Job Description Analyzer

Analyzes job postings to calculate match scores, identify gaps, and generate application strategies.

Updated Mar 19, 2026
One-click install
npx skills add https://github.com/Utkarsh09102004/resume-review-ai --skill job-description-analyzer-utkarsh09102004
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Job Description Analyzer
Source: https://github.com/Utkarsh09102004/resume-review-ai/tree/main/resume-skills/job-description-analyzer
Command: npx skills add https://github.com/Utkarsh09102004/resume-review-ai --skill job-description-analyzer-utkarsh09102004

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Job seekers waste time applying blindly to dozens of roles without knowing their actual fit. This Skill analyzes a job posting against your experience, calculates a weighted match score, and tells you whether the application is worth your effort before you spend time tailoring a resume. ## Core Features & Use Cases - Match Score Calculation: Extracts required and preferred qualifications, then computes a weighted score (70% required, 30% preferred) with clear interpretation bands from under-qualified to overqualified. - Gap and Red Flag Analysis: Classifies missing requirements as critical, major, or minor gaps, and detects warning phrases like "wear many hats" or "competitive salary" that signal workload or compensation concerns. - Application Strategy Output: Produces a structured report with resume customization priorities, exact keywords to integrate, cover letter talking points, and an application timeline. - Use Case: Paste a Senior Product Manager job posting along with your background, and receive a 78% match report showing which of your experiences to lead with, how to address your SQL gap in the cover letter, and a recommendation to apply within 48 hours. ## Quick Start Analyze this job posting against my resume and tell me my match score, gaps to address, and whether I should apply.

Frequently Asked Questions about Job Description Analyzer

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

FAQPage Schema
How do I calculate my match score for a job posting?▼

Extract required and preferred qualifications from the posting, then compare each against your experience. Weight required skills at 70% and preferred at 30% to compute an overall percentage, with 75-89% indicating an excellent fit worth applying to immediately.

How to tell if a job requirement is must-have or nice-to-have?▼

Required qualifications use language like "must have", "required", or appear under a Requirements heading and are often repeated three or more times. Preferred items use phrases like "nice to have", "bonus", or "a plus" and typically appear only once or twice.

What match score is good enough to apply for a job?▼

A 75-89% match is an excellent fit and you should apply immediately. Scores of 60-74% are good fits that need a strong cover letter, 50-59% are stretch roles, and below 50% means you are under-qualified unless it is a dream job.

What are red flags to look for in job descriptions?▼

Workload red flags include "wear many hats" and "fast-paced environment". Culture red flags include "rockstar", "like a family", and "unlimited vacation". Compensation red flags include "competitive salary" with no range and "DOE" without specifics.

Should I apply to a job when I am missing a required skill?▼

It depends on the gap type. Critical gaps like missing required licenses or clearances are dealbreakers. Major gaps like a missing tool can be addressed honestly in a cover letter, while minor gaps should simply be downplayed in favor of related strengths.

When should I not use job match analysis before applying?▼

Skip deep analysis for internal postings at your current company, which need a different strategy emphasizing internal relationships. Also deprioritize it for vague job descriptions, where reaching out to the hiring team for clarity is more productive first.