candidate-screening

Screen and rank job applications against job descriptions with match scores.

1|Updated Feb 1, 2026
One-click install
npx skills add https://github.com/migrateforce/migrateforce-skills --skill candidate-screening-migrateforce
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: candidate-screening
Source: https://github.com/migrateforce/migrateforce-skills/tree/main/skills/candidate-screening
Command: npx skills add https://github.com/migrateforce/migrateforce-skills --skill candidate-screening-migrateforce

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Screen and rank job applicants against a job description to speed up hiring decisions, while surfacing insights and potential concerns.

Core Features & Use Cases

  • Screen large volumes of applications against the JD and requirements to identify top contenders
  • Generate a ranked shortlist with 3-bullet summaries for each shortlisted candidate
  • Flag concerns such as gaps, job-hopping, or missing required skills for quick review

Quick Start

Provide a ranked shortlist of candidates for a given role.

Frequently Asked Questions about candidate-screening

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

FAQPage Schema
How do I screen and rank large volumes of job applications against a job description?

To screen and rank large volumes of job applications, this Skill evaluates candidates against a detailed job description to produce a prioritized shortlist. It generates match scores, 3-bullet summaries, and screening flags to identify top contenders quickly.

Can I generate a ranked shortlist of candidates directly from ATS data sources like Greenhouse or Lever?

Yes, you can generate a ranked shortlist of candidates from ATS data sources like Greenhouse, Lever, and Workday. The Skill integrates with this ATS data to evaluate applicants and output structured match scores and candidate summaries.

How does automated resume analysis flag hiring concerns like job-hopping or missing skills?

Automated resume analysis flags hiring concerns by evaluating applicant data against job requirements. It generates specific screening flags for issues like employment gaps, job-hopping, or missing required skills to highlight areas needing quick review.

What is the best way to automate candidate shortlisting while enforcing fair hiring practices?

The best way to automate candidate shortlisting while enforcing fair hiring practices is using a screening process that evaluates qualifications objectively. This Skill generates ranked candidates and match scores while enforcing data privacy and fair hiring standards.

Does candidate screening work for bulk resume analysis and what structured outputs does it provide?

Yes, candidate screening works for bulk resume analysis by evaluating large volumes of applications. It provides structured outputs including ranked_candidates, candidate_summaries, screening_flags, and match_scores for prioritized hiring decisions.