ai-wrapper-product
Expert in building products that wrap AI APIs (OpenAI, Anthropic,
Install / Use
npx skills add sickn33/agentic-awesome-skills --skill ai-wrapper-productInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AI & Machine LearningSupported Platforms
Our assessment of ai-wrapper-product
ai-wrapper-product scores 77/100 on our quality scale, 487th of 629 AI & Machine Learning skills we index.
Its SKILL.md is 2.0 KB long, split into 5 sections and no code examples: moderately detailed.
With 46,875 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated yesterday, so ai-wrapper-product is actively maintained.
- It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
- Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
Safety scan
No issues foundOur scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands.
Automated pattern scan on 2026-09-26. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.
ai-wrapper-product compared with similar skills
All 4 of these similar skills score higher than ai-wrapper-product; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| ai-wrapper-product (this skill)by sickn33 | 77 | 46.9k | 1d ago | SKILL.md |
| claude-memby thedotmack | 100 | 94.7k | today | CLAUDE.md |
| Agent-Reachby Panniantong | 100 | 85.5k | 10d ago | CLAUDE.md |
| Understand-Anythingby Egonex-AI | 100 | 84.2k | 14d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 73.8k | today | CLAUDE.md |
Frequently asked questions
- How do I install ai-wrapper-product?
- Run
npx skills add sickn33/agentic-awesome-skills --skill ai-wrapper-product. The install tabs above show the steps for each supported agent. - Which AI agents does ai-wrapper-product work with?
- It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is ai-wrapper-product safe to use?
- Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is ai-wrapper-product still maintained?
- The repository was last updated yesterday, so ai-wrapper-product is actively maintained.
Skill content
View source on GitHubname: 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. risk: critical source: vibeship-spawner-skills (Apache 2.0) date_added: 2026-02-27
AI Wrapper Product
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.
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.
Expertise
- AI product strategy
- Prompt engineering
- Cost optimization
- Model selection
- AI UX
- Usage metering
Detailed Guide
Read the detailed guide before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely.
When to Use
- User mentions or implies: AI wrapper
- User mentions or implies: GPT product
- User mentions or implies: AI tool
- User mentions or implies: wrap AI
- User mentions or implies: AI SaaS
- User mentions or implies: Claude API product
Limitations
- Use this skill only when the task clearly matches the scope described above.
- Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
- Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.