Thomaszhou22

Prompt Optimizer Skill — AI skill for Claude Code

AI community

🚀 2,200+ curated AI prompt templates with auto-optimization.

How to install Prompt Optimizer Skill

This entry records only its repository, not the path inside it, so there is no exact command to give. Open Thomaszhou22/prompt-optimizer-skill and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Prompt Optimizer Skill does

🚀 2,200+ curated AI prompt templates with auto-optimization. Works with OpenClaw, Claude Code, Cursor, Gemini CLI, and any AI. One command to install.

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README

Prompt Optimizer

**Dual-Engine Prompt Optimization Skill** — Template matching (3,344 library) + LLM meta-prompting (host AI as optimizer). Zero API cost.

🖥️ Platform Compatibility (Read This First!)

Different platforms have different capabilities. **Find yours below and follow the recommended setup.**

⭐⭐⭐⭐⭐ OpenClaw (Best Experience)

Feature	Status
Template Engine	✅ Full support
LLM Engine	✅
Category Loading	✅
State Persistence	✅ Auto-save config
Quality Evaluation	✅

**Install:** Place in `skills/prompt-optimizer/` directory. OpenClaw auto-detects. **Recommended Mode:** Template-first + LLM fallback (default). All features available. **No limitations.**

⭐⭐⭐⭐ Claude Code

Feature	Status
Template Engine	✅ Reads local files
LLM Engine	✅
Category Loading	✅
State Persistence	⚠️ In-conversation only; lost on restart
Quality Evaluation	✅

**Install:** Copy skill folder into your project. Add to `CLAUDE.md`: `Read and follow skills/prompt-optimizer/SKILL.md` **Recommended Mode:** Template-first (default), in-conversation state memory. **Limitation:** Must re-enable ("enable prompt optimizer") each new conversation.

⭐⭐⭐½ Cursor

Feature	Status
Template Engine	✅ Reads local files
LLM Engine	✅
Category Loading	✅
State Persistence	❌ No cross-session persistence
Quality Evaluation	✅

**Install:** Copy skill folder into project root. Add to `.cursorrules`: `Read and follow skills/prompt-optimizer/SKILL.md. Activate when user says "enable prompt optimizer".` **Recommended Mode:** Template-first (default). **Limitation:** Must re-enable each session; manual file copy required.