Agent skill · product strategy · alirezarezvani
interview-system-designer
Use when designing a hiring loop, competency matrix, scoring rubric or question bank, or checking interviewer calibration. Plans the loop per role with interview_planner.py.
Why this skill is useful
Adds a Python script for generating structured interview loops and scoring rubrics that are tailored to specific roles and levels.
What it needs
Requires python3 installed locally. About 1k tokens when loaded. Last updated 2026-08-05. 23,939 stars on the source repository.
What this skill does
Interview System Designer Comprehensive interview loop planning and calibration support for role-based hiring systems. Overview Use this skill to create structured interview loops, standardize question quality, and keep hiring signal consistent across interviewers. Core Capabilities Interview loop planning by role and level Round-by-round focus and timing recommendations Suggested question sets by round type Framework support for scoring and calibration Bias-reduction and process consistency guidance Quick Start Recommended Workflow 1. Run scripts/interviewplanner.py to generate a baseline loop. 2. Align rounds to role-specific competencies. 3. Validate scoring rubric consistency with interview panel leads. 4. Review for bias controls before rollout. 5. Recalibrate quarterly using hiring outcome data. References references/interview-frameworks.md references/biasmitigationchecklist.md references/competencymatrixtemplates.md references/debrieffacilitationguide.md Common Pitfalls Overweighting one round while ignoring other competency signals Using unstructured interviews without standardized scoring Skipping calibration sessions for interviewers Changing hiring bar without documenting rationale Best Practices 1. Keep round objectives explicit and non-overlapping. 2. Require evidence for each score recommendation. 3. Use the same baseline rubric across comparable roles. 4. Revisit loop design based on quality-of-hire outcomes.
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills alirezarezvani/interview-system-designer--098687