What makes 电商爆款主图 Ecommerce Main Image notable?

1.3K downloads. Trust evidence available

How should 电商爆款主图 Ecommerce Main Image be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

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电商爆款主图 Ecommerce Main Image

电商爆款主图生成与编辑。上传已批准的商品图，生成搜索列表里能被认出、商品事实准确、卖点有画面证据、符合渠道规则的主图候选，并按单变量原则产出 A/B 测试组。覆盖白底基线图、可视差异图、内容电商场景图、配色 SKU 组、单变量背景测试五种场景，适用于淘宝天猫京东拼多多抖音小红书 Amazon TikTok Shop Shopify 的主图与首图。当用户需要「做主图」「爆款主图」「白底图」「主图测款」「测图」「A/B 测试主图」「一个 SKU 铺多个配色」时使用本技能。转化受价格、评价、库存与流量共同影响，图片不单独构成爆款保证。 Skill: 电商爆款主图 Ecommerce Main Image Owner: dlazyai Summary: 电商爆款主图生成与编辑。上传已批准的商品图，生成搜索列表里能被认出、商品事实准确、卖点有画面证据、符合渠道规则的主图候选，并按单变量原则产出 A/B 测试组。覆盖白底基线图、可视差异图、内容电商场景图、配色 SKU 组、单变量背景测试五种场景，适用于淘宝天猫京东拼多多抖音小红书 Amazon TikTok Shop Shopify 的主图与首图。当用户需要「做主图」「爆款主图」「白底图」「主图测款」「测图」「A/B 测试主图」「一个 SKU 铺多个配色」时使用本技能。转化受价格、评价、库存与流量共同影响，图片不单独构成爆款保证。 Tags: latest:1.0.18 Version history: v1.0.18 | 2026-10-10T01:59:12.252Z | user 例行版本更新 2026-10

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

1.3k

Updated

Oct 10, 2026

Version

1.0.18

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1.3K downloads reported by the source. Last updated 10/10/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 10, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 10, 2026
Adoption signal: 1.3K downloadsadoption · observed Oct 10, 2026
Latest release: 1.0.18release · observed Oct 10, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s170j1ymymrxasgd00dsk7tckx84cf45:dlazy-ecommerce-main-image

Setup complexity is classified as HIGH. You must provision dedicated cloud infrastructure or an isolated VM. Do not run this directly on your local workstation.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-dlazyai-dlazy-ecommerce-main-image/snapshot"

Documentation

CLAWHUB

110,685 characters of source documentation, loaded on request.

Extracted files

3 files captured from the source.

SKILL.md

---
name: dlazy-ecommerce-main-image
version: 1.0.2
description: 电商爆款主图生成与编辑。上传已批准的商品图，生成搜索列表里能被认出、商品事实准确、卖点有画面证据、符合渠道规则的主图候选，并按单变量原则产出 A/B 测试组。覆盖白底基线图、可视差异图、内容电商场景图、配色 SKU 组、单变量背景测试五种场景，适用于淘宝天猫京东拼多多抖音小红书 Amazon TikTok Shop Shopify 的主图与首图。当用户需要「做主图」「爆款主图」「白底图」「主图测款」「测图」「A/B 测试主图」「一个 SKU 铺多个配色」时使用本技能。转化受价格、评价、库存与流量共同影响，图片不单独构成爆款保证。
metadata: {"clawdbot":{"emoji":"🛍️","requires":{"bins":["npm","npx"],"env.optional":["DLAZY_API_KEY"]},"install":"npm install -g @dlazy/[email protected]","installAlternative":"npx @dlazy/[email protected]","homepage":"https://dlazy.com","configLocation":"~/.dlazy/config.json","apiEndpoints":["api.dlazy.com","files.dlazy.com"]},"openclaw":{"systemPrompt":"When invoking this skill, run `dlazy banana-pro -h` to confirm the current flags before building a command."}}
---

# bestseller-main-image — 电商爆款主图生成与编辑

主图的作用是**在列表页把点击换回来**，不是把商品拍好看。

「爆款」不可控，但它拆开之后每一项都可控：列表缩略图里能不能认出这是什么、商品事实有没有被改掉、卖点有没有画面证据、渠道规则允不允许、这一版和上一版是不是只差一个变量。这五件事做到了，剩下的交给数据。

---

## 1、能力边界

| 能做 | 说明 |
| --- | --- |
| 白底基线图 | 纯白背景、商品完整、占比可控、自然接地阴影 |
| 可视差异图 | 同一商品的两个真实状态并置（折叠/展开、正面/背面） |
| 内容电商场景图 | 商品放进真实使用环境，留标题安全区 |
| 配色 SKU 组 | 同款多配色，除颜色外全部一致 |
| 单变量测试组 | 两版候选只差一个变量，可解释归因 |

**不做**：不改商品的外形、结构、配件数量、颜色和 Logo；不生成原图没有的部件或赠品；不伪造功效、容量、倍数、续航等无法从画面证明的数字；不生成价格、低价角标、平台 Logo、活动文案；不用特效制造「看起来像但实际没有」的卖点。

主图证明不了的卖点，放详情页或文案，不要在主图上编。

---

## 2、主图证据地图

生成前先把这张表填掉。填不出来的项，说明还不能开始生成。

| 项 | 要确定的事 |
| --- | --- |
| SKU | 具体到颜色和规格，不是「这款包」 |
| 核心差异 | 和同类竞品最不一样的那一点 |
| 可视证据 | 这个差异靠画面里的什么能被看到 |
| 商品占比 | 占画面多少（白底基线一般 75%–80%） |
| 背景 | 纯白 / 浅灰 / 真实场景 |
| 道具 | 有没有，用来做什么（尺度参照？使用联想？） |
| 标题安全区 | 平台会在哪压文字，那块不能放关键结构 |
| 平台规则 | 目标平台当日的主图规范 |
| 禁止主张 | 这个类目不能说的话 |
| 唯一测试变量 | 这一版相对基线只改了什么 |

最后一行最容易被跳过。跳过了，测出来的数据就没法归因。

---

## 3、输入素材规则

- **必须传已批准的商品实拍图**（`--images`），不要让模型凭文字想象商品。文字描述出来的商品，结构一定和真货对不上。
- 传多张时在提示词里逐张说明角色（「图 1 是折叠状态，图 2 是展开状态」），否则模型会把它们混成一个。
- `banana-pro` 最多接 14 张参考图。
- 商品图背景越干净、光线越均匀，生成结果越稳。

---

## 4、五个主图场景

命令可直接执行。所有场景都基于「传入已批准商品图 + 明确写出不许动什么」。

### 4.1 搜索白底基线

先有基线，才谈得上测试。基线的唯一目标是**在列表里被正确识别**。

```bash
dlazy banana-pro \
  --images ./approved-toolbox.png \
  --prompt '生成 1:1 电商白底基线图：工具箱箱体、卡扣、提手、分隔、颜色、Logo 和标配数量保持不变，三分之二角度，商品完整不裁切，占画面约 78%，自然接触阴影；不生成工具、文字、低价角标、平台 Logo 或额外隔层' \
  --aspectRatio 1:1 --imageSize 2K
```

### 4.2 可视差异图

把「和别人不一样」变成一眼能看见的画面，而不是写在文案里。

```bash
dlazy banana-pro \
  --images ./approved-lamp-folded.png ./approved-lamp-open.png \
  --prompt '制作折叠阅读灯差异主图：只展示同一产品折叠与展开两个已批准状态，图 1 为折叠、图 2 为展开，结构、转轴、底座、颜色和 Logo 完全一致，浅灰背景，两个状态各出现一次；不生成角度数字、护眼功效文案、文字、赠品或第三个状态' \
  --aspectRatio 1:1 --imageSize 2K
```

### 4.3 内容电商场景图

抖音、小红书这类内容场，商品需要出现在真实使用环境里。

```bash
dlazy banana-pro \
  --images ./approved-spice-rack.png \
  --prompt '生成竖版内容电商主图：保持调料架层数、尺寸、颜色、Logo 和标配挂钩不变，放在家庭厨房台面正常摆放，放入少量无品牌调料瓶作为尺度参照，顶部留出标题安全区；不生成容量数字、收纳倍数、价格、人物或额外配件' \
  --aspectRatio 3:4 --imageSize 2K
```

> `banana-pro` 的比例只有 `auto / 1:1 / 4:3 / 3:4 / 16:9 / 9:16 / 21:9`，**没有 4:5**。内容电商常用的 4:5 用 `3:4` 代替，或先出 `1:1` 再按平台要求裁切。

### 4.4 配色 SKU 组

同款多配色。除了颜色，其他一切都必须一致——不然用户会以为是不同的商品。

`banana-pro` 一次只出一张，多配色靠循

_meta.json

{
  "ownerId": "kn7c5wgeajfcfvdfb5ceemvdb984cjpd",
  "slug": "dlazy-ecommerce-main-image",
  "version": "1.0.18",
  "publishedAt": 1791597552252
}

skill-card.md

## Description:

Creates ecommerce main-image candidates and single-variable A/B variants from approved product photos while preserving product details and checking marketplace requirements.

This skill is ready for commercial/non-commercial use.

## Publisher:

[dlazyai](https://clawhub.ai/user/dlazyai)

### License/Terms of Use:

MIT-0

## Use Case:

Merchants and ecommerce creative teams use this skill to draft product listing images and controlled A/B image variants for marketplace campaigns.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Product photos and prompts are sent to dLazy's hosted service, and generated images are hosted there.

Mitigation: Use only approved commercial images and avoid uploading sensitive or unlicensed materials.

Risk: Generated images can misrepresent a product or violate marketplace image rules.

Mitigation: Review product details and current platform requirements before publishing.

Risk: Signing in may save an API key locally.

Mitigation: Keep the local API key private and revoke it if compromised.

## Reference(s):

- [ClawHub skill listing](https://clawhub.ai/dlazyai/skills/dlazy-ecommerce-main-image)
- [dLazy homepage](https://dlazy.com)

## Skill Output:

**Output Type(s):** [Guidance, Shell commands]

**Output Format:** [Markdown with inline shell commands and hosted image URLs]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Generated images require human review before publication.]

## Skill Version(s):

1.0.18 (source: server-resolved ClawHub release)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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