AI Native
Turn a repo into an AI-native project — lay down AGENTS.md, standard verbs, gates, a doc-hygiene check, and the spec directory. Use when asked to initialize or set up a repo for coding agents, add or rework AGENTS.md, make a project AI-native, or re-run / upgrade that setup. Works on new and existing repos.
Install
npx skills add initxy/ai-native --skill ai-nativegit clone --depth 1 https://github.com/initxy/ai-native.git /tmp/ai-native
mkdir -p ~/.claude/skills
cp -r /tmp/ai-native/. ~/.claude/skills/ai-nativePersonal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.
From the SKILL.md
# AI Native Turn a repo into an AI-native project. Same entry point for new and existing repos, same output: slots in place, verbs unified, gates explicit. This is a one-time setup: day-to-day work afterwards runs on the conventions written into the repo — the agent reads `AGENTS.md`, not this skill. Before you start, read `references/harness.md` (the spec) and `references/templates.md` (the templates) in this directory. ## Which path Repo nearly empty → new project; existing code → retrofit. A repo that already has an `AGENTS.md` — from an earlier run of this skill or any other tooling — is still the retrofit path, and the run becomes a reconcile: diff what's there against the spec, apply only the delta (see the merge step below). Re-running is safe by design. ## New project 1. Don't ask about the tech stack — that decision belongs to the first spec, not the harness. If the repo already carries scaffolding (a manifest, a toolchain config), read the stack from it silently. 2. Ask only the questions that change the initialization outcome: the working language and style (see "Language & style"), and the two conditional-slot questions — does the project publish anything (→ `docs/releasing.md`), and are outside contributors expected (→ `CONTRIBUTING.md` + PR template).
Details
- Skill name
ai-native- Repository
- initxy/ai-native
- License
- MIT
- Repo updated
- 27 October 2026
FAQ
What does the AI Native skill do?
Turn a repo into an AI-native project — lay down AGENTS.md, standard verbs, gates, a doc-hygiene check, and the spec directory. Use when asked to initialize or set up a repo for coding agents, add or rework AGENTS.md, make a project AI-native, or re-run / upgrade that setup. Works on new and existing repos.
How do I install the AI Native skill?
skills CLI (Claude Code, Cursor, Codex and more): npx skills add initxy/ai-native --skill ai-native. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.
Is AI Native popular?
It lives in initxy/ai-native, which has 5 GitHub stars and 1 forks.
Related skills
AI Repo Safety
5letya999/ai-repo-safety-skill
Git-hook-backed secret and supply-chain gates for AI-coded repos. Use when initializing a repo, handling a leaked secret, making a public release, or when the user names this skill. Do not load just because a coding session started.
Agentic Sprint
5vivialiudesign/agentic-sprint
Run a structured multi-agent design sprint to generate, evaluate, and select ideas using specialized AI agents. Use this skill whenever a user wants to explore a product or design problem using multiple perspectives, run a design sprint, brainstorm with different "hats" (user/business/data/system/design), evaluate ideas against principles, or converge on a direction from many options. Trigger this when users say things like "run a sprint on X", "help me think through this from different angles", "I need to explore this problem", "lets do an agentic sprint", or "what would the user/business/dat
Awaken Agent Skills
5Awaken-Finance/awaken-agent-skills
Awaken DEX trading and market data operations for agents.
方源 PPT 单页逻辑梳理
6Liuguanyi2125/ppt-copywriting-logic-skill
当用户需要把原始材料、会议纪要、论文/方案资料、领导给的散乱内容或已有 PPT 页面,梳理成 PPT 页面级结论、文案层级、逻辑关系、页面结构和 AI 视觉提示词时使用。 Trigger: "帮我梳理 PPT 文案", "这页 PPT 逻辑怎么排", "把这些内容整理成 PPT", "方源 PPT 单页逻辑梳理", "方源梳理 PPT 文案", "PPT 页面文案和逻辑
Claude Design Idea to Ready
5chohra-med/claude_design_skill
Take a UI from a one-line idea to on-brand, shippable design with Claude, in the correct order — brand foundation first, then components, screens, interactions, accessibility, and only then generation via /design. Use whenever someone wants to design, redesign, or generate a screen, page, component, or onboarding flow and wants the output to match an existing brand instead of looking like generic AI UI. Triggers on "design this screen", "build a UI for", "make this on-brand", "redesign", "generate a page/component", "use /design", or any task that will produce visual interface.
Xl AI Language
540508597/xl-ai-language
为新项目设计、已有代码纳管、功能变更、架构重构和一致性校验提供任务架构流程。显式要求使用 Xl-Ai-Language 或任务架构流程,或当前项目存在 architecture.json 或 architecture/ 时,按本次任务范围启用。纯概念问答、只读查看和一次性实验走轻量路径。
Browse the most popular Claude skills, all ai, llms & agents skills, or write your own with the skills generator.