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Applicant Screening

Screen job applications against requirements and rank top candidates.

368|75|Updated Jan 29, 2026
Search Tags:#evaluation#recruitment#screening#hiring#resume analysis#candidate assessment
One-click install
npx skills add https://github.com/claude-office-skills/skills --skill applicant-screening
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Applicant Screening
Source: https://github.com/claude-office-skills/skills/tree/main/applicant-screening
Command: npx skills add https://github.com/claude-office-skills/skills --skill applicant-screening

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This skill automates the process of reviewing job applications, ensuring that candidates are evaluated consistently against predefined requirements and helping to identify top talent quickly.

Core Features & Use Cases

  • Resume Evaluation: Assess resumes against specific job qualifications.
  • Candidate Scoring: Assign scores based on how well candidates meet 'must-have' and 'nice-to-have' criteria.
  • Ranking: Generate ranked lists of candidates for further review.
  • Use Case: A hiring manager can use this skill to quickly screen a batch of 50 resumes for a software engineering role, receiving a ranked list of the top 10 candidates with a summary of their strengths and potential concerns.

Quick Start

Screen the attached resume against the requirements for a Senior Python Developer role.

Frequently Asked Questions about Applicant Screening

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

FAQPage Schema
How do I automate resume screening and candidate scoring for a batch of job applications?▼

Resume screening is automated by evaluating resumes against specified job requirements, assigning candidate scores based on must-have and nice-to-have criteria, and generating a ranked list of top candidates.

What's the best way to evaluate candidate qualifications against specific hiring requirements?▼

Candidate evaluation is performed by matching extracted resume text against predefined job qualifications, assigning weighted scores, and identifying top candidates with summaries of their strengths and potential concerns.

Can I screen 50 resumes at once and get a ranked list of top candidates?▼

Yes, you can screen large batches of resumes for various roles, automatically evaluating candidate qualifications to generate a structured ranked list of top candidates for further hiring review.

Does applicant screening require specific document formats for resume text extraction?▼

Applicant screening leverages MCP tools for document text extraction and analysis, processing attached resumes to evaluate candidate qualifications against your specified job requirements.

How does automated candidate assessment handle must-have versus nice-to-have criteria?▼

Candidate assessment assigns scores by differentiating between must-have and nice-to-have job requirements, ensuring consistent resume evaluation and highlighting candidates who best match critical qualifications.

What should I avoid when using automated resume evaluation for recruitment?▼

Automated resume evaluation relies on predefined requirements, so poorly defined must-have or nice-to-have criteria will produce inaccurate candidate scores and ineffective recruitment ranking results.

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