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Ai Intelligent Ad Optimization
by
yang1002378395-cmyk
· GitHub ↗
· v1.0.0
· MIT-0
142
Downloads
0
Stars
0
Active Installs
1
Versions
Install in OpenClaw
/install ai-ad-optimizer
Description
广告优化，投放优化 + 创意优化。
README (SKILL.md)
AI 智能广告优化系统
描述
广告优化，投放优化 + 创意优化。
功能
- 投放优化（智能出价）
- 创意优化（A/B测试）
- 受众优化（人群优化）
- 预算分配（智能分配）
- 效果分析（ROI分析）
定价
- 基础版：¥299/月（1 万预算）
- 专业版：¥1499/月（10 万预算）
- 企业版：¥4999/月（无限预算）
适用场景
- 广告投放
- 信息流广告
- 搜索广告
- 社媒广告
技术栈
- Python + FastAPI
- 优化算法
- A/B 测试
- 预算优化
安装
git clone https://github.com/openclaw-skills/ai-intelligent-ad-optimization
cd ai-intelligent-ad-optimization
pip install -r requirements.txt
python app.py
创建：2026-03-13 作者：OpenClaw Skills Team
Usage Guidance
This skill is suspicious because its instructions tell you to clone and run code from a remote GitHub repo (pip install + python app.py) but the package contains no code and declares no credentials for ad platforms. Before installing or running anything: verify the GitHub repository exists and is maintained by a trusted author; inspect its code, requirements.txt, and app.py for network calls, credential handling, or data exfiltration; only run in an isolated/sandboxed environment; do not provide your ad-account API keys until you confirm how they are stored and used; prefer skills that declare required credentials and include source bundled or reviewed.
Capability Analysis
Type: OpenClaw Skill
Name: ai-ad-optimizer
Version: 1.0.0
The skill bundle consists of metadata and documentation for an AI-driven advertising optimization tool. The files (SKILL.md, skill.json, and _meta.json) contain only descriptive text, pricing information, and standard installation instructions for an external repository, with no evidence of malicious code, prompt injection, or data exfiltration.
Capability Assessment
Purpose & Capability
Name/description match an ad-optimization tool, but the package contains no code and requests no credentials or config. A real ad optimizer would normally require API keys/credentials for ad platforms, data sources, or configuration details; none are declared. The SKILL.md's install instructions point to a GitHub repo (not included in the package) which is inconsistent with the skill being self-contained.
Instruction Scope
The SKILL.md tells the operator to git clone a remote repository, pip install dependencies, and run python app.py. Those steps instruct the agent/user to download and execute arbitrary remote code and to install arbitrary Python packages — actions that go well beyond a simple instruction-only skill and could lead to data access or exfiltration depending on the remote code.
Install Mechanism
There is no formal install spec in the skill metadata, but the runtime instructions encourage cloning from GitHub and running pip install -r requirements.txt. While GitHub is a common host, the repository is not bundled with the skill and may contain arbitrary code and dependencies; pip installing an unreviewed requirements file increases supply-chain risk.
Credentials
The skill declares no required environment variables or primary credential, yet as an advertising integration it would normally need platform credentials (e.g., Google/Meta Ads API keys) and possibly data access tokens. The absence of declared credentials is disproportionate and leaves ambiguity about where and how the remote app will obtain or ask for secrets.
Persistence & Privilege
The skill is not always-enabled and does not request elevated persistence or automatic global inclusion. There is no evidence it modifies other skills or system-wide settings in the package metadata.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ai-ad-optimizer - After installation, invoke the skill by name or use
/ai-ad-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of the AI 智能广告优化系统 (AI Intelligent Ad Optimization System).
- Provides automated ad optimization including smart bidding, creative (A/B) testing, audience targeting, budget allocation, and ROI analysis.
- Multiple pricing tiers based on budget: Basic, Pro, and Enterprise.
- Supports scenarios such as display, information feed, search, and social media ads.
- Built with Python, FastAPI, and includes optimization algorithms and budget optimization features.
Metadata
Frequently Asked Questions
What is Ai Intelligent Ad Optimization?
广告优化，投放优化 + 创意优化。 It is an AI Agent Skill for Claude Code / OpenClaw, with 142 downloads so far.
How do I install Ai Intelligent Ad Optimization?
Run "/install ai-ad-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Ai Intelligent Ad Optimization free?
Yes, Ai Intelligent Ad Optimization is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Ai Intelligent Ad Optimization support?
Ai Intelligent Ad Optimization is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Ai Intelligent Ad Optimization?
It is built and maintained by yang1002378395-cmyk (@yang1002378395-cmyk); the current version is v1.0.0.
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