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Yufluent Clawhub Publish Yufluentcn Ad Optimize

by metahuan · GitHub ↗ · v1.1.2 · MIT-0
cross-platform ⚠ suspicious
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Install in OpenClaw
/install yufluent-clawhub-publish-yufluentcn-ad-optimize
Description
Cross-border paid ads optimization coach across five dimensions (targeting, creatives, bidding, landing page, analytics) via Yufluent cloud Harness. Use for...
README (SKILL.md)

广告投放优化

跨境 Meta / TikTok / Google 广告投放五维优化教练。ClawHub / OpenClaw 用户使用云端模式 — Harness 在 Yufluent 服务端执行,本机只需 TOKENAPI_KEYtk-*)与 requests

快速开始(3 步,60 秒)

  1. 注册获取 API 密钥https://claw.changzhiai.com/login (新用户即送体验积分,无需绑卡)
  2. 设置环境变量:export TOKENAPI_KEY=*** 或写入 .env 文件
  3. 运行:参照下方 Examples 示例执行 python scripts/run.py ...

还没注册?前往 https://claw.changzhiai.com/login 免费获取密钥。

OpenClaw 与 Yufluent(必读)

OpenClaw 对话与技能调用共用同一 tk-*。接入见 https://claw.changzhiai.com/app/openclaw

走哪里 干什么
OpenClaw 对话 Yufluent /v1/chat/completions(同一 tk-*) 理解意图、选维度/渠道、调 run.py、整理回复
优化方案正式输出 POST /v1/skills/ad-optimize/run(同一 tk-*) Harness + 五维策略 → 优化方案正文

Agent 硬性规则:

  1. 禁止用对话模型自行撰写完整投放优化方案(受众表、素材矩阵、预算表、A/B 方案等长文)。
  2. 必须通过 python scripts/run.py ...(或 POST /v1/skills/ad-optimize/run)获取输出。
  3. 对话模型仅用于:确认渠道与维度、收集 metrics / market / context、解释结果、建议下一步。
  4. 只需 TOKENAPI_KEY不要要求用户另配厂商 LLM Key。

Instructions(Agent 工作流)

  1. 确认渠道meta(Facebook/Instagram)/ tiktok / google / multi(跨渠道)。
  2. 选择 dimension(见下表);未说明时根据 message 推断(如 ROAS 低 → biddinganalytics;素材疲劳 → creatives)。
  3. 收集上下文
    • message(必填)
    • product:产品或品类
    • market:目标市场(如 Vietnam、美国)
    • metrics:ROAS、CTR、CPC、CPA、花费等快照
    • context:账户阶段、预算、近期已尝试动作
  4. 调用(必须 — 云端)
    python scripts/run.py \
      --dimension bidding \
      --platform meta \
      -m "ROAS 从 2.1 降到 1.4,请给预算重组建议" \
      --product "宠物牵引绳" \
      --market "Vietnam" \
      --metrics "7d spend $800, ROAS 1.4, CPA $12" \
      --lang zh
    
  5. 计费:402 余额不足;401 密钥无效。

五维优化(dimension)

dimension 核心问题 典型输出
targeting 找对人 受众分层、再营销、Lookalike、排除清单
creatives 说对话 素材测试矩阵、文案变体、版位 brief
bidding 出对价 出价策略、预算倾斜、时段系数
landing 接住人 落地页审计表、速度/一致性/结账检查
analytics 做对决策 Pixel 检查、A/B backlog、归因与周复盘

与其他技能联动

需求 技能
落地页产品文案 yufluentcn-ecommerce-listing
落地页 SEO 关键词 yufluentcn-seo-pro
评论洞察驱动素材 yufluentcn-review-intel
独立站全店运营 yufluentcn-shopify-operator

本技能 直连 Ads Manager、不自动改出价、不代投。

环境变量

变量 必填 说明
TOKENAPI_KEY tk-*
TOKENAPI_BASE_URL 默认 http://localhost:8080/v1

触发词

  • "广告投放优化"
  • "Facebook 广告 ROAS 低"
  • "TikTok 素材怎么测"
  • "再营销受众怎么设"
  • "落地页转化差"
  • "Pixel 转化追踪"
  • "越南市场投放时段"
  • "A/B 测试方案"

Examples

定向 — Meta 再营销

python scripts/run.py \
  --dimension targeting \
  --platform meta \
  -m "加购未下单用户很多,请给再营销分层方案" \
  --market "Vietnam" \
  --lang zh

素材 — TikTok 本土化

python scripts/run.py \
  --dimension creatives \
  --platform tiktok \
  -m "CTR 下滑,请给 4 周素材轮换测试表" \
  --product "美妆套装" \
  --market "Vietnam" \
  --lang zh

数据 — 跨渠道归因

python scripts/run.py \
  --dimension analytics \
  --platform multi \
  -m "FB 和 Google 都在投,如何看归因和分配预算?" \
  --metrics "FB ROAS 1.8, Google ROAS 3.2, MER 2.1" \
  --lang zh

合规声明

  • 方案需人工审核后在广告平台执行
  • 遵守各平台广告政策与目标市场法规
  • 不虚构投放数据或已修改账户状态

版本记录

版本 日期 变更
v1.1.0 2026-06-14 SKILL.md added quickstart registration guide; 401/402 error messages now in Chinese with register links
v0.1.0 2026-05-28 初始五维广告投放优化技能
Usage Guidance
Install only if you are comfortable sending campaign messages, product details, market data, metrics, and related context to the remote service. Review any API base URL settings before use, keep API keys scoped and revocable, and avoid entering confidential customer, financial, or unreleased strategy data unless the provider's retention and access policies are acceptable.
Capability Tags
requires-sensitive-credentials
Capability Assessment
Purpose & Capability
Network calls, API-key use, and sending campaign inputs to a remote service are broadly consistent with a campaign or marketing automation skill, but the transmitted fields can include sensitive business strategy, metrics, and context.
Instruction Scope
The reported runtime flow sends user-provided campaign details to a remote cloud skill without clear user-facing confirmation or minimization, which is under-disclosed for potentially sensitive business data.
Install Mechanism
The supplied evidence does not show a deceptive or unusual install path, but scanner context indicates the skill does not clearly declare its network, environment-variable, and file-access expectations in metadata.
Credentials
Authenticated requests can reportedly use a base URL from TOKENAPI_BASE_URL or a base_url parameter, which is broader than necessary for a fixed service integration and could expose bearer tokens if misconfigured or influenced.
Persistence & Privilege
The evidence references local API-key use and environment variables, but does not show background persistence, privilege escalation, automatic startup, destructive actions, or hidden credential harvesting.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install yufluent-clawhub-publish-yufluentcn-ad-optimize
  3. After installation, invoke the skill by name or use /yufluent-clawhub-publish-yufluentcn-ad-optimize
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.2
fix: dual-channel yufluent_api (500/502 fallback to agent/turn); UTF-8 cloud_cli output
Metadata
Slug yufluent-clawhub-publish-yufluentcn-ad-optimize
Version 1.1.2
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Yufluent Clawhub Publish Yufluentcn Ad Optimize?

Cross-border paid ads optimization coach across five dimensions (targeting, creatives, bidding, landing page, analytics) via Yufluent cloud Harness. Use for... It is an AI Agent Skill for Claude Code / OpenClaw, with 27 downloads so far.

How do I install Yufluent Clawhub Publish Yufluentcn Ad Optimize?

Run "/install yufluent-clawhub-publish-yufluentcn-ad-optimize" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Yufluent Clawhub Publish Yufluentcn Ad Optimize free?

Yes, Yufluent Clawhub Publish Yufluentcn Ad Optimize is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Yufluent Clawhub Publish Yufluentcn Ad Optimize support?

Yufluent Clawhub Publish Yufluentcn Ad Optimize is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Yufluent Clawhub Publish Yufluentcn Ad Optimize?

It is built and maintained by metahuan (@metahuan); the current version is v1.1.2.

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