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.