How does it handle large, complex tasks?

For 'Epic' scope tasks, the optimizer suggests multi-prompt splitting strategies and recommends using the blueprint skill with session-management commands.

What happens if my prompt is too vague?

The skill performs a missing context scan. If three or more critical pieces of information are missing, it will ask you targeted questions before generating the final prompt.

Does it support languages other than English?

Yes, it fully supports Chinese prompt optimization and will provide its analysis and optimized output in the same language used by the user.

Does the Prompt Optimizer execute tasks or write code?

No, it is strictly an advisory tool. It analyzes your request and provides an optimized prompt for you to paste and run, but never performs the implementation itself.

Can it detect my project's programming language?

Yes, it scans for files like package.json, requirements.txt, or Cargo.toml to tailor the generated prompt to your specific tech stack.

Prompt Optimizer for Claude Code

Name: Prompt Optimizer for Claude Code
Author: lyxjack

bylyxjack

•

Productivity & Workflow

Transforms draft instructions into high-fidelity, component-aware prompts by analyzing intent and project context.

The Prompt Optimizer acts as a specialized advisory layer for Claude Code, bridging the gap between vague user requests and precise execution. It performs a multi-phase analysis of your draft prompts, automatically detecting your project's tech stack and project-specific conventions. By mapping your intent to the ECC ecosystem's specific commands, skills, and agents, it provides a ready-to-paste optimized prompt. It ensures all critical context—such as acceptance criteria, security requirements, and testing expectations—is addressed before you begin a task, significantly improving the quality and reliability of AI-generated code.

Key Features

011 GitHub stars

02Automatic tech stack detection from project configuration files

03Intent classification across features, bug fixes, refactoring, and more

04Multi-phase workflow and model recommendations based on task scope

05ECC component matching for commands, skills, and specialized agents

06Missing context gap analysis with targeted clarification questions

Use Cases

01Converting a simple request into a comprehensive TDD-driven prompt

02Architecting complex multi-session migrations using the blueprint skill

03Ensuring tech-stack-specific patterns are included in implementation prompts

Key Features

011 GitHub stars

02Automatic tech stack detection from project configuration files

03Intent classification across features, bug fixes, refactoring, and more

04Multi-phase workflow and model recommendations based on task scope

05ECC component matching for commands, skills, and specialized agents

06Missing context gap analysis with targeted clarification questions

Use Cases

01Converting a simple request into a comprehensive TDD-driven prompt

02Architecting complex multi-session migrations using the blueprint skill

03Ensuring tech-stack-specific patterns are included in implementation prompts