Culture Fit Question Designer
'Culture fit' is the most abused phrase in hiring — it usually means 'I'd have a beer with them,' which is affinity bias with better PR. The Culture Fit Question Designer builds questions that test shared values and working style, not shared background, and flags the ones you thought were neutral but aren't.
What this skill does
Most "culture fit" interviews fail in the same way. They start from the values poster — written by founders, signed off by HR — rather than from how work actually gets done on a Tuesday afternoon. The skill begins by forcing an honest culture definition: how decisions get made, how feedback is delivered, how conflict is handled, how hours actually work, and the hardest single question — "what's hard about working here that the right person would enjoy?" Every culture has edges. Naming them helps find people who thrive in them, not just tolerate them.
The next move is separating legitimate alignment criteria from bias-risk ones. Communication style compatibility, feedback receptiveness, decision-making approach — fair to assess, directly tied to performance. Energy level, "vibe," shared hobbies, displays of passion in the interview — these correlate with background, not job outcomes. Several common culture questions also disadvantage autistic, ADHD, and other neurodivergent candidates by rewarding social performance in the interview itself. Those get flagged and replaced with questions about work outputs and explicit working style preferences.
Questions are behavioural — "tell me about a time when" — not hypothetical. Hypotheticals get rehearsed answers; past behaviour reveals actual values. Each question comes with what alignment and misalignment look like in the answer, written specifically to this culture, not as a generic template. Misalignment isn't framed as wrong — it's framed as "not right for this environment," because the same person who'd struggle in a Series A startup might be excellent in a structured enterprise team.
Culture-add gets a separate score. What perspective, experience, or approach does this candidate bring that the existing team currently lacks? This is the antidote to culture-clone hiring. A candidate who shares the values but brings a different angle is more valuable than a carbon copy.
The skill also assumes culture changes. A 10-person startup assesses for different things than a 50-person scale-up — so the question set is meant to be reviewed every 6–12 months or after any meaningful change (funding round, remote transition, leadership change). And it ships a working-style supplement for distributed teams, because physical-office signals are absent and the assessment has to reach for something else.
When this triggers
- ·Your last few culture-fit hires all look, sound, and think alike — and the team has gone quietly homogeneous
- ·You want questions that assess values, not personality or social compatibility
- ·You're building an interview loop and 'culture fit' is the section nobody knows how to run
- ·You suspect your existing culture questions are coded for extroversion, neurotypicality, or shared background
- ·You want to assess culture-add alongside culture-fit so the team gets stronger, not more uniform
Example
Trigger
User: 'Series A startup, 12 people, direct feedback culture, fast-moving, async-first. Build culture interview questions that don't just hire people who already think like us.'
Output
Honest culture definition (not the values poster): Direct feedback, async-default, low-process, decisions made by the person closest to the problem. Hard part: silence is interpreted as agreement. Legitimate alignment criteria (assess these): · Feedback receptiveness · Autonomy preference · Async communication habits · Decision-making approach Bias-risk criteria (do NOT assess): · "Energy" or extroversion · Social hobbies · "Passion" displays in interviews · Communication style that's really about accent or neurodivergence Sample question — feedback receptiveness: "Tell me about a time you received feedback that was hard to hear. What did you do?" Alignment: welcomes directness, has examples of giving and receiving tough feedback, names what they changed. Misalignment: gets defensive describing it, frames the feedback as wrong rather than useful. Plus: 10 more questions, culture-add scorecard, neurodiversity notes for each question.
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- 229-line SKILL.md, ready to drop into ~/.claude/skills/
- Tested through 3 Karpathy-loop iterations (versions v1.0.0 → v1.3.0)
- Triggers automatically when relevant — no command to remember
- Lifetime updates as the skill is refined further
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