Candidate Screening
Scores job applicants against 8 universal hire-bar traits, not just a resume checklist
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 15, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 9d1fa4f
Ran both a generic resume review and the skill's 8-trait framework on two synthetic applications; the baseline called both candidates 'relevant, interview optional', while the skill's framework flagged the passive-language candidate ('was responsible for', 'worked closely with the team') as a hard Pass using the exact red-flag pattern the doc names, and gave the self-initiated, metric-backed candidate a Must Interview with cited evidence per trait.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 9/10
- Docs & honesty 5/5
What Candidate Screening does
Screens Greenhouse (or manually-supplied) job applicants against 8 universal traits — high agency, grit, evidence of impact, technical depth, AI-nativeness, communication, world-class-at-something, and being an interesting person — plus role-specific criteria, producing a scored table and a Must Interview / Worth Exploring / Pass verdict. Triggers on 'screen candidates', 'review applicants', 'run candidate screening', 'check new applications', or 'evaluate candidates'.
How to install Candidate Screening
git clone https://github.com/dazuck/operator-skills
cd operator-skills
mkdir -p ~/.claude/skills
cp -r skills/candidate-screening ~/.claude/skills/candidate-screening
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Candidate Screening
-
/candidate-screeningScores job applicants against 8 universal hire-bar traits, not just a resume checklist
It also activates on plain-language prompts like these:
-
Screen these two Full-Stack Engineer applicants against our hire-bar traits -
Review new Greenhouse applications and flag who's worth interviewing -
Evaluate this candidate's resume for agency, grit, and evidence of impact
Frequently asked questions
- Is the Candidate Screening skill free?
- Yes. The skill itself is free from dazuck/operator-skills. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Candidate Screening work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 15, 2026. Verdict: Tested · Works. Ran both a generic resume review and the skill's 8-trait framework on two synthetic applications; the baseline called both candidates 'relevant, interview optional', while the skill's framework flagged the passive-language candidate ('was responsible for', 'worked closely with the team') as a hard Pass using the exact red-flag pattern the doc names, and gave the self-initiated, metric-backed candidate a Must Interview with cited evidence per trait.
- What is the Candidate Screening SkillProof Score?
- 9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
- How do I install Candidate Screening?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Candidate Screening with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.