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Ai Intelligent Ad Optimization
by
yang1002378395-cmyk
· GitHub ↗
· v1.0.3
· MIT-0
482
Downloads
0
Stars
2
Active Installs
3
Versions
Install in OpenClaw
/install ai-intelligent-ad-optimization
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 the package omits expected declarations yet tells you to clone and run code from GitHub. Do not run the install commands blindly. Before installing: (1) inspect the referenced GitHub repository (requirements.txt, app.py, and any scripts) to see what will execute; (2) verify the repo owner and commit/release hashes; (3) run the code in a disposable/sandbox environment; (4) confirm what API keys or credentials the app requires and how they are stored; and (5) ask the publisher to add a proper install spec, explicit required binaries (git, python, pip), and declared environment variables for any ad-platform credentials. If you want, provide the GitHub repo URL or its contents and I can re-evaluate more precisely.
Capability Analysis
Type: OpenClaw Skill
Name: ai-intelligent-ad-optimization
Version: 1.0.3
The skill bundle contains only metadata and documentation (SKILL.md) describing an AI-driven advertising optimization tool. It lacks any executable code, suspicious instructions, or high-risk behaviors, providing only standard installation steps and a feature overview. No indicators of malicious intent or security vulnerabilities were found.
Capability Assessment
Purpose & Capability
Name/description (ad optimization) align with the SKILL.md features and tech stack (Python/FastAPI). However the skill declares no required binaries or environment credentials, yet the README instructs running git/pip/python and the service would reasonably need ad-platform API keys. Also the SKILL.md embedded version (1.0.2) differs from the registry version (1.0.3). These omissions are inconsistent with the stated purpose.
Instruction Scope
The SKILL.md explicitly instructs cloning a GitHub repo and running pip install and python app.py. That directs the operator/agent to fetch and execute remote code (not bundled with the skill). The instructions do not mention which credentials or configuration are required (e.g., ad platform API keys), nor do they limit what code will run, increasing the risk of executing unexpected behavior.
Install Mechanism
There is no declared install spec in the registry, but the SKILL.md instructs a git clone from GitHub and running the resulting code. Pulling and executing code at install/run time from an external repo is a moderate-to-high supply-chain risk unless the repo and release are verified. Using GitHub is better than an arbitrary IP/shortener, but the skill package itself does not include or declare provenance or pinned release artifacts.
Credentials
The skill declares no required environment variables or primary credential, yet realistic operation (integrating with ad platforms) normally requires API keys / tokens. The absence of declared credentials is disproportionate and leaves unclear where sensitive credentials would be provided or stored.
Persistence & Privilege
always is false and model invocation is allowed (normal). The skill does not request permanent presence or system-wide configuration changes in the package metadata.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ai-intelligent-ad-optimization - After installation, invoke the skill by name or use
/ai-intelligent-ad-optimization - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.3
Version 1.0.3
- No changes detected from the previous version.
v1.0.2
- Bumped version to 1.0.2.
- No user-facing changes; documentation and content remain unchanged.
v1.0.1
- 新增创意优化功能（A/B 测试）。
- 增强投放优化，包括智能出价与人群优化。
- 增加预算智能分配与 ROI 效果分析。
- 更新适用场景和定价方案。
- 补充详细的安装说明与技术栈信息。
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 482 downloads so far.
How do I install Ai Intelligent Ad Optimization?
Run "/install ai-intelligent-ad-optimization" 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 v1.0.3.
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