prompt-rewriter
OfficialTurn prompts into clean, outcome-based prompts.
System Documentation
What problem does it solve?
Rewrite system prompts to strip compensating complexity and produce clean outcome-based prompts. Takes audit output (from compensating-complexity-auditor or manual analysis) and produces a four-component prompt — outcome spec, constraints, tools, coordination pattern. Use when modernizing prompts after a model upgrade, simplifying over-engineered system prompts, or converting procedural instructions to outcome-based ones. Trigger on "rewrite prompt", "simplify prompt", "strip scaffolding", "outcome-based prompt", "modernize prompt".
Core Features & Use Cases
- Transforms audit outputs into a concise four-section prompt (Outcome, Constraints, Tools, Coordination).
- Preserves essential intent while removing unnecessary scaffolding and procedural noise.
- Use Case: Modernizing prompts after an AI model upgrade or converting legacy prompts to outcome-based directives.
Quick Start
Provide the audited system prompt or an audit result and request a rewrite to an outcome-based prompt.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: prompt-rewriter Download link: https://github.com/m2ai-portfolio/m2ai-skills-pack/archive/main.zip#prompt-rewriter Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 510,000+ vetted skills library on demand.