Question Generator Skill

Generate tailored interview questions and expected answers from candidate profiles and job descriptions.

Updated Feb 1, 2026
One-click install
npx skills add https://github.com/sabyunrepo/IaaS --skill question-generator-skill
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Question Generator Skill
Source: https://github.com/sabyunrepo/IaaS/tree/main/docs/architecture/skills/question-generator
Command: npx skills add https://github.com/sabyunrepo/IaaS --skill question-generator-skill

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the creation of customized interview questions and expected answer scripts by synthesizing information from candidate profiles, code analysis, and job descriptions.

Core Features & Use Cases

  • Contextual Question Generation: Creates questions based on specific skills, code implementations, and job responsibilities.
  • Tailored Difficulty & Category Balancing: Adjusts question difficulty and type based on the candidate's experience level.
  • Expected Answer & Evaluation Guidance: Provides key points, examples, and scoring criteria for each question.
  • Interview Script Formatting: Compiles all generated content into a structured script for interviewers.
  • Use Case: Generate a set of 10 interview questions for a Senior Python Developer role, focusing on system design and problem-solving, complete with expected answers and evaluation rubrics.

Quick Start

Use the question generator skill to generate interview questions for job ID 'job-123' with a focus on Python and a 'senior' experience level.

Frequently Asked Questions about Question Generator Skill

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate tailored interview questions based on a candidate's code analysis and job description?

To generate tailored interview questions, this Skill integrates candidate profiles, code analysis, and job descriptions to create contextual questions and expected answer scripts. It adjusts difficulty based on experience level and provides structured scripts with evaluation criteria.

Can I create interview questions for specific technical concepts and code implementations?

Yes, you can create interview questions for specific technical concepts and code implementations. The Skill generates contextual questions based on code implementations, job responsibilities, and candidate experience level, complete with key points and scoring criteria.

How do I generate a structured interview script with expected answers and evaluation rubrics?

You generate a structured interview script by inputting a job ID, target skills, and experience level. The Skill compiles questions, expected answers, and evaluation guidance into a formatted script for interviewers to use during recruitment assessment.

What is the best way to balance question difficulty and categories for different experience levels?

The best way to balance question difficulty and categories is to specify the candidate's experience level during generation. The Skill automatically adjusts question difficulty and type based on the input level, covering technical, behavioral, and problem-solving aspects.

Does the question generation process support behavioral interview questions?

Yes, the question generation process supports behavioral aspects. It utilizes LLM to dynamically generate questions based on technical concepts, code implementation, and behavioral aspects, providing a comprehensive assessment script for interviewers.

Are there limitations when generating interview questions for roles without code analysis input?

The Skill is designed to synthesize information from candidate profiles, code analysis, and job descriptions. Generating questions without code analysis input may limit the depth of code implementation questions, focusing primarily on technical concepts and behavioral aspects.