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prompt-optimizer

Analyze draft prompts and output ready-to-paste optimized prompts.

3|2|Updated Mar 8, 2026
Search Tags:#workflow#documentation#optimization#verification#prompt#ecc
One-click install
npx skills add https://github.com/agentmatters/mullai-bot --skill prompt-optimizer-agentmatters
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/agentmatters/mullai-bot/tree/main/src/Mullai.Skills/Skills/claude-code-everything/prompt-optimizer
Command: npx skills add https://github.com/agentmatters/mullai-bot --skill prompt-optimizer-agentmatters

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyzes raw prompts, identifies intent and gaps, and outputs a ready-to-paste optimized prompt. It serves as an advisory tool within ECC workflows, mapping prompts to skills/commands/agents/hooks without executing tasks.

Core Features & Use Cases

  • Analyze drafts to detect missing components, misalignments, and opportunities for ECC alignment.
  • Map prompts to ECC components (skills/commands/agents/hooks) and generate a complete optimized prompt ready for paste.
  • Works across languages and trigger phrases, including Chinese equivalents such as "优化prompt" and "帮我优化这个指令".
  • Advisory role only — never executes the task itself; provides guidance and references.

Quick Start

Provide a draft prompt and I will return an optimized prompt ready to paste.

Frequently Asked Questions about prompt-optimizer

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

FAQPage Schema
How do I optimize a draft prompt for better AI outputs?▼

To optimize a draft prompt, you provide the existing text to analyze its intent and gaps. The tool then outputs a ready-to-paste optimized prompt that improves alignment with your target workflow.

Can I rewrite and optimize prompts in different languages?▼

Yes, you can optimize prompts across multiple languages. The tool processes various trigger phrases, including Chinese equivalents, to rewrite and refine instructions regardless of the input language.

Does the prompt optimizer execute the tasks described in my instructions?▼

No, the prompt optimizer does not execute tasks. It serves strictly in an advisory role, analyzing drafts and outputting a refined prompt along with references to relevant workflow components.

What is the best way to map a prompt to specific workflow components?▼

The best way to map a prompt to workflow components is to analyze the draft for alignment opportunities. The tool identifies relevant skills, commands, agents, and hooks, then generates a complete optimized prompt.

What are the limitations of using an advisory prompt optimization tool?▼

The main limitation is that an advisory prompt optimization tool cannot run or execute the generated instructions. It only provides the rewritten text and structural guidance, requiring you to paste the output elsewhere.

How do I identify missing components in my AI instructions?▼

To identify missing components in your AI instructions, submit the draft for analysis. The tool detects misalignments and gaps, returning a ready-to-paste optimized prompt with recommended workflow steps.

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