interview-designer

Generate structured interview guides with performance validation and future scenario questions.

Updated May 30, 2026
One-click install
npx skills add https://github.com/zeroix07/mcp-skill-agent --skill interview-designer-zeroix07
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: interview-designer
Source: https://github.com/zeroix07/mcp-skill-agent/tree/main/interview-designer
Command: npx skills add https://github.com/zeroix07/mcp-skill-agent --skill interview-designer-zeroix07

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill eliminates the inefficiency and bias of ad-hoc interview planning, which often leads to poor hiring decisions based on gut feeling or confirmation bias. It replaces unstructured resume review and random question generation with a standardized, evidence-based workflow that ensures objective, role-aligned candidate assessment.

Core Features & Use Cases

  • 3-Phase Evidence-Based Workflow: Integrates Geoff Smart's Topgrading scorecard methodology, Lou Adler's performance-based future simulation, and Daniel Kahneman's bias control principles to create comprehensive, objective interview strategies.
  • Dynamic Role-Tailored Expert Panel: Automatically summons relevant experts (hiring methodology specialists, domain-specific professionals) to tailor questions and assessment criteria to the unique requirements of the target role.
  • Structured Interview Guide Generation: Produces ready-to-use, balanced interview guides that include red flags (concerns), green signals (highlight verification), pressure test questions for past performance, and future scenario simulations to predict on-the-job success.
  • Real-World Use Case: A startup founder preparing to interview a head of growth can use this Skill to first define the role's 12-month success metrics independent of the candidate's resume, scan the resume for gaps and highlights without bias, and generate targeted questions to validate past performance and predict future fit in the role.

Quick Start

Use the interview-designer skill to create a structured, bias-free interview guide for the [target role] position, using the attached job description and candidate resume.

Frequently Asked Questions about interview-designer

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

FAQPage Schema
How do I build a structured interview guide to reduce hiring bias?

Build a structured interview guide by applying an evidence-based workflow that replaces ad-hoc questions with standardized performance validation and future scenario simulations. This ensures objective candidate assessment aligned with role requirements.

What is evidence-based hiring and how does it improve candidate assessment?

Evidence-based hiring improves candidate assessment by replacing gut-feeling evaluations with standardized scorecards and predictive performance questioning. It applies bias control principles to validate past performance and predict future on-the-job success.

How do I generate interview questions that predict on-the-job performance?

Generate predictive interview questions by defining role success metrics independent of the candidate's resume, then creating pressure test questions for past performance and future scenario simulations to validate overall fit.

Can I create structured interview guides for any role or industry?

You can create structured interview guides for any role or industry by using a dynamic expert panel that automatically tailors assessment criteria and future scenario simulations to the unique requirements of the target position.

What's the best way to evaluate a candidate's resume without confirmation bias?

Evaluate a resume without confirmation bias by first defining the role's success metrics independently, then scanning the document specifically to identify gaps and highlights using a standardized evidence-based workflow.

Does structured interview design work for assessing startup leadership roles?

Structured interview design works for startup leadership roles by defining 12-month success metrics beforehand and generating targeted questions to validate past performance and predict future fit without gut-feeling bias.