prep-an-interviewer

Generate interviewer prep briefs with candidate background and rubric-aligned questions.

2|Updated May 8, 2026
One-click install
npx skills add https://github.com/akiotanaka847/qaio-desktop --skill prep-an-interviewer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prep-an-interviewer
Source: https://github.com/akiotanaka847/qaio-desktop/tree/main/store/agents/people/.agents/skills/prep-an-interviewer
Command: npx skills add https://github.com/akiotanaka847/qaio-desktop --skill prep-an-interviewer

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill generates a fast, scannable interviewer-side one-page interview prep brief that turns rubric criteria and candidate context into actionable questions and an explicit scoring sheet.

Core Features & Use Cases

  • Candidate-based interviewer brief: Produces a background summary, the interviewer’s focus areas, likely questions with “what strong looks like,” and red flags to probe—grounded only in the candidate record.
  • Rubric-aligned scoring: Writes a per-question 0–3 scoring rubric mapped to the candidate’s hiring level using your leveling framework.
  • Prevents panel duplication: Appends a new interviewer section into the candidate’s loop file without overwriting prior interviewer briefs.

Quick Start

Ask the agent to prep an interviewer for {candidate} by providing the candidate record, the role rubric, the interviewer name and focus area, and the target hiring level.

Frequently Asked Questions about prep-an-interviewer

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

FAQPage Schema
How do I create an interviewer brief for a panel interview?

An interviewer brief is generated as a scannable one-page interview prep document containing candidate background, focus areas, likely questions, red-flag probes, and a 0–3 scoring rubric mapped to the role's hiring level.

How do I prevent duplicate questions across interviewers in a panel?

Panel interview duplication is prevented by appending each interviewer's tailored section into the candidate's shared loop file, ensuring subsequent interviewers see prior questions without overwriting existing briefs.

What do I need to generate an interview prep brief with a scoring rubric?

Generating a rubric-aligned scoring brief requires access to people context, a role rubric file defining target hiring level criteria, and a candidate record file to ground the interviewer's focus areas and red-flag probes.

Can I generate interview questions based on a specific candidate's background?

Candidate-based interviewer briefs produce likely questions and 'what strong looks like' benchmarks grounded only in the provided candidate record, rather than generic question banks, ensuring relevance to the specific applicant.

Does the interview prep brief support level-specific scoring criteria?

Per-question 0–3 scoring rubrics are explicitly mapped to the candidate's target hiring level using your leveling framework, ensuring evaluation criteria match the expected seniority and role requirements.