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Prompt Optimizer

  • 1.6k installs
  • 238k repo stars
  • Updated August 5, 2026
  • affaan-m/ecc

This is a copy of prompt-optimizer by affaan-m - installs and ranking accrue to the original listing.

prompt-optimizer is an ECC agent skill that rewrites vague or weak prompts into precise, ECC-aware instructions for developers who need Claude Code or Cursor agents to execute tasks reliably on the first attempt.

About

prompt-optimizer is an ECC (Everything Claude Code) skill that turns vague or weak prompts into precise, ECC-aware instructions Claude Code or Cursor can execute reliably. It targets developers who struggle with ambiguous agent requests that produce inconsistent edits, missed constraints, or partial implementations. The skill aligns phrasing with ECC conventions so downstream agents inherit clear scope, constraints, and success criteria. Reach for prompt-optimizer before kicking off complex multi-file changes, refactors, or workflow automations where prompt quality directly affects output. The repository notes a Japanese translation is in progress; the English ECC origin skill defines the authoritative behavior.

  • Analyzes raw prompts for intent, gaps, and clarity
  • Matches prompts to ECC skills, commands, agents, and hooks
  • Outputs a ready-to-paste optimized prompt
  • Advisory role only — never executes the requested task
  • Supports both English and Chinese trigger phrases

Prompt Optimizer by the numbers

  • 1,569 all-time installs (skills.sh)
  • +99 installs in the week ending Aug 5, 2026 (Skillselion tracking)
  • Security screen: LOW risk (skills.sh audit)
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/affaan-m/ecc --skill prompt-optimizer

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Listed on Skillselion
Installs1.6k
repo stars238k
Security audit3 / 3 scanners passed
Last updatedAugust 5, 2026
Repositoryaffaan-m/ecc

How do you write reliable prompts for Claude Code agents?

Turn vague or weak prompts into precise, ECC-aware instructions that Claude Code or Cursor can execute reliably.

Who is it for?

Developers using Claude Code or Cursor who repeatedly get inconsistent agent output from underspecified or ambiguous prompts.

Skip if: Developers who already maintain detailed PRDs, structured issue templates, or automated test-driven agent workflows with fixed schemas.

When should I use this skill?

A user's agent prompt is vague, underspecified, or failing to produce reliable Claude Code or Cursor execution.

What you get

Refined ECC-aware prompt text with explicit scope, constraints, and execution-ready instructions.

  • Optimized ECC-aware prompt text

Files

SKILL.mdMarkdownGitHub ↗

prompt-optimizer - 日本語翻訳進行中

このファイルの翻訳は実装中です。英語版は元のスキルファイルを参照してください。

詳細は:D:/tmp/everything-claude-code/skills/prompt-optimizer/SKILL.md

Related skills

How it compares

Use prompt-optimizer to sharpen agent instructions before complex coding tasks instead of retrying the same vague prompt multiple times.

FAQ

What does prompt-optimizer improve?

prompt-optimizer rewrites weak or vague prompts into precise, ECC-aware instructions so Claude Code or Cursor agents execute tasks with clearer scope, constraints, and fewer missed requirements.

Which agents does prompt-optimizer target?

prompt-optimizer targets Claude Code and Cursor agents within the Everything Claude Code (ECC) ecosystem, shaping prompts so they follow ECC conventions and execute more reliably.

Is Prompt Optimizer safe to install?

skills.sh reports 3 of 3 security scanners passed. Review the Security Audits panel on this page before installing in production.

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