One-click install
npx skills add https://github.com/TestAny-io/testany-agent-skills --skill prompt-optimizer-testany-io
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/TestAny-io/testany-agent-skills/tree/main/plugins/testany-llm/skills/prompt-optimizer
Command: npx skills add https://github.com/TestAny-io/testany-agent-skills --skill prompt-optimizer-testany-io

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps users translate vague ideas into precise, executable prompts that work reliably across AI platforms. It reduces guesswork, speeds up prompt tuning, and ensures consistent results whether you are targeting ChatGPT, Claude, Gemini, or other engines.

Core Features & Use Cases

  • Deconstruct & Diagnose prompts to identify intent, constraints, and context from user input.
  • Develop & Deliver optimized prompts using a structured 4-D methodology (Deconstruct, Diagnose, Develop, Deliver) with platform-specific formats.
  • Use Case: refine a rough product idea into a ready-to-run prompt set for different platforms, enabling writing, analysis, or instruction tasks with consistent outputs.

Quick Start

Start by giving the original prompt you want optimized, plus the target platform(s). The system will apply the 4-D workflow to produce platform-specific prompts. Review and apply suggested prompts across the desired platforms.

Frequently Asked Questions about prompt-optimizer

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I write AI prompts that work across different platforms like ChatGPT and Claude?

To write cross-platform AI prompts, you must enforce platform-specific formats and constraints. This skill applies a 4-D methodology to deconstruct your vague ideas and deliver precise, executable prompts for ChatGPT, Claude, Gemini, and DeepSeek.

What is the best way to turn a vague idea into a precise prompt for AI platforms?

Turning a vague idea into a precise prompt requires deconstructing the intent and diagnosing constraints. Using iterative improvement, the system develops structured instructions and delivers platform-ready prompts that ensure consistent outputs.

Does prompt optimization support instruction writing and analysis tasks for multiple AI engines?

Prompt optimization supports instruction writing and analysis tasks across multiple AI engines. It translates rough product ideas into ready-to-run prompt sets tailored for specific platforms, ensuring reliable execution.

How do I start optimizing an existing prompt for a specific AI platform?

To start optimizing a prompt, provide the original text and your target platform. The system diagnoses the input to identify missing context and develops an optimized, platform-specific format using the 4-D workflow.

Why do my AI prompts produce inconsistent results across different platforms?

AI prompts produce inconsistent results across platforms due to varying format requirements and missing constraints. By diagnosing intent and enforcing platform-specific formats, this process ensures executable prompts that yield consistent outputs.

Can I use a single optimized prompt for ChatGPT, Gemini, and DeepSeek simultaneously?

You can target ChatGPT, Gemini, and DeepSeek by providing the original idea and selecting the desired platforms. The system applies its methodology to produce distinct, platform-specific prompts that ensure reliable execution.