Agent skill · AI & Agents

prompt-optimization

Analyze and improve existing prompts for better performance

majiayu000github.com/majiayu000GitHub ↗
claude-codecan modify filesMIT
Install
npx skills add majiayu000/claude-skill-registry --skill prompt-optimization-fusengine-agents --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 4 KB
Bundled scripts: none
Allowed tools: ReadWriteEdit
Path: skills/ai-llm/prompt-optimization-fusengine-agents/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Prompt Optimization Skill for analyzing and improving existing prompts. ## Optimization Workflow ``` 1. ANALYZE current prompt ↓ 2. IDENTIFY issues ↓ 3. APPLY corrections ↓ 4. VALIDATE improvement ↓ 5. DOCUMENT changes ``` ## Analysis Checklist ### Clarity - [ ] Unambiguous instructions? - [ ] Clearly defined objective? - [ ] Precise vocabulary? ### Structure - [ ] Well-delimited sections? - [ ] Logical order? - [ ] Clear hierarchy? ### Completeness - [ ] Output format defined? - [ ] Error cases handled? - [ ] Examples if needed? ### Guardrails - [ ] Explicit limits? - [ ] Forbidden behaviors listed? - [ ] Appropriate security? ## Common Problems and Solutions ### 1. Vague Instructions **Before:** ``` Write a good summary. ``` **After:** ``` Write a 100-150 word summary that: 1. Captures the main idea in the first sentence 2. Includes 2-3 supporting key points 3. Uses accessible language (high school level) 4. Avoids technical jargon ``` ### 2. Lack of Context **Before:** ``` Analyze this code. ``` **After:** ``` Analyze this Python code focusing on: - Performance (algorithmic complexity) - Readability (PEP 8 conventions) - Security (OWASP vulnerabilities) Context: Code for produ

What's inside
Steps it walks through
  1. Optimization Workflow
  2. Analysis Checklist
  3. Clarity
  4. Structure
  5. Completeness
  6. Guardrails
  7. Common Problems and Solutions
  8. 1. Vague Instructions
  9. 2. Lack of Context
  10. 3. Undefined Format
  11. 4. No Error Handling
  12. 5. Insufficient Emphasis
  13. Improvement Techniques
  14. Add Chain-of-Thought
Ships with 1 file
  • metadata.json
More from claude-skill-registry
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About this skill
What does the prompt-optimization skill do?

Analyze and improve existing prompts for better performance

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill prompt-optimization-fusengine-agents --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going