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.