How does the skill handle missing information in an issue?

If the skill detects a critical ambiguity (such as a request for 'authentication' without specifying the protocol), it will immediately fail with a specific message detailing what information is missing.

What project files does the skill examine for context?

The skill searches for architectural patterns in existing source files and reads documentation files like CLAUDE.md and the .ai/ directory to understand your project's specific conventions.

What does 'Mode AUTO' mean for this skill?

Mode AUTO allows the skill to proceed through the discovery and validation phases without requiring manual user confirmation, provided the requirements are clear and unambiguous.

Does this skill modify my source code?

No, this skill is focused entirely on comprehension and validation. It reads your project structure and updates a workflow state file, but it does not perform implementation.

Automated Requirement Discovery

Name: Automated Requirement Discovery
Author: atournayre

byatournayre

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Productivity & Workflow

Analyzes GitHub issues and project context to automatically validate and summarize development requirements before implementation.

The Automated Requirement Discovery skill is designed for high-efficiency development workflows within Claude Code. It automates the 'Phase 1' discovery process by ingesting structured data from GitHub issues, evaluating them for clarity, and cross-referencing requirements against the existing codebase. By identifying architectural patterns and existing files, it ensures the AI has a comprehensive understanding of the task. Built for 'zero-checkpoint' operations, it accelerates the dev cycle by failing fast on ambiguous requests while automatically validating clear ones, ensuring a seamless transition from planning to coding.

Key Features

01Intelligent ambiguity detection with fail-fast error reporting

02Automated project context exploration (CLAUDE.md and .ai/ files)

03Zero-interaction requirement validation and analysis

04Automated GitHub issue parsing and state management

05Structured comprehension summaries with architectural pattern matching

068 GitHub stars

Use Cases

01Automating the pre-development analysis phase for CI/CD pipelines

02Standardizing the transition from GitHub issues to implementation-ready tasks

03Validating technical requirements and project context without manual oversight

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add atournayre/claude-marketplace auto-discover

For use in Claude.ai and ChatGPT

Download Skill