CS
Candidate Scorecard
🔵 Stable🕐 updated 2026-06-30
🔷 SkillSpec L3
pm-recruiting
Turn interview notes into a structured candidate scorecard and hire recommendation. Use when asked to write an interview scorecard, a candidate evaluation, an interview debrief, or to summarize feedback into a hire/no-hire call. Produces a per-competency assessment with evidence and ratings, an overall recommendation with confidence, and the open questions for the next round — evidence-based, bias-aware, and decision-ready.
What to give it
▸The role & competencies — what's being assessed (or use the role's interview kit).
▸Interview notes — what the candidate said/did, ideally with examples.
▸The interview scope — which round/competencies this interviewer covered.
▸Scale — the rating scale to use (e.g. 1–4: strong no / no / yes / strong yes).
✅ The bar it holds itself to
Every skill in this library self-verifies — these are this skill's own quality checks, straight from its definition.
✓Every rating is tied to specific evidence from the interview, not impressions
✓Competencies not actually assessed are marked "Not assessed", not guessed
✓Strengths and risks are concrete and balanced — not a one-sided narrative
✓The recommendation states a confidence level and what would change it
✓Open questions hand the next interviewer something specific to probe
✓No invented quotes/claims; bias-prone "culture fit" is replaced with job-related evidence
⚠️ What it refuses to do
Do not rate on overall vibe — anchor each score to what the candidate actually demonstrated
Do not invent or embellish what they said to justify a rating
Do not score competencies you didn't test — flag them for the next round
Do not hide low confidence behind a confident-sounding verdict — say how sure you are
Do not lean on "culture fit" as a reason — name the specific, job-related concern
Install
npx pm-claude-skills add --agent claude # or codex · cursor · gemini · hermes
# or one-line MCP (every skill, any client):
claude mcp add pm-skills -- npx -y pm-claude-skills-mcpRelated skills
🔌 Embed this skill
Drop this on your blog, docs, or site — it renders a "Run this skill" card:
<div data-pm-skill="candidate-scorecard"></div>
<script src="https://mohitagw15856.github.io/pm-claude-skills/embed.js" async></script>💬 Discussion
Candidate Scorecard is one of 625 open-source professional AI agent skills — all SkillSpec L3.
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