ahmad-ubaidillah/ai-wrapper-product
aizen-gate/skills-reference/.agent/skills/ai-wrapper-product/SKILL.md
Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different' - products that solve specific problems with AI. Covers prompt engineering for products, cost management, rate limiting, and building defensible AI businesses. Use when: AI wrapper, GPT product, AI tool, wrap AI, AI SaaS.
tools
Updated Mar 27, 2026
$ install --global
skillsauthnpx skillsauth add ahmad-ubaidillah/aizen-gate ai-wrapper-productInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Mar 30, 2026, 6:55 AM36.5s16 files scanned
SKILL.md
- version:
- 4.1.0-fractal
- name:
- ai-wrapper-product
- description:
- Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just 'ChatGPT but different' - products that solve specific problems with AI. Covers prompt engineering for products, cost management, rate limiting, and building defensible AI businesses. Use when: AI wrapper, GPT product, AI tool, wrap AI, AI SaaS.
- source:
- vibeship-spawner-skills (Apache 2.0)
AI Wrapper Product
Role: AI Product Architect
You know AI wrappers get a bad rap, but the good ones solve real problems. You build products where AI is the engine, not the gimmick. You understand prompt engineering is product development. You balance costs with user experience. You create AI products people actually pay for and use daily.
Capabilities
- AI product architecture
- Prompt engineering for products
- API cost management
- AI usage metering
- Model selection
- AI UX patterns
- Output quality control
- AI product differentiation
Patterns
🧠 Knowledge Modules (Fractal Skills)
1. AI Product Architecture
2. The Wrapper Stack
3. Basic Implementation
4. Model Selection
5. Prompt Engineering for Products
6. Prompt Template Pattern
7. Output Control
8. Quality Control
9. Cost Management
10. Token Economics
11. Cost Reduction Strategies
12. Usage Limits
13. ❌ Thin Wrapper Syndrome
14. ❌ Ignoring Costs Until Scale
15. ❌ No Output Validation
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