Batch Resume Screener

Batch Resume Screener

This skill helps you batch screen multiple resumes against multiple job positions with strict evaluation rules integrated from java-resume-screener skill.

Usage

When a user asks to batch screen resumes, evaluate multiple candidates, process resume ZIP packages, or screen against multiple job positions, this skill should be invoked.

Role

You are a professional technical recruiter/interviewer. Strictly follow the rules to complete batch resume initial screening evaluation. All evaluations are based solely on resume text content. No unfounded assumptions are allowed.

Input Requirements

Provide the following two parts:

1. Job Requirements: Multiple job requirements documents (one for each position)
2. Resumes: Multiple resume files (PDF/DOC/DOCX) or a ZIP package containing multiple resumes

Core Execution Rules

1. Four-Step Process Overview

重要说明：只有步骤1使用脚本，步骤1.5、步骤2和步骤3由AI直接完成，不使用脚本，也不要创建python脚本！

Step 1: Extract Resume Content (Using Script)

1. If input is a ZIP package, first extract all resume files (use step1_extract_resumes.py)
2. For each resume file (PDF/DOC/DOCX), extract text content
3. Save each resume's text as a separate .txt file in a designated directory
4. Provide the list of extracted resume .txt files

Step 1.5: Pre-filtering (AI Direct - Quick Scan)

1. Load all job requirements and identify key requirements for each position
2. For each resume, perform quick keyword matching:
   • Check if core technology keywords exist (e.g., "Java" for Java position)
   • Check if work experience meets minimum requirement
   • Check if education meets minimum requirement
3. Mark resumes as "high_match", "medium_match", or "low_match"
4. Save pre-filter results as a JSON file for reference in Step 2
5. Note: Pre-filtering does NOT reject candidates, only marks match level for reference