antigravity-skill-creator

Convert vague prompts into structured SKILL.md files with five-pillar architecture.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/Swear4/agent_rules --skill antigravity-skill-creator
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: antigravity-skill-creator
Source: https://github.com/Swear4/agent_rules/tree/main/agent-universal/skills/antigravity-skill-creator
Command: npx skills add https://github.com/Swear4/agent_rules --skill antigravity-skill-creator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Antigravity-skill-creator automates turning vague prompts into a deterministic agent execution algorithm, enforcing gates, invariants, anti-patterns, and checklists to ensure reliable skill creation.

Core Features & Use Cases

  • Structured Skill Synthesis: Converts ambiguous requests into concrete SKILL.md templates with mandatory frontmatter.
  • Rigorous Guardrails: Embeds Gate 0, core invariants, sequential procedure, anti-patterns, and a final verification checklist as required sections.
  • Validation & Regeneration: Validates and regenerates SKILL.md for new or updated skills, supporting rapid iteration.

Quick Start

Provide the desired skill objective and constraints, and the agent will generate a complete SKILL.md following the template.

Frequently Asked Questions about antigravity-skill-creator

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I turn a vague prompt into a deterministic AI skill execution algorithm?▼

To turn a vague prompt into a deterministic AI skill, you must apply a structured skill-definition process that enforces gates, invariants, anti-patterns, and checklists to ensure reliable agent execution.

What is the five-pillar architecture for AI skill creation?▼

The five-pillar architecture for AI skill creation is a structured framework requiring mandatory sections: Gate 0, Invariants, Procedure, Anti-Patterns, and Final Verification to validate SKILL.md structure.

How do I generate a SKILL.md file with mandatory frontmatter and guardrails?▼

To generate a SKILL.md file with mandatory frontmatter, provide the desired skill objective and constraints, and the agent will synthesize a complete template embedding rigorous guardrails.

Does prompt engineering for deterministic gates require predefined invariants?▼

Yes, prompt engineering for deterministic gates requires predefined invariants to restrict agent behavior, enforce structural validation, and prevent anti-patterns during skill execution.

Can I validate and regenerate an updated SKILL.md structure for an existing skill?▼

Yes, you can validate and regenerate an updated SKILL.md structure for an existing skill, allowing rapid iteration while ensuring adherence to the required five-pillar architecture and frontmatter.

Why does my AI skill execution fail without anti-patterns and a final verification checklist?▼

AI skill execution fails without anti-patterns and a final verification checklist because it lacks the necessary guardrails to prevent known errors and cannot validate if the execution satisfies all invariants.