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Role Fit Evaluator

Half the jobs you skip you'd be great for. Half the jobs you apply to are wrong-fit and waste your time. The Role Fit Evaluator gives you an honest read on a posting — where you match, where you don't, what the posting reveals about the company, and whether to apply.

What this skill does

The fit assessment most people do themselves is bimodal — either "they'll never pick me, I won't bother" or "I'll throw it in and hope." Both waste time. The first means you skip stretch roles you'd win; the second means you spend energy on roles whose red flags you talked yourself out of seeing. An honest assessment changes both behaviours.

Requirement-by-requirement scoring runs first. Each line from the posting is rated Strong, Partial, or Gap with the specific evidence from your background. The 70% rule applies: if you match 70% of the required qualifications, you should apply — most postings describe an ideal candidate who doesn't exist, and the people who hit 100% are over-qualified and bored within six months. Required and preferred are weighted differently. Gaps in required matter; gaps in "preferred" rarely do.

The culture-signal decoder is where the skill earns its keep. "Fast-paced environment" often means understaffed. "Self-starter" can mean no management support. "Family atmosphere" can mean blurred boundaries and weekend Slack. "Unlimited PTO" routinely means nobody takes any. A posting reposted three times in six months means they can't fill it or can't retain people. A 1,500-word posting often means two roles crammed into one. These signals don't auto-disqualify a role — they tell you what to ask in the screen before you invest further interview cycles.

The recommendation is unambiguous. Strong Fit, Good Fit with Gaps, Stretch Role Apply Strategically, Poor Fit Don't Apply, or Good Fit Bad Job. Each comes with positioning guidance if you should apply (how to frame the gaps honestly, which transferable experience to lead with) or skill-building guidance if you shouldn't (what specifically you'd need to build before this kind of role is realistic). And remote/hybrid language gets decoded separately, because "remote-friendly" and "hybrid (3 days in office)" and "flexible" mean wildly different things in practice.

When this triggers

  • ·You're staring at a posting that looks like a stretch and don't know if you should bother
  • ·You're about to apply to a role with several amber flags you're trying to rationalise
  • ·You've been applying broadly and want to filter the next batch more honestly
  • ·You want to decode what 'fast-paced, self-starter, family atmosphere' actually means
  • ·You're getting offers from roles you don't want and missing the ones you would

Example

Trigger

User pastes a head-of-product posting and says: 'I have 6 years PM experience, never managed a team formally, never reported to a CEO. Worth applying?'

Output

Skills match: 7/10 Strong: discovery, roadmap, stakeholder management, B2B SaaS context. Partial: cross-functional leadership (you've influenced without authority — defensible). Gap: direct people management. The posting says "manage a team of 5" — that's a real gap, not a stretch. Experience level: 6/10 Posting reads as a head-of-product role with VP-of- product responsibilities ("own the product org," "report to CEO," "set 3-year strategy"). The 6-year requirement is calibrated low for what they're actually asking. Culture signals — amber: · "Fast-paced" + "wear many hats" + no team-size info · Salary range missing (often below-market) · Posted twice in 5 months (can't fill or can't retain) Recommendation: Stretch Role — Apply Strategically. Frame the people-management gap as influence leadership with a specific example. Ask three diagnostic questions in the screen: team size now, reason role keeps reopening, salary band before you invest further.

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What you get

  • 176-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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