MR
Mayur Rathi
@sickn33
⭐ 39.1k GitHub stars

ai-native-cli

ai-native-cli是一款data方向的AI技能,核心价值是Design spec with 98 rules for building CLI tools that AI agents can safely use,可用于解决开发者在data领域的实际问题,帮助用户提升效率、自动化重复任务或优化工作流。

Design spec with 98 rules for building CLI tools that AI agents can safely use. Covers structured JSON output, error handling, input contracts, safety guardrails, exit codes, and agent self-descriptio

Last verified on: 2026-05-30
mkdir -p ./skills/ai-native-cli && curl -sfL https://raw.githubusercontent.com/sickn33/antigravity-awesome-skills/main/skills/ai-native-cli/SKILL.md -o ./skills/ai-native-cli/SKILL.md

Run in terminal / PowerShell. Requires curl (Unix) or PowerShell 5+ (Windows).

Skill Content

Design spec with 98 rules for building CLI tools that AI agents can safely use. Covers structured JSON output, error handling, input contracts, safety guardrails, exit codes, and agent self-descriptio

🎯 Best For

  • UI designers
  • Product designers
  • Claude users
  • Data professionals
  • Analytics teams

💡 Use Cases

  • Generating component mockups
  • Creating design system tokens
  • Data pipeline auditing
  • Query optimization

📖 How to Use This Skill

  1. 1

    Install the Skill

    Copy the install command from the Terminal tab and run it. The SKILL.md file downloads to your local skills directory.

  2. 2

    Load into Your AI Assistant

    Open Claude and reference the skill. Paste the SKILL.md content or use the system prompt tab.

  3. 3

    Apply ai-native-cli to Your Work

    Provide context for your task — paste source material, describe your audience, or share existing work to guide the AI.

  4. 4

    Review and Refine

    Edit the AI output for accuracy, tone, and completeness. Add human insight where the AI lacks context.

❓ Frequently Asked Questions

Does this work with Figma?

Some design skills integrate with Figma plugins. Check the Works With section for supported tools.

How do I install ai-native-cli?

Copy the install command from the Terminal tab and run it. The skill downloads to ./skills/ai-native-cli/SKILL.md, ready to use.

Can I customize this skill for my team?

Absolutely. Edit the SKILL.md file to add team-specific instructions, examples, or workflows.

⚠️ Common Mistakes to Avoid

Skipping usability testing

AI-generated designs should be validated with real users before development.

Ignoring data quality

AI analysis inherits all data quality issues — profile your data first.

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