How are the automated decisions documented?

All decisions are logged into a local workflow state JSON file, allowing developers to review, audit, or revert choices made during the automated phase.

What kind of heuristics does the skill apply?

It applies rules for edge cases (null/empty handling), error management (PSR-3 logging), performance (caching limits), and security (input whitelisting).

Does the Auto-Clarify skill ask for user confirmation?

No, this skill is specifically designed for 'Zero AskUserQuestion' workflows, making decisions automatically based on predefined heuristics to maximize efficiency.

Is this skill compatible with existing project patterns?

Yes, it specifically prioritizes reusing existing patterns detected in earlier exploration phases of the development workflow to maintain consistency.

Dev Workflow Auto-Clarify

Name: Dev Workflow Auto-Clarify
Author: atournayre

byatournayre

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생산성 및 워크플로

Automates the resolution of development ambiguities using predefined heuristics to ensure a seamless, zero-interaction coding workflow.

Dev Workflow Auto-Clarify is a specialized Claude Code skill designed to eliminate developer bottlenecks during the implementation phase of a project. By applying a robust set of heuristics to common architectural questions—such as error handling, security validation, and performance caching—this skill makes intelligent, automated decisions based on existing project patterns. It is particularly effective in Phase 3 of a development workflow, allowing the AI to proceed with complex tasks without requiring constant user input, while documenting every decision in a persistent state file for full transparency.

주요 기능

018 GitHub stars

02Persistent workflow state tracking via JSON documentation

03Built-in security rules for input validation and output escaping

04Standardized error handling with typed business exceptions

05Automated pattern detection for seamless project integration

06Zero-prompt ambiguity resolution using intelligent heuristics

사용 사례

01Standardizing architectural decisions across Symfony and PHP environments

02Automating routine code design choices in headless or CI/CD-driven environments

03Accelerating feature development by bypassing manual clarification prompts

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add atournayre/claude-marketplace auto-clarify

For use in Claude.ai and ChatGPT

Download Skill