What does this skill do?

The Prompt Optimizer Skill analyzes draft prompts, identifies their intent and shortcomings, and generates an optimized prompt ready for use in the ECC ecosystem. It detects the project stack, classifies the underlying task, assesses its scope, and maps the recommended ECC components (commands, skills, agents) to produce optimal results.

Improving a Vague Prompt
Convert instructions such as "make me a login page" into a structured prompt that includes a stack, requirements, workflow, and scope limits.
Detect missing context
Determine whether the prompt is missing critical criteria such as stack, scope, security, or tests, and ask questions for clarification.
Mapping ECC Components
Link intent and scope to specific commands (/plan, /tdd), skills (tdd-workflow), and agents (code-reviewer).
Scope Assessment
It determines the scope of the task (TRIVIAL, LOW, MEDIUM, HIGH, EPIC) and suggests the appropriate AI model for each level.

Usage examples

📝 Optimize basic prompt
Optimize this prompt: "Help me create a login page"
🏗️ A major undertaking
Improve my prompt: "Migrate our monolith to microservices"
🐛 Vague bug fix
Rewrite this prompt: "The payment button isn't working. Fix it."
🤔 I don't know how to write it
I don't know how to write the prompt to add OAuth authentication to my API. Can you help me structure it?

Features

Automatic Project Detection Analyze configuration files (package.json, go.mod, pyproject.toml) to identify the technology stack and existing conventions.
Intent Classification Identify the type of underlying task: New Feature, Bug Fix, Refactoring, Research, Testing, Review, Documentation, Infrastructure, or Design.
Scope Assessment It determines the scope of the task (TRIVIAL to EPIC) based on the files and domains involved, and recommends the appropriate AI model.
Mapping to ECC Components Link the task to specific commands, skills, and agents in the ECC ecosystem to create a complete and structured workflow.
Output in two versions Generate a complete, optimized prompt (including workflow, safety, and limits) and a quick, compact version for experienced users.

Frequently asked questions

No. It acts solely as an advisor: it analyzes, diagnoses, and generates an optimized prompt that’s ready to copy and paste, but it doesn’t perform the task itself.
It is a set of components (commands such as /plan or /tdd, skills such as tdd-workflow, and agents such as code-reviewer) that organize AI-driven work within development workflows.
Yes. It automatically detects the project's stack from configuration files and adapts the optimized prompt to existing conventions.
If three or more key elements are missing (stack, scope, security, tests), the skill generates up to three clarifying questions before creating the final prompt.
Prompt Optimizer — Clear and Effective Prompts with Claude AI

¿Prefieres escuchar el contenido? Genera la narración de audio con un clic.