job-fit-scorer

Score job descriptions against a career plan across five dimensions.

1|Updated Feb 24, 2026
One-click install
npx skills add https://github.com/jonalexjames84/portfolio --skill job-fit-scorer
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: job-fit-scorer
Source: https://github.com/jonalexjames84/portfolio/tree/main/job-search-os/.claude/skills/job-fit-scorer
Command: npx skills add https://github.com/jonalexjames84/portfolio --skill job-fit-scorer

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Score a job description 0-100 across 5 dimensions to determine whether to apply, apply with referral only, or skip.

Core Features & Use Cases

  • Multi-dimension scoring across Skill Match, Seniority Fit, Culture Signals, Comp Range, and Growth Trajectory.
  • Context-aware evaluation that loads data from context libraries like experience-library.md and career-plan.md to tailor the score.
  • Produces a detailed 0-100 score with per-dimension breakdown and explicit next steps (apply, referral, or skip).

Quick Start

Paste a JD into the tool to receive a prioritized, action-ready decision.

Frequently Asked Questions about job-fit-scorer

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

FAQPage Schema
How do I score a job description against my career plan to decide if I should apply?

To score a job description against your career plan, paste the JD text into the tool to generate a 0-100 score. The evaluation loads context from experience-library.md and career-plan.md to output per-dimension scores, a narrative rationale, and explicit next steps.

What dimensions are used to evaluate a job description for career planning?

Job description evaluation for career planning uses five dimensions: Skill Match, Seniority Fit, Culture Signals, Comp Range, and Growth Trajectory. Each dimension receives a specific score to provide a comprehensive breakdown of the role's alignment with your profile.

Can I analyze job descriptions for product management and data science roles?

Yes, you can analyze job descriptions for product management, software engineering, design, data science, marketing, and CS roles. The tool parses the JD text and applies its scoring logic across these specific disciplines.

How do I know whether to apply, seek a referral, or skip a job opportunity?

To know whether to apply, seek a referral, or skip a job opportunity, review the explicit next-step recommendations generated after scoring. The tool outputs actionable advice based on the overall 0-100 score and the multi-dimension breakdown.

Do I need a career-plan.md file to assess job fit?

Yes, the tool loads context from career-plan.md and experience-library.md to tailor the job fit assessment. These files provide the necessary baseline data to generate accurate per-dimension scores and a growth trajectory assessment.

What is the best way to prioritize job applications using data-driven decisions?

The best way to prioritize job applications using data-driven decisions is to score each job description 0-100 across multiple dimensions. This process yields a prioritized, action-ready decision by evaluating skill match, seniority fit, and growth trajectory against your career plan.