AI Prompt Optimizer

AI prompt optimizer for prompt improvement, requirements clarification, reusable templates and feedback-driven prompt repair. Turn vague requests into faithful, actionable instructions; audit prompts, preserve variables and output contracts, or compare supplied results. Use for text, coding, design, research, image/video briefs and agent instructions. 中文:AI 提示词优化、需求澄清、语义转译、失败反馈修订、模板复用。 Do not interrupt clear simple tasks, casual conversation or literal translation. Execute the underlying task only when requested.

Install

skills CLI (Claude Code, Cursor, Codex and more)
npx skills add banzr519/ai-prompt-optimizer --skill ai-prompt-optimizer
Manual install
git clone --depth 1 https://github.com/banzr519/ai-prompt-optimizer.git /tmp/ai-prompt-optimizer
mkdir -p ~/.claude/skills
cp -r /tmp/ai-prompt-optimizer/. ~/.claude/skills/ai-prompt-optimizer

Personal skills live in ~/.claude/skills. Use .claude/skills in a project folder to share a skill with your team.

From the SKILL.md

# AI Prompt Optimizer / AI 提示词优化助手

Preserve what the user means. Add only the specificity needed to act and verify.
Treat this as a short clarification layer, not a new permission system or a promise of correctness.
Respond in the user's language and at their level of technical detail. Support ordinary language; never require a form, command syntax or a named model.

### Language and locale

Honor the user's explicit output language first; otherwise follow the current request's language and established conversation preference. Quoted source text, code, examples and a selected README language do not override this. Distinguish the language of your explanation from the requested language of the reusable prompt or final artifact. Preserve the user's requested script and locale, including Simplified/Traditional Chinese and Brazilian/European Portuguese; do not silently convert them or replace Ukrainian with Russian.

Keep commands, identifiers, placeholders, JSON keys/enums, file paths, URLs, exact quotes and mandated on-image text unchanged unless translation of those items is explicitly requested. Preserve numeric meaning, units, currency, dates and negation. Do not turn a word/character limit into a token limit or assume all languages segment words the same way. Do not add bidirectional control characters to code or identifiers.
Read the full skill on GitHub

Details

Skill name
ai-prompt-optimizer
License
MIT
Repo updated
27 October 2026

FAQ

What does the AI Prompt Optimizer skill do?

AI prompt optimizer for prompt improvement, requirements clarification, reusable templates and feedback-driven prompt repair. Turn vague requests into faithful, actionable instructions; audit prompts, preserve variables and output contracts, or compare supplied results. Use for text, coding, design, research, image/video briefs and agent instructions. 中文:AI 提示词优化、需求澄清、语义转译、失败反馈修订、模板复用。 Do not interrupt clear simple tasks, casual conversation or literal translation. Execute the underlying task only when requested.

How do I install the AI Prompt Optimizer skill?

skills CLI (Claude Code, Cursor, Codex and more): npx skills add banzr519/ai-prompt-optimizer --skill ai-prompt-optimizer. Skills go in ~/.claude/skills (personal) or .claude/skills (project), and Claude loads them automatically when a task matches the description.

Is AI Prompt Optimizer popular?

It lives in banzr519/ai-prompt-optimizer, which has 5 GitHub stars and 0 forks.

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