcing Operations Sourcing & competitor research After-sales & disputes
Try saying this

Use “评论挖掘包” to make me Web pages — I will paste the input below.

Copy this line to your agent to start
  • Versionv0.1.0
  • Updated2026-10-24
  • OutputWeb pages

About this skill

选品数据告诉你卖得怎么样，评论才告诉你为什么买、为什么退。把竞品 ASIN / 商品链接 / 导出的评论 CSV 变成四张可复算的表：差评痛点聚类（带逐字原文引用）、好评购买动机、未被满足的需求、逐行卖点改写与差评预防清单。四关离线、纯标准库、不联网，样本不足会直接说「样本不足」。

Sample output

Real input → real output, unpolished
真实输出节选｜examples/01-amazon-competitor-pain/after/action-summary.md Output 
# 一页汇总：评论挖到了什么、明天改什么

- 样本：706 条评论（差评 ≤3 星 506 条 / 好评 ≥4 星 200 条）
- 平均星级：2.72
- 改写 profile：beauty-tool（类目覆盖只换措辞，不换阈值与证据）
- 达到「未满足需求」阈值的痛点：2 类（阈值：频次≥3、占差评≥10%、严重度≥4）
- 触发转折句（好评里也提）的：2 类

## 先改这三行 listing

1. 【五点第 2 条】硬度与手感不符（证据：az-B00MZT4UEG-0010 az-B00MZT4UEG-0012 az-B00MZT4UEG-0092）
   - 现在：STIMULATES SCALP: Brushing your hair with boar bristles massages the scalp and stimulates blood flow
   - 建议（英文草稿）：Bristle guide: this model is medium-firm for normal-to-thick hair. The close-up shows bristle length, density and tip finish; a softer model is available for fine hair.
2. 【图片/尺码表】气味、手感、外观（证据：az-B00MZT4UEG-0212 az-B00MZT4UEG-0225）
   - 现在：（现用 listing 里这一行是空的）
   - 建议（英文草稿）：Close-ups of texture, finish and colour under natural light — no filter.
3. 【A+ 图文】效果看得见（证据：az-B00MZT4UEG-0209 az-B00MZT4UEG-0211）
   - 现在：（现用 listing 里这一行是空的）
   - 建议（英文草稿）：Results timeline: what you should expect wee
真实输出节选｜examples/01-amazon-competitor-pain/after/buyer-motives.csv Output 
rank,motive_id,label_zh,label_en,freq,share_of_positives,share_of_all,slot,quote_ids,sample_quote
1,sensory-detail,气味、手感、外观,Scent / texture / look,40,0.2000,0.0567,五点第 2 条 + 细节特写图,az-B00MZT4UEG-0212 az-B00MZT4UEG-0225,"It’s not too soft or too hard, it’s on point."
2,effect-visible,效果看得见,Visible results,29,0.1450,0.0411,五点第 1 条 + 前后对比/实测图,az-B00MZT4UEG-0209 az-B00MZT4UEG-0211,It is tiny but it works well for certain purposes.
3,price-anchor,价格锚点与性价比,Price anchor / value,17,0.0850,0.0241,五点第 5 条 + 组合装,az-B00MZT4UEG-0226 az-B00MZT4UEG-0260,"I received today this small hair brush, good for purse, very nice, good manufacture and good price, i received one day before that i expected."
4,scenario-use,具体使用场景,Use scenario,16,0.0800,0.0227,五点第 1 条 + 场景主图,az-B00MZT4UEG-0214 az-B00MZT4UEG-0228,"It will be fine for travel and those occasions when you want a brush, but are carrying a compact purse."

Install guide

One column per agent, each with a check that proves it installed. If the check fails, it is not installed.

Claude Code

Install to .claude/skills/review-mining/ 
mkdir -p .claude/skills
unzip review-mining.zip -d .claude/skills/

How to verify Open a new session and ask it to list the installed skills — seeing this pack's name means it worked.

For a global install, swap .claude/skills/ for ~/.claude/skills/ so every project of this user sees it.

Codex

Install to ~/.codex/skills/review-mining/ 
mkdir -p ~/.codex/skills
unzip review-mining.zip -d ~/.codex/skills/

How to verify Open a new codex session and ask it to list available skills — this pack showing up means it is live.

Codex only reads ~/.codex/skills/, not the project folder; on another machine you place it again.

Cursor

Install to .cursor/rules/review-mining.mdc 
mkdir -p .cursor/rules
cp review-mining/SKILL.md .cursor/rules/review-mining.mdc

How to verify In chat, @ that rule file and ask what the pack's first hard rule is — a correct answer means it loaded.

Cursor has no separate skills folder: rules belong to the project, so you place them again per project — the biggest difference from the other two.

If it will not installNot opening a terminal at all? Paste the whole SKILL.md into the chat. Same result, you just re-paste it each new session.

Full steps and common errors live in the pack's playbook.md; the guides section also has ordering and usage guides。

How to use

4 steps; the first run takes about 10 minutes
  1. 1
    准备 **环境**：Python 3.8+，只用标准库。不需要 pip、不需要 API key、不联网。 **数据**：四个关卡吃的都是同一张评论表，9 列： | 列 | 必填 | 说明 | |---|---|---| | `review_id` | 是 | 唯一编号，后三关引用它；没有就自己编号（如 `az-ASIN-0001`） | | `site` | 是 | `amazon` / `shopify` / `etsy` / `自建站` 等，原样保留 | | `asin` | 是 | Amazon 用 ASIN，独立站用 handle / product id | | `product` | 是 | 商品名（人类可读，用来按商品合并样本） | | `rating` | 是 | 1–5；`4.0` 也接受，`0`
  2. 2
    装配 没有 shell 的用法：把 `skills/<name>/SKILL.md` 全文贴进对话，按里面的规则手工执行，产出自己写进 CSV——数字仍然可复算，只是慢。
  3. 3
    触发顺序（为什么是这个顺序） 四关是**串行**的，前一关的产出是后一关的输入，顺序不能换： 1. **sample-scope**（先量样本）→ 决定后面所有结论的措辞强度。 因果：样本不足时，任何「多数买家」都是错的。所以第一关先算条数、ASIN、日期、评分分布，给出 `usable / thin / insufficient`。 反例（真实踩过）：先聚类再回头看样本，写出「50% 的差评都骂缝线」——结果那 50% 只有 4 条评论，分母是 8。顺序反了就会这样。 2. **pain-cluster**（差评聚类）→ 决定 listing 改哪一行、预防做什么。 因果：频次 + 严重度是「先改哪里」的唯一依据；引用是给人复核用的，不是用来论证情绪。 反例：只挑最刺眼的一条差评改文案，结果那一条是竞争对手刷的（本包不判断真假，但 `sa
  4. 4
    每关的输入输出与验收 | 关卡 | 输入 | 输出 | 验收标准（怎么算过） | 失败信号（怎么算没过） | |---|---|---|---|---| | sample-scope | `before/reviews.csv` | `sample-scope.md` / `.json` | 能在 md 里看到「结论 + 触发原因 + 商品分布 + 不能得出的结论」；`usable_rows` 与 CSV 行数对得上 | 缺列直接退出码 2；日期全坏 → `可用行数为 0` | | pain-cluster | `reviews.csv` + `pain-rules.json` | `pain-clusters.csv`、`quotes.csv`、`pain-clusters.md`、`pain-unmatched.csv` | 每

Reviews

Only verified buyers count; we do not edit, delete or pad them.
No reviews yet — buyers can review after purchase

This pack just launched and nobody has reviewed it yet. Once real buyers do, the stars, text and 1–5 distribution appear here; until then the rating shows an em dash instead of a made-up score.

Changelog

Updates are free while subscribed; a buyout includes later versions of this skill
v0.1.0 2026-10-24 按包内 manifest.json 上架

How to buy

Subscribe or buy outright — a buyout means no more subscription fees
Cancel anytime

Monthly

¥39 / mo

Try it for a month first

  • ✓ “评论挖掘包” — all files, samples and install instructions
  • ✓ Every skill unlocked while subscribed (including new releases)
  • ✓ Commercial licence: client work allowed, unlimited deliveries
  • ✓ Version updates pushed automatically, no repurchase
  • ✓ 1:1 support on Telegram, replies within 12 hours on business days
  • ✓ Cancel anytime, no next-period charge
Save 36% Most popular

Yearly

¥299 / yr

Pay for a year; prices are never converted to a monthly figure.

  • ✓ “评论挖掘包” — all files, samples and install instructions
  • ✓ Every skill unlocked while subscribed (including new releases)
  • ✓ Commercial licence: client work allowed, unlimited deliveries
  • ✓ Version updates pushed automatically, no repurchase
  • ✓ 1:1 support on Telegram, replies within 12 hours on business days
  • ✓ Cancel anytime, no next-period charge
One payment · founder price Founder price

Lifetime

¥899 / one-time

The founder price rises as the skill library grows.

  • ✓ “评论挖掘包” — all files, samples and install instructions
  • ✓ Every skill unlocked while subscribed (including new releases)
  • ✓ Commercial licence: client work allowed, unlimited deliveries
  • ✓ Version updates pushed automatically, no repurchase
  • ✓ 1:1 support on Telegram, replies within 12 hours on business days
  • ✓ No subscription or renewals — one payment, forever

No price conversion: yearly plans only show the saving, never a per-month figure. A buyout is one payment with no renewals.

FAQ

How do I install it into my agent?
Unzip the ZIP inside your project and put the folder into your agent skills directory (Claude Code: .claude/skills/, Codex: ~/.codex/skills/), then restart the session.
What does it depend on?
Just an agent that can read files. For images or video, connect your own generation tool; the skill ships with parameter templates.
Can I get a refund?
No no-reason refunds after digital delivery. If files are missing or broken, we verify within 48 hours and replace or refund.