A specialized AI skill for auditing, scoring, and optimizing advertising creatives across major platforms like Meta, TikTok, and Google Ads before they go live.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install creative-quality-grader
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install creative-quality-grader using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Ad Creative Quality Grader?
The Ad Creative Quality Grader is a technical utility within the Openclaw Skills ecosystem designed to bridge the gap between creative production and performance marketing. By analyzing assets against platform-specific policies and performance rubrics, it provides actionable revision notes and release decisions for Meta (Facebook/Instagram), TikTok Ads, YouTube Ads, Google Ads, and Amazon Ads.
This skill ensures that growth teams move beyond generic advice to generate platform-aware execution guidance that directly impacts revenue, ROAS, and budget efficiency. Leveraging Openclaw Skills for creative grading allows developers and marketers to automate the QA process, ensuring every asset is anchored to a specific funnel stage and KPI before a single dollar of spend is committed.
Ad Creative Quality Grader Use Cases
- Generating high-signal hook variations for top-funnel campaigns to combat creative fatigue.
- Performing pre-launch quality audits on bulk creative batches to identify high-potential candidates.
- Adapting a single hero concept into platform-specific formats while maintaining technical compliance.
- Analyzing ad copy and visual hooks for cold vs. retargeting audience alignment using Openclaw Skills.
How Ad Creative Quality Grader Works
- Anchor the creative goal to a specific funnel stage and business KPI such as CPA or ROI.
- Analyze provided offer and audience data to generate angle families and hook variants.
- Map every angle to specific placement format requirements, such as 9:16 video or 1:1 image assets.
- Define a variant matrix and testing order to optimize creative testing cadence for Openclaw Skills users.
- Execute a final quality and compliance check against platform-specific policy constraints.
Ad Creative Quality Grader Setup
To integrate the Ad Creative Quality Grader into your workflow, follow these steps to initialize it within your environment:
# Clone the repository containing Openclaw Skills
git clone https://github.com/openclaw/skills.git
cd skills/creative-quality-grader
# Install necessary dependencies
npm install
# Register the skill within your agent configuration
openclaw skill add ./creative-quality-grader
Ensure you provide the product_or_offer, target_audience, and placement_scope as required inputs for the Openclaw Skills engine to function correctly.
Ad Creative Quality Grader Data Schema & Taxonomy
The skill processes structured input and returns a comprehensive creative brief. Data is organized into the following schema:
| Field | Description | Type |
|---|---|---|
| creative_id | Unique identifier for the tracked asset | String |
| angle | The marketing psychology angle used (e.g., pain-to-outcome) | String |
| hook | The primary attention-grabbing headline or visual script | String |
| formats | List of intended placement dimensions (9:16, 1:1, etc.) | Array |
| qa_notes | Compliance and quality checkpoints for Openclaw Skills validation | List |
Ad Creative Quality Grader Advanced Features
- Support for multi-platform adaptation including DSP and programmatic frequency governance.
- Automated decision rules for audience-specific prioritization, such as proof-first hooks for cold traffic.
- Integrated failure handling that provides structured validation checklists when input confidence is low.
- Real-time variant matrix generation for rapid A/B testing setup using Openclaw Skills.
- Specific guidance for Google Ads and Amazon Ads to prioritize demand-capture and listing intent.
SKILL.md
Loading
Related Openclaw Skills
Creative Performance Analyzer
A specialized AI skill for identifying winning ad creatives, detecting fatigue, and generating data-driven testing matrices across major ad platforms.
Creative Inspiration Scout
A specialized AI tool for automating ad hook mining, angle clustering, and creative inspiration across major advertising platforms.
Creative Asset Manager
A specialized skill for managing ad asset taxonomy, permission controls, and creative lifecycle management across major advertising platforms.
Creative Ads Asset Generator
An automated ad creative engine that generates production-ready asset briefs, format adaptations, and variant test plans across major advertising platforms.
Ads CRM Lead Manager
A professional automation skill for scoring, routing, and managing lead follow-up cadences from major advertising platforms.
Daily & Weekly Ads Report Generator
Automate the assembly, summarization, and action planning for advertising campaigns across major global platforms.
Featured*
