prompt-optimizer

Analyze draft prompts and map them to ECC components for optimized output.

2|Updated Mar 21, 2026
One-click install
npx skills add https://github.com/Throokie/claude-code-skills --skill prompt-optimizer-throokie
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/Throokie/claude-code-skills/tree/main/skills/prompt-optimizer
Command: npx skills add https://github.com/Throokie/claude-code-skills --skill prompt-optimizer-throokie

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze raw prompts, identify intent and gaps, map ECC components (skills/commands/agents/hooks), and output a ready-to-paste optimized prompt. Advisory role only — never executes the task itself.

Core Features & Use Cases

  • Analyze draft prompts to surface missing intents, constraints, and edge cases
  • Map prompts to ECC ecosystem components and create a complete ready-to-run prompt
  • Support bilingual triggers (English and Chinese) for broad adoption

Quick Start

Submit a draft prompt and say "optimize this prompt" to receive an optimized ECC prompt.

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 an ECC workflow?

To optimize a draft prompt, submit your raw text and trigger the analysis. The tool identifies missing intents and constraints, mapping them to ECC components to produce a ready-to-paste optimized prompt.

What does prompt optimization do to missing constraints and edge cases?

Prompt optimization analyzes your draft to surface missing intents, constraints, and edge cases. It then maps these gaps to ECC ecosystem components, generating a complete ready-to-run prompt.

Can I use Chinese or English phrases to trigger prompt optimization?

You can use both English and Chinese trigger phrases to start prompt optimization. Submitting a draft prompt with a bilingual trigger analyzes the text and outputs a complete ECC prompt.

Does the optimized ECC prompt execute my tasks automatically?

No, the optimized ECC prompt does not execute your tasks automatically. It serves an advisory role, analyzing your draft and outputting a complete prompt for ECC workflows without running the task itself.

What is the best way to map a raw prompt to ECC components?

The best way to map a raw prompt to ECC components is to submit the draft and request optimization. The tool identifies intent and gaps, creating a ready-to-paste prompt mapped to skills, commands, and hooks.