screen

Score LinkedIn profiles against a job description and generate a final ranking.

Updated Jan 26, 2026
One-click install
npx skills add https://github.com/gehtalexey/linkedin-enricher --skill screen
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: screen
Source: https://github.com/gehtalexey/linkedin-enricher/tree/main/.claude/skills/screen
Command: npx skills add https://github.com/gehtalexey/linkedin-enricher --skill screen

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Screen LinkedIn profiles against a job description to speed up candidate evaluation and improve selection quality.

Core Features & Use Cases

  • Screen enriched LinkedIn profiles against a provided job description to assess fit.
  • Use the filtered_profiles.csv as the data source for scoring and ranking.
  • Generate per-candidate scores, a concise summary, and a final ranking to aid decision-making.
  • Support additional must-have criteria and produce structured outputs for downstream workflows.

Quick Start

Provide the job description file path or paste it, and run the screen skill to score candidates from filtered_profiles.csv.

Frequently Asked Questions about screen

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

FAQPage Schema
How do I screen LinkedIn profiles against a job description to rank candidates?▼

To screen LinkedIn profiles against a job description, provide the job description text or file path and a candidate data source like filtered_profiles.csv. The tool generates per-candidate scores and a final ranking to assess fit across roles and seniority levels.

What is the best way to score and rank candidates from a CSV file?▼

Scoring and ranking candidates from a CSV file requires a filtered_profiles.csv data source and a provided job description. The process evaluates enriched LinkedIn profiles, applies must-have criteria, and outputs structured per-candidate scores with a concise summary.

Can I evaluate candidate fit across different seniority levels and roles?▼

Yes, candidate screening applies to evaluating fit across various roles and seniority levels. By comparing enriched LinkedIn profiles against the job description, the tool generates structured scores and a final ranking to support diverse hiring needs.

Do I need a specific file format to input candidate data for recruitment screening?▼

Yes, recruitment screening requires the candidate data source to be in the filtered_profiles.csv format. You must also provide the job description either by pasting the text or supplying a file path to generate accurate candidate scores and rankings.

How do I add must-have criteria when screening candidates for a job description?▼

When screening candidates against a job description, you can apply additional must-have criteria alongside the core profile evaluation. This ensures the generated per-candidate scores and final ranking reflect specific mandatory requirements for the role.

What outputs do I get after ranking candidates against a job description?▼

After ranking candidates against a job description, you get per-candidate scores, a concise summary, and a final ranking. These structured outputs are designed to aid decision-making and integrate directly into downstream recruitment workflows.