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.