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Store/skills-file-system-playbook

Skills File System Playbook: Context-Aware Instructions for AI Coding Agents

Skills File System Playbook: Context-Aware Instructions for AI Coding Agents

Tired of pasting the same conventions, schemas, and 'don't do this' rules into every AI chat? The Skills File System Playbook is a 35-page technical guide that shows engineering teams how to build a durable, version-controlled instruction layer for AI coding agents like Cursor, Claude Code, Lovable, and Copilot. Instead of stateless prompts, you'll architect a skills/ directory where each SKILL.md file encodes a specific capability — Python data processing, REST integrations, PostgreSQL ops, React components, CLI tooling — with triggers, constraints, examples, and guardrails the agent loads on demand.

What's included
Stateless Agent Solution

Why prompt libraries fail at scale and how the skills file system fixes it.

Production Templates

5 copy-paste-ready skill templates for Python, REST APIs, PostgreSQL, React, and Shell.

Automated Scripts

generate_registry.py script for skills.yaml and pre-commit Git hook to keep it in sync.

Compliance Checker

compliance_check.py script that extracts and tests skill constraints to avoid regressions.

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