6 张为输出物示意（按真实产物版式重排），不是成品截图。

系统包 v0.1.0

Listing 优化包

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把一条现有 listing 跑成三份能直接用的东西：23 项分项打分（每项带原文证据与一句话改法）、分层关键词表（核心/属性/场景/长尾/否定，不给搜索量）、改写前后对照（标题压到站点上限、五点按模板归位补缺、描述补规格与问答）。缺的事实用 [confirm] 标出来，不编参数。纯离线，三关各 0.03 秒。

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Runs in Al

Output Web pages

Contents 3 file groups · v0.1.0

Common roles Operations / Design

Updated 2026-10-24

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Buttons and expiry are demo data; payment and entitlements land in GAN-9.

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

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Operations Design

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◫

What is included

✓ listing-score — listing-score：给 listing 打分并指出依据
✓ keyword-tier — keyword-tier：把关键词分到能建组的层
✓ rewrite-plan — rewrite-plan：改哪一段、改成什么、依据哪条规则

Who it is for

✓ People who need steady output in a fixed scene (Operations / Design)
✓ 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)

Try saying this

Use “Listing 优化包” 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

Sample output

Real input → real output, unpolished

真实输出节选｜examples/01-amazon-cap-yoga-mat-real/after/rewrite.md Output

# 改写对照：https://www.amazon.com/dp/B07234M1LY

- 站点：Amazon 美国站（上限 75 字符）
- 抓取时间：2026-10-24T22:58:00Z
- 评分来源：`after/score.csv`；关键词分层：`after/keyword-map.csv`
- 说明：本文件由脚本生成，任何一句都能倒推回原文或商品字段；标 `[confirm: ...]` 的地方是原文与字段里都没有的事实，**必须你自己补**，脚本不编。

## 1 标题：前 / 后

| 项 | 内容 |
|---|---|
| 改前 | CAP Non-Slip Yoga Mat for Home Workout & Pilates, Lightweight Exercise Fitness Mat with Textured Grip Surface, Portable Roll-Up Yoga Mat for Women & Men（152 字符） |
| 改后 | CAP Yoga Mat, Non-Slip, Lightweight, Portable, Textured, for Women & Men（72 字符） |
| 动作 | 重写；按公式顺序重排并压到上限内 |

## 2 五点：按点位对照

| 点位 | 改前（节选） | 改后 | 动作 |
|---|---|---|---|
| B1 | DURABLE FITNESS & EXERCISE MAT - Constructed from durable exercise mat… | Durable fitness & exercise mat: Constructed from durable exercise mat material designed fo… | reflow |
| B2 | NON-SLIP TEXTURED GRIP SURFACE - Designed with a textured non-slip sur… | Non-slip textur

真实输出节选｜examples/01-amazon-cap-yoga-mat-real/after/keyword-map.csv Output

keyword,tier,occurrences,where,basis,action,search_volume,review
mat,核心,11,标题/五点第2条/五点第3条/描述,K1 含类目头词、不超过 2 个词且以属性/场景/人群词开头,单独开一个手动精准组，预算集中在 1–3 个词上,未提供,
yoga mat,核心,6,标题/五点第2条/描述,K1 含类目头词、不超过 2 个词且以属性/场景/人群词开头,单独开一个手动精准组，预算集中在 1–3 个词上,未提供,
cap,核心,4,标题/描述/商品字段,K8 本品品牌词「CAP」，可单独建品牌防守组,单独开一个手动精准组，预算集中在 1–3 个词上,未提供,
non-slip,属性,7,标题/五点第1条/描述,K2 命中材质/尺寸/颜色/功能词「non-slip」,并入核心组做词组匹配；页面里必须真的写了这个属性,未提供,
lightweight,属性,6,标题/五点第2条/描述,K2 命中材质/尺寸/颜色/功能词「lightweight」,并入核心组做词组匹配；页面里必须真的写了这个属性,未提供,
surface,属性,5,标题/五点第1条/描述,K2 命中材质/尺寸/颜色/功能词「surface」,并入核心组做词组匹配；页面里必须真的写了这个属性,未提供,
textured,属性,5,标题/五点第1条/描述,K2 命中材质/尺寸/颜色/功能词「textured」,并入核心组做词组匹配；页面里必须真的写了这个属性,未提供,
durable,属性,4,五点第3条/描述,K2 命中材质/尺寸/颜色/功能词「durable」,并入核心组做词组匹配；页面里必须真的写了这个属性,未提供,
grip,属性,4,标题/五点第1条/描述,K2 命中材质/尺寸/颜色/功能词「grip」,并入核心组做词组匹配；页面里必须真的写了这个属性,未提供,
support,属性,4,五点第4条/五点第5条/描述,K2 命中材质/尺寸/颜色/功能词「support」,并入核心组做词组匹配；页面里必须真的写了这个属性,未提供,
cap n

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/listing-optimize/

mkdir -p .claude/skills
unzip listing-optimize.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/listing-optimize/

mkdir -p ~/.codex/skills
unzip listing-optimize.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/listing-optimize.mdc

mkdir -p .cursor/rules
cp listing-optimize/SKILL.md .cursor/rules/listing-optimize.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
开工前准备 | 要做 | 怎么做 | 为什么 | |---|---|---| | 备份页面 | 把要改的 listing 页面在浏览器「另存为」存一份，或把后台导出单独存桌面 | 改完要对比，改坏了能退回 | | 只拿一个商品先试 | 先挑 1 个卖不动的 SKU，别一次全店 | 一次几千个商品，改写对照你看不完 | | 把页面变成 `listing.json` | Amazon 商品页 HTML 用 `parse_listing.py --amazon-html`；独立站用 `--shopify-json`；手写的照 `before/listing.json` 字段填 | 三关都认这一个输入格式，格式不对第一步就报错 | | 确认站点口径 | 打开 `skills/listing-score/rules/title-fo
2
装配 **Claude Code**：复制到项目的 `.claude/skills/`（没有就先建）。 **Codex CLI**：复制到 `.codex/skills/`。 **没有 shell**：不用装。把 `skills/listing-score/SKILL.md`、`skills/keyword-tier/SKILL.md`、`skills/rewrite-plan/SKILL.md` 依次贴进对话，让它按规则手工执行；脚本那几步退化成口算，产物你自己写进 CSV。装完确认（一条动作）：新开一个对话问 **「列出你现在可用的 skills」**，应看到 `listing-score`、`keyword-tier`、`rewrite-plan` 三个名字。看不到就是位置不对，见第 4 节第 1 条。三个
3
触发顺序 三关必须按顺序跑，原因不是习惯： 1. **先 `listing-score`，再 `keyword-tier`**：第二关要知道"这个词在页面上出现过没有"，它拿到的原文就是第一关确认过字段都能读出来的那一份。反着做会怎样：`listing.json` 里 `description` 字段名写错，第二关抽候选时描述是空的，输出只剩标题里那五六个词——你会以为"我这页面关键词太少"，其实是没读到。 2. **先 `listing-score`，再 `rewrite-plan`**：第三关靠 `score.csv` 判断"标题是否已经合规（合规就保留）"和"描述缺哪类实体（缺才追加）"。反着做会怎样：没有 `score.csv`，它会退化成"一律重写"，把本来合规的 65 字符标题也改成另一版，白改。 3. **
4
每一步的输入与输出 ### 第 1 关 listing-score | 项 | 内容 | |---|---| | 输入 | `before/listing.json`：`title`、`bullets[]`、`description`、`attributes{}`、`marketplace` | | 命令 | `python3 skills/listing-score/scripts/listing_score.py --listing before/listing.json --out after/score.csv` | | 输出 | `after/score.csv`，列：`family,item,rule_id,status,score,max,evidence,fix`（23 行） | | 验收 | 屏幕最后一行是 `合

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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

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Try it for a month first

✓ “Listing 优化包” — 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

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Yearly

¥299 / yr

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

✓ “Listing 优化包” — 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.

✓ “Listing 优化包” — 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.