ai-product
Every product will be AI-powered. The question is whether you'll
Install / Use
npx skills add sickn33/agentic-awesome-skills --skill ai-productInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
AI & Machine LearningSupported Platforms
Our assessment of ai-product
ai-product scores 75/100 on our quality scale, 514th of 628 AI & Machine Learning skills we index.
Its SKILL.md is 1.3 KB long, split into 4 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-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 2026-09-25. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.
ai-product compared with similar skills
All 4 of these similar skills score higher than ai-product; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| ai-product (this skill)by sickn33 | 75 | 46.9k | 1d ago | SKILL.md |
| claude-memby thedotmack | 100 | 94.7k | today | CLAUDE.md |
| Understand-Anythingby Egonex-AI | 100 | 84.2k | 13d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 73.8k | today | CLAUDE.md |
| CowAgentby zhayujie | 100 | 47.1k | today | CLAUDE.md |
Frequently asked questions
- How do I install ai-product?
- Run
npx skills add sickn33/agentic-awesome-skills --skill ai-product. The install tabs above show the steps for each supported agent. - Which AI agents does ai-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-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-product still maintained?
- The repository was last updated yesterday, so ai-product is actively maintained.
Skill content
View source on GitHubname: ai-product description: Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. risk: safe source: vibeship-spawner-skills (Apache 2.0) date_added: 2026-02-27
AI Product Development
Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production.
This skill covers LLM integration patterns, RAG architecture, prompt engineering that scales, AI UX that users trust, and cost optimization that doesn't bankrupt you.
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
Use this skill when the request clearly matches the capabilities and patterns described above.
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.