talent-screen

Score and rank candidate resumes against a weighted rubric with quoted evidence per criterion.

Updated Sep 11, 2026
One-click install
npx skills add https://github.com/JYeswak/grok_bot_playground --skill talent-screen-jyeswak
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: talent-screen
Source: https://github.com/JYeswak/grok_bot_playground/tree/main/plugin/skills/talent-screen
Command: npx skills add https://github.com/JYeswak/grok_bot_playground --skill talent-screen-jyeswak

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Resume screening often fails silently: criteria applied from memory instead of a stated rubric, scores with no quoted evidence, and shortlists that hide their method. This Skill turns a set of resumes into a scored screen where every criterion score cites the exact resume lines behind it, so hiring managers get a verifiable ranking instead of an opinion wearing a number. ## Core Features & Use Cases - Evidence-cited scoring: Every criterion score includes the weight and quoted resume lines that earned it; missing evidence is marked as missing, never scored as zero-talent. - Transparent ranking: Weighted totals are shown with full arithmetic, and each shortlist row carries a one-line reason plus its strongest evidence items. - Screen diffing: Compares against the prior run's scores to report new entries, exits, and rank moves with the evidence that caused them. - Use Case: A hiring manager hands over 30 resumes for a backend engineer role with a rubric of relevant years, shipped artifacts, and domain match. The Skill produces a dated markdown screen with a scored table, ranked shortlist, verification questions, and the one candidate most needing human judgment. ## Quick Start Screen the resumes in this folder against the role rubric for the senior engineer position and produce a ranked shortlist with cited evidence for each score.

Frequently Asked Questions about talent-screen

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

FAQPage Schema
How do I screen resumes against a scoring rubric?▼

Provide the candidate set with stable ids, the role rubric with weighted criteria, and the role context as the hiring manager stated it. The Skill scores each resume per criterion with quoted evidence, totals the weighted scores transparently, and produces a ranked shortlist with reasons.

How to compare two candidate sets on the same rubric?▼

Run the screen on each set using the identical stated rubric and weights, such as inbound versus sourced applicants. Because every score cites resume lines and shows its arithmetic, the two screens can be compared criterion by criterion without hidden method differences.

Can this Skill contact or reject candidates automatically?▼

No. The Skill is strictly read-only: it scores and ranks but never contacts, interviews, rejects, or advances anyone. A hiring lock requires the hiring manager's explicit approval on the exact decision before any hiring act occurs.

What happens when a resume lacks evidence for a criterion?▼

Missing evidence is scored as missing-evidence, never as zero-talent, since an unstated skill is a gap in the resume rather than proof of absence. Criteria without score, weight, or quoted evidence are marked unscored instead of being filled from instinct.

Does resume screening handle candidates with the same name?▼

Yes, scoring runs on stable candidate ids such as filenames or record ids, never on names alone. This prevents name collisions from attributing one candidate's history to another person in the ranking.