prompt-optimizer

Analyze draft prompts and map them to ECC workflow components.

2|Updated Mar 20, 2026
One-click install
npx skills add https://github.com/multiplex-ai/muggle-ai-teams --skill prompt-optimizer-multiplex-ai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/multiplex-ai/muggle-ai-teams/tree/main/skills/prompt-optimizer
Command: npx skills add https://github.com/multiplex-ai/muggle-ai-teams --skill prompt-optimizer-multiplex-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill analyzes a draft prompt, identifies intents and gaps, and maps them to ECC ecosystem components to produce a complete, optimized prompt that the user can paste and run.

Core Features & Use Cases

  • Analyze prompts for intent, scope, and required ECC components (skills, commands, agents, hooks).
  • Generate a structured, paste-ready prompt aligned with common ECC workflows (plan, tdd, code-review, verify).
  • Provide guidance on lifecycle choices (EPIC/blueprint, multi-phase execution) and model recommendations.

Quick Start

Paste a draft prompt and request optimization to receive an ECC-ready, pasteable 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 Claude Code workflows?

Prompt optimization analyzes your draft prompt to identify intents and gaps, mapping them to ECC ecosystem components to produce a complete, paste-ready prompt aligned with plan, tdd, code-review, and verify workflows.

What is ECC prompt analysis and when do I need it?

ECC prompt analysis evaluates a draft prompt against common intents like new feature, bug fix, refactor, research, testing, review, and EPIC, mapping requirements to ECC workflow phases to ensure complete task context and verification steps.

Can I use prompt optimization for multi-phase execution and lifecycle planning?

Yes, prompt optimization provides guidance on lifecycle choices including EPIC/blueprint planning and multi-phase execution, aligning your prompt with appropriate ECC components and offering model recommendations for complex workflows.

Does the optimized prompt execute code or just return the prompt description?

The optimized prompt returns a self-contained prompt description only. No execution is performed by this skill; it outputs task context, detected tech stack, required verification steps, acceptance criteria, and scope boundaries for you to paste and run.

What components are included in an ECC-ready optimized prompt?

An ECC-ready optimized prompt includes task context, detected tech stack, required /plan /tdd /verify steps, acceptance criteria, verification steps, and scope boundaries, mapping to relevant ECC ecosystem components like skills, commands, agents, and hooks.