prompt-optimizer

Analyze prompt intent and generate ECC-aligned optimized prompts.

1|Updated Mar 3, 2026
One-click install
npx skills add https://github.com/samymity/bridge-ventures-backend --skill prompt-optimizer-samymity
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-optimizer
Source: https://github.com/samymity/bridge-ventures-backend/tree/main/.claude/skills/prompt-optimizer
Command: npx skills add https://github.com/samymity/bridge-ventures-backend --skill prompt-optimizer-samymity

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps you improve vague or incomplete prompts by analyzing intent, identifying gaps, and producing a ready-to-paste optimized prompt aligned with an ECC workflow.

Core Features & Use Cases

  • Prompt intent & gap analysis: diagnoses what the user is trying to achieve and what critical details are missing.
  • ECC ecosystem matching: recommends and structures the prompt around relevant ECC components (skills/commands/agents/hooks).
  • Advisory-only output: generates an optimized prompt without executing the underlying task.

Quick Start

Say optimize prompt and paste your draft prompt so it can be rewritten into an ECC-ready version with clear scope, requirements, and workflow steps.

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 rough prompt for workflow orchestration?

To optimize a rough prompt, analyze its intent, detect missing context, and align the output with ecosystem components. This advisory process produces a ready-to-paste prompt with explicit workflow steps, scope boundaries, and verification criteria.

What is prompt intent and gap analysis for coding tasks?

Prompt intent and gap analysis diagnoses what you are trying to achieve and identifies critical missing details. It restructures vague inputs into actionable guidance with clear requirements and acceptance criteria for coding or planning tasks.

Can I use prompt optimization to generate clarification questions?

Yes, prompt optimization detects missing context within your raw input and generates clarification questions. This ensures the final advisory output includes all necessary requirements and scope boundaries before you execute the workflow.

What's the best way to turn a vague prompt into an actionable ask?

The best way to turn a vague prompt into an actionable ask is diagnosing intent and matching it to ecosystem components. This yields an optimized, ready-to-paste prompt with explicit acceptance criteria and verification steps.

Does prompt optimization execute the underlying coding or planning task directly?

No, prompt optimization generates an advisory, ready-to-paste optimized prompt without executing the underlying task. It strictly focuses on improving prompt quality for coding, planning, review, or workflow orchestration rather than direct execution.