AI Interview Assistant: Clarify Project Requirements Effortlessly

AI Interview Assistant: Clarify Project Requirements Effortlessly

The AI Interview Assistant skill is designed to assist developers and teams in clarifying project requirements when the task details are initially vague or communicated informally. This skill facilitates a structured approach to gathering complete and actionable requirements for further processing through testing skills.

What this skill does

• Scope and Context: Initiates by asking 3-4 key questions to determine the scope and context, such as what feature or element is being tested, where it is located, the task type (e.g., new functionality, regression, bug), and the platform involved (desktop, mobile, or both).
• Behaviour and Acceptance Criteria: Based on the initial responses, it inquires about the expected correct behaviour (happy path), edge cases, UI states (loading, error, empty, disabled), and any integrations with APIs or external services.
• Clarification of Gaps: If critical information gaps remain after the initial rounds, it proceeds with one additional round, grouping related questions to fill those gaps. The process includes a maximum of three rounds to ensure thorough requirement collection.

Who it is for

• Developers working on projects with initially informal or unclear task descriptions.
• Project managers coordinating development work without detailed initial requirements.
• QA teams needing structured requirement inputs for effective testing.

Use cases

• When a task is described verbally or in broad terms and lacks formal documentation.
• In situations where acceptance criteria, mockups, or a defined scope are not available.
• During initial project phases to ensure clarity before starting development or testing work.

Technical details

• This skill operates within AI coding agent environments such as Claude Code, Cursor, and Codex.
• It utilizes capabilities such as ai-agents, aiapplication, and interview for processing tasks.

Source & Licence

This package is built on open-source work published by akovalion (akovalion/paranoid-qa) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.