Skill Prompt Optimizer
by mochalatte
Refactor vague skill descriptions into outcome-driven marketplace listings and clear agent prompts.
Free
Works with the AI tools you already use
See it in action
You say
Optimize this description: This skill uses advanced AI to help users with their gardening tasks and provides robust insights into plant health.
Your agent does
Keep your indoor plants alive with specific watering schedules and light placement guides. Use when leaves turn yellow or growth stalls. Provides recovery steps for common pests. Does not diagnose rare fungal diseases. Triggers: "check my plant", "why is it wilting", "gardening advice".
About this skill
The problem
Vague skill descriptions and prompts lead to low conversion rates and agent invocation failures. Most listings focus on features rather than outcomes, leaving buyers unsure of when to actually use the tool.
What it does
- Rewrites descriptions to lead with concrete outcomes rather than technical features.
- Identifies the specific moment a user should trigger the skill.
- Defines clear scope boundaries to build buyer trust through transparency.
- Generates human-readable trigger phrases for better agent activation.
- Provides a breakdown of the edit logic to help you improve your own prompting style.
Why this beats prompting it yourself
Writing about your own work often leads to feature-creep and marketing fluff. This skill enforces a strict "outcome-first" framework and automatically strips out empty adjectives that buyers ignore, ensuring your listing remains objective and high-converting.
Use cases
- Refining Agensi marketplace listings to attract more developer interest.
- Optimizing internal agent prompts for more reliable execution.
- Converting technical feature lists into clear, value-driven documentation.
- Standardizing trigger phrases across a library of custom AI skills.
Known limitations
This improves wording and clarity but cannot fix a skill with fundamentally weak logic. It is optimized for short descriptions rather than long-form documentation.
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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