SkillsLib.ai

Interview Questions

Generate role-specific interview questions with standardized scoring rubrics

4.1(46 reviews)
100+ downloads
Updated Sep 2026
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What You Can Do

You can build defensible, role-specific interview question banks calibrated to your competency framework, job level, and seniority requirements. Claude generates three question types—behavioral (STAR-format compatible), technical (with difficulty tiers), and cultural/values questions—each paired with explicit scoring rubrics so your entire hiring team assesses candidates against the same standards, reducing bias and improving inter-rater reliability.

Features

Behavioral questions aligned to STAR format for consistent competency evaluation
Technical questions with difficulty tiers (junior, mid-level, senior) and clear evaluation criteria
Cultural and values questions tailored to your company mission and team dynamics
Built-in scoring rubrics for each question to standardize interviewer calibration
Role-specific and seniority-matched questions that reflect actual job requirements
Question bank organization by competency cluster for easy reference during interviews
Bias-reduction framework embedded in question design and rubric language

Example Output

Behavioral Question Example:

Question: "Tell me about a time when you had to collaborate with someone whose working style was very different from yours. What did you do?"

Scoring Rubric:

  • 3 (Exemplary): Describes specific differences, took initiative to understand their approach, adjusted own style, achieved positive outcome
  • 2 (Proficient): Acknowledged differences, made some effort to adapt, outcome was acceptable
  • 1 (Developing): Minimal adaptation, focused on own perspective

Technical Question Example:

Question (Mid-level): "Walk me through how you'd optimize a database query that's running slowly on a table with 10M+ rows."

Evaluation Criteria: Identifies indexing strategy, discusses query execution plan analysis, considers data distribution, explains trade-offs between read/write performance

Cultural Question Example:

Question: "Our team values radical transparency. Can you give an example of when you shared difficult feedback openly? What was the outcome?"

Rubric: Specific example, demonstrates discomfort managed professionally, focuses on impact and learning

What's Included

  • SKILL.md instruction file with behavioral, technical, and cultural question frameworks:
  • Question Bank Template organized by role, level, and competency cluster:
  • Scoring Rubric Framework with 3-4 performance tiers and calibration guidance:
  • Interviewer Calibration Checklist to align hiring team on standards before interviews:
  • STAR Format Guide for behavioral question evaluation and follow-up probes:

Who It's For

  • Recruiting coordinators building standardized question sets for high-volume hiring
  • Hiring managers preparing for structured interviews across direct reports
  • Talent acquisition leaders designing consistent assessment processes across departments
  • HR teams training interviewers on bias-reduction and calibration
  • Executive recruiters conducting calibration exercises for hiring committees

Best For

  • Building question banks for new roles or newly opened requisitions
  • Preparing for high-volume hiring campaigns requiring consistency and defensibility
  • Refreshing outdated question banks misaligned with current job requirements
  • Training and calibration exercises for interviewer alignment
  • Designing structured interview processes that reduce legal and hiring bias risks

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