job-fit-analysis

Analyze job-requirement alignment with applicant backgrounds using career lexicons.

Updated Nov 17, 2025
One-click install
npx skills add https://github.com/AJBcoding/claude-sync --skill job-fit-analysis
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: job-fit-analysis
Source: https://github.com/AJBcoding/claude-sync/tree/main/.claude/skills/job-fit-analysis
Command: npx skills add https://github.com/AJBcoding/claude-sync --skill job-fit-analysis

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill analyzes fit between job requirements and your background using career lexicons. It identifies strengths, gaps, and opportunities for strategic positioning, and it delivers a concrete cover-letter plan grounded in your authentic experience.

Core Features & Use Cases

  • Reads: job requirements from ~/career-applications/[job-slug]/01-job-analysis.md
  • Integrates with your lexicons (~/lexicons_llm/01_career_philosophy.md, ~/lexicons_llm/02_achievement_library.md)
  • Produces a gap analysis with clear indicators and a structured cover-letter plan
  • Provides an evidence trail linking recommendations to your lexicons

Quick Start

I'm analyzing my fit for this role

Frequently Asked Questions about job-fit-analysis

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

FAQPage Schema
How do I analyze the gap between a job description and my background?

Gap analysis compares your skills and experience against stated job requirements to identify strengths you can emphasize and gaps you need to address. This Skill loads your resume, job description, and career lexicons to map alignment and surface strategic positioning opportunities for your application.

How do I use my career lexicons to strengthen my cover letter?

Career lexicons—your philosophy and achievement library—ground your cover letter in authentic evidence. This Skill integrates these lexicons with gap analysis to recommend specific achievements and reframing strategies that authentically connect your background to the role's requirements.

What input files do I need to run a job fit analysis?

You need three files: a job analysis document (job requirements breakdown), your career philosophy lexicon, and an achievement library. Place the job analysis in ~/career-applications/[job-slug]/01-job-analysis.md and lexicons in ~/lexicons_llm/ for the Skill to read and validate.

Can I use this to compare fit across multiple job descriptions?

Yes. The Skill processes job descriptions and resume alignment scenarios independently, producing a validated gap analysis and cover-letter strategy for each. You can run it across different roles to benchmark your fit and tailor positioning for each opportunity.

What output does this Skill produce?

The Skill generates a gap analysis with clear strength and gap indicators, reframing recommendations tied to your lexicons, and a structured cover-letter plan with evidence trails linking suggestions back to your achievements and career philosophy.

What happens if my background doesn't match the job requirements?

Gaps are identified and mapped against your lexicons. The Skill generates reframing strategies to position related skills, adjacent experience, or transferable strengths authentically, with a cover-letter plan that acknowledges gaps while emphasizing relevant value.