prompt-optimizer

Analyzes draft prompts and generates optimized, ready-to-paste versions.

Updated Mar 20, 2026
One-click install
npx skills add https://github.com/KanakMalpani/General-Private-Skills --skill prompt-optimizer-kanakmalpani
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/KanakMalpani/General-Private-Skills/tree/main/skills/prompt-optimizer
Command: npx skills add https://github.com/KanakMalpani/General-Private-Skills --skill prompt-optimizer-kanakmalpani

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill analyzes draft prompts, identifies intent and gaps, matches ECC components (skills/commands/agents/hooks), and outputs a ready-to-paste optimized prompt. It operates in advisory mode only — never executes tasks itself.

Core Features & Use Cases

  • Intent detection and gap analysis to align prompts with ECC primitives
  • Mapping to ECC components for consistent prompt orchestration
  • Generation of a complete, paste-ready optimized prompt with workflow guidance

Quick Start

Paste a draft prompt into the ECC optimizer and receive a ready-to-paste optimized prompt.

Frequently Asked Questions about prompt-optimizer

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

FAQPage Schema
How do I optimize a draft prompt for software engineering tasks?▼

To optimize a draft prompt, paste it into the prompt optimizer which analyzes intent, identifies gaps, and maps requirements to produce a ready-to-paste prompt with acceptance criteria and verification steps.

What is prompt engineering gap analysis for bug fixes and refactoring?▼

Prompt engineering gap analysis detects missing intent and scope boundaries in draft prompts, mapping them to workflow components to generate complete prompts for bug fixes, refactoring, and new features.

Can I use prompt optimization for research and documentation scopes?▼

Yes, prompt optimization supports research and documentation scopes by adapting to the detected tech stack and generating prompts that follow a six-phase workflow with clear scope boundaries.

Does the prompt optimizer execute tasks or generate workflow guidance?▼

The prompt optimizer operates in advisory mode only, meaning it never executes tasks itself but instead produces ready-to-paste optimized prompts with workflow guidance and verification steps.

What's the best way to structure prompts for testing and code review?▼

The best way to structure testing and code review prompts is mapping them to ECC components, ensuring outputs follow the six-phase workflow and include explicit acceptance criteria and scope boundaries.