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ai-native-controlled-implementation

by jdelaire

Use when implementing from docs/implementation-plan.md in small validated batches with progress tracking, pause discipline, and MVP boundaries.

v0.1.01 install
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Install this skill

Run this command in your terminal. No account required — it auto-detects your AI tool and installs the skill file.

npx @skills-hub-ai/cli install ai-native-controlled-implementation
Or download directly:
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Setup by platform

Claude Code

~/.claude/skills/<skill>/SKILL.md

Setup guide →

Cursor

~/.cursor/skills/<skill>/SKILL.md

Setup guide →

Codex CLI

~/.codex/skills/<skill>/SKILL.md, or reference via codex.md instructions file

Setup guide →

Install

One-click setup for your editor

Run in your project root

npx @skills-hub-ai/cli install ai-native-controlled-implementation --target claude-code

Examples

Prompt

Implement the user login API endpoint as specified in the plan, focusing only on authentication logic and database connection.

Output

I have implemented the login API endpoint, including authentication logic and database connection setup. Changes include new route handler and database query functions. The feature is now testable via unit tests for authentication flow. Remaining work involves input validation and error handling, which are deferred for future batches. Limitations: no input sanitization or rate limiting yet. Next step: write and run tests for the login functionality, then pause for validation.

Prompt

Add the initial frontend login form component following the design in the implementation plan.

Output

The login form component has been added, including input fields for username and password, and basic submission handling. Changes include new React component and associated styles. It is now testable through UI tests and manual testing. Remaining work: connect to backend API, handle errors, and add validation, deferred to later. Limitations: no API integration or validation logic yet. Next step: verify the form renders correctly and passes initial tests, then pause for review.

Instructions

This skill doesn’t include stateful context yet, instructions only. Learn about stateful skills.

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Frequently asked questions about ai-native-controlled-implementation

What does the ai-native-controlled-implementation skill do?

Use when implementing from docs/implementation-plan.md in small validated batches with progress tracking, pause discipline, and MVP boundaries. It's a reusable SKILL.md instruction set that loads into your AI coding assistant on demand, no prompt engineering, no copy-pasting every session.

How do I install the ai-native-controlled-implementation skill?

Run `npx @skills-hub-ai/cli install ai-native-controlled-implementation` from your terminal. The CLI writes the SKILL.md to the correct location for your AI tool (e.g. ~/.claude/skills/ai-native-controlled-implementation/ for Claude Code or ~/.cursor/skills/ for Cursor with --target cursor) and adds it to your project's .skills.json lockfile.

Which AI tools does ai-native-controlled-implementation work with?

ai-native-controlled-implementation runs in Claude Code, Cursor, Codex CLI. It follows the open Agent Skills standard (SKILL.md), so the same skill works in every supported tool without modification.

Is the ai-native-controlled-implementation skill free?

Yes. Every skill on skills-hub.ai is free and open-source. There are no premium tiers, paywalls, or usage limits. You only pay for whatever AI assistant you're already using.

How do I use ai-native-controlled-implementation after installing it?

In Claude Code, type `/ai-native-controlled-implementation` (or whatever slash command the skill registers) and the AI follows the skill's instructions immediately. You can also reference it by name in natural language, your AI loads the skill into context when relevant.

Can I share the ai-native-controlled-implementation skill with my team?

Yes. Commit your project's .skills.json lockfile and teammates run `npx @skills-hub-ai/cli install` (no args) to install every skill at the exact version you pinned. Organization-scoped installs work via skills-hub.ai organizations.