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Ad Campaign Optimizer
by
yang1002378395-cmyk
· GitHub ↗
· v1.0.52
· MIT-0
406
Downloads
0
Stars
1
Active Installs
26
Versions
Install in OpenClaw
/install ad-campaign-optimizer
Description
自动创建和优化多平台广告，支持A/B测试、成本及ROI分析，实现精准受众定向和素材推荐。
README (SKILL.md)
AI 智能广告投放助手
描述
自动优化广告投放、A/B 测试、成本优化、ROI 分析。适合广告投放、市场、电商、品牌方。
核心能力
- 自动创建广告（多平台：百度/抖音/微信/小红书...）
- A/B 测试（自动测试多版本广告）
- 成本优化（降低 CPC/CPM）
- ROI 分析（实时监控）
- 受众优化（精准定向）
- 创意优化（推荐最佳素材）
使用场景
- 电商投放 - 优化产品广告、降低成本、提升转化
- 品牌投放 - 提升品牌曝光、优化受众定向
- App 推广 - 优化安装成本、提升留存
- 本地服务 - 精准投放本地客户、提升到店
定价
- 基础版：¥299/月 - 单平台 + 基础优化
- 专业版：¥999/月 - 多平台 + A/B 测试 + ROI 分析
- 企业版：¥2999/月 - API + 私有部署 + 专属顾问
目标客户
- 广告投放 / 信息流优化师
- 市场经理 / 品牌方
- 电商卖家 / 跨境卖家
- 企业主 / 创业者
ROI
- 成本降低：-30%（降低 CPC/CPM）
- 转化提升：+50%（精准定向）
- 人力成本：¥10000/月（优化师）→ ¥299-2999/月
- ROI：3-33 倍
快速开始
# 创建广告
python create_ad.py --platform "抖音" --product 123 --budget 1000
# A/B 测试
python ab_test.py --ad_id 456 --variants 5
# 优化建议
python optimize.py --ad_id 456 --target "降低CPC"
示例输出
📊 广告投放报告
广告：产品A - 抖音信息流
预算：¥1000/天
投放天数：7 天
📈 数据概览：
- 展示：125,000 次
- 点击：3,125 次（CTR 2.5%）
- 转化：125 次（CVR 4%）
- CPA：¥56（低于行业平均 ¥70）
✅ 优化成果：
- CPC：从 ¥0.40 降至 ¥0.32（-20%）
- CTR：从 2.0% 提升至 2.5%（+25%）
- ROI：3.5x（每投入 ¥1 获得 ¥3.5 回报）
💡 优化建议：
1. 增加预算至 ¥1500/天（ROI 良好）
2. 定向"25-35岁"用户（CTR 最高 3.2%）
3. 使用素材B（CTR 比素材A 高 30%）
🎯 最佳受众：
- 年龄：25-35岁
- 地区：一线城市
- 兴趣：科技/数码
创建时间：2026-03-13
Usage Guidance
Do not supply platform credentials or run arbitrary commands for this skill as-is. Key concerns: (1) the SKILL.md expects python scripts (create_ad.py, ab_test.py, optimize.py) but no code is included — ask the publisher for the source repository or the missing files; (2) the skill makes claims about integrating multiple ad platforms but declares no API keys or auth method — request explicit list of required credentials and an auth flow before providing secrets; (3) verify what network endpoints the code would call and whether data (campaigns, customer lists) would be uploaded to third parties; (4) prefer a version that includes source code or a known install mechanism (GitHub release, package registry) you can inspect, or run it only in an isolated/test environment. If the publisher cannot provide the code or a transparent install and credential explanation, treat the skill as untrusted.
Capability Analysis
Type: OpenClaw Skill
Name: ad-campaign-optimizer
Version: 1.0.52
The skill bundle contains metadata and documentation for an 'AI Ad Campaign Optimizer' designed for multi-platform advertising management. While the SKILL.md file references several Python scripts (e.g., create_ad.py, ab_test.py) that are not present in the provided files, the documentation itself is purely descriptive and lacks any indicators of malicious intent, such as data exfiltration, unauthorized network calls, or prompt injection attacks. The discrepancy between version numbers in skill.json and _meta.json appears to be a minor administrative inconsistency.
Capability Assessment
Purpose & Capability
Name/description claim multi-platform ad creation and optimization (Baidu/抖音/微信/小红书). That purpose normally requires platform API credentials and runtime code. The manifest declares no required binaries, no env vars, and no code files, yet SKILL.md shows example commands invoking python scripts (create_ad.py, ab_test.py, optimize.py) which are not present. This mismatch suggests the declared requirements are incomplete or the skill is a thin instruction stub relying on external artifacts.
Instruction Scope
SKILL.md instructs running python scripts with parameters to create ads and run A/B tests. It does not describe where those scripts come from, what network endpoints they call, or what credentials they need. The instructions therefore leave broad discretion and implicitly require access to ad-platform credentials and possibly external APIs — none of which are declared. The examples could cause an agent to attempt to run nonexistent local scripts or to ask the user for sensitive tokens later.
Install Mechanism
There is no install spec and no code files — this reduces immediate filesystem risk. However, the absence of an install plus references to local python scripts is inconsistent: either the skill should include code or should declare the external dependency/source. The lack of install spec makes it unclear how the advertised functionality would actually be delivered.
Credentials
No environment variables, credentials, or config paths are declared, yet the skill claims to operate across multiple advertising platforms that require API keys/tokens. The omission is disproportionate: a legitimate multi-platform ad tool would normally request or document required API credentials and auth flows. This gap is a red flag for missing or hidden credential usage.
Persistence & Privilege
always:false and default agent invocation settings are used. The skill does not request permanent inclusion or modify other skills/system settings. No elevated persistence is declared.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ad-campaign-optimizer - After installation, invoke the skill by name or use
/ad-campaign-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.52
- No changes detected in this version; content and features remain the same.
v1.0.51
- No code or documentation changes detected in this version.
- All features, examples, and usage instructions remain the same.
v1.0.50
- No visible changes in this version; SKILL.md content remains the same.
- No file changes detected.
v1.0.49
- No visible changes detected in this version; content remains the same as the previous release.
- All features, usage scenarios, pricing, and examples are unchanged.
v1.0.48
No changes detected in this version.
- Skill content remains unchanged from the previous version.
v1.0.47
Version 1.0.47 of ad-campaign-optimizer
- No file changes detected in this version.
- No updates to features, functionality, or documentation.
v1.0.46
- No changes detected in this version; documentation and features remain the same.
v1.0.45
No visible changes detected in this version.
- No file changes or content updates were made.
- Functionality and documentation remain the same as the previous version.
v1.0.44
- Version bump to 1.0.44 with no file changes.
- No updates or modifications were made to the skill or documentation in this release.
v1.0.43
- No changes detected in this version.
- The SKILL.md file remains the same as the previous version.
- No new features, updates, or fixes were introduced.
v1.0.42
No changes detected in this version.
- Version 1.0.42 includes no updates or modifications.
v1.0.41
- No visible changes in this version; SKILL.md content remains the same.
- No file changes detected.
v1.0.40
- No changes detected in this version.
- Functionality, features, and documentation remain the same as the previous release.
v1.0.39
Version 1.0.39 of ad-campaign-optimizer
- No file changes detected in this version.
- Functionality, features, and documentation remain the same as the previous release.
v1.0.38
- No file changes detected in this version.
- Documentation and feature set remain consistent with the previous release.
v1.0.37
Version 1.0.37
- No file changes detected in this release.
- All features, documentation, and usage remain unchanged from the previous version.
v1.0.36
No changes detected in this version.
v1.0.35
Version 1.0.35 of ad-campaign-optimizer
- No file changes detected in this release.
- Skill functionality and documentation remain unchanged.
v1.0.34
- No file changes detected in this version.
- All functionality, documentation, and features remain the same as the previous release.
v1.0.32
Version 1.0.32
- No file changes detected in this version.
- Functionality and documentation remain unchanged.
Metadata
Frequently Asked Questions
What is Ad Campaign Optimizer?
自动创建和优化多平台广告，支持A/B测试、成本及ROI分析，实现精准受众定向和素材推荐。 It is an AI Agent Skill for Claude Code / OpenClaw, with 406 downloads so far.
How do I install Ad Campaign Optimizer?
Run "/install ad-campaign-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Ad Campaign Optimizer free?
Yes, Ad Campaign Optimizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Ad Campaign Optimizer support?
Ad Campaign Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Ad Campaign Optimizer?
It is built and maintained by yang1002378395-cmyk (@yang1002378395-cmyk); the current version is v1.0.52.
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