Can I use this for models other than Claude?

Yes, while it includes Claude-specific techniques like XML tags, it also optimizes prompts for general LLM performance across GPT and Gemini models.

What triggers the prompt improvement workflow?

You can activate the skill by asking Claude to 'improve this prompt', 'refine prompt', or 'optimize prompt' during your development session.

How does the Improve Prompt skill work?

It evaluates your existing prompt against quality gates like clarity and structure, then rewrites it using best practices such as XML tags, few-shot examples, and explicit constraints.

Does it handle complex output formats?

Absolutely. One of the primary functions is to specify and structure the expected output format to ensure consistent results in production environments.

Prompt Optimizer

Name: Prompt Optimizer
Author: Agentient

byAgentient

0•

データサイエンスとML

Transforms raw prompts into optimized, production-ready instructions using advanced prompt engineering techniques and model-specific optimizations.

The Prompt Optimizer skill acts as a specialized prompt engineering architect within your workflow, designed to elevate basic instructions into high-performance, production-grade prompts. It systematically analyzes raw inputs to identify weaknesses and ambiguities, then applies industry best practices such as XML tag structuring for Claude, few-shot examples, and explicit constraint definition. This skill is essential for developers looking to reduce hallucinations, ensure output consistency, and maximize the performance of AI models across different environments.

主な機能

01Model-specific optimization for Claude, Gemini, and GPT architectures

020 GitHub stars

03Integration of few-shot examples and explicit guardrails

04Comprehensive analysis of prompt clarity, context, and structure

05Comparative analysis reports highlighting applied improvements

06Automatic application of XML tags and structured formatting

ユースケース

01Creating complex prompt chains for multi-step reasoning tasks

02Refining vague instructions into production-ready prompts for applications

03Optimizing legacy prompts for better performance with Claude's extended thinking

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add agentient/vibekit improve-prompt

For use in Claude.ai and ChatGPT