AI Job Fit Analyzer: Tailor Your CV for Perfect Role Match

AI Job Fit Analyzer: Tailor Your CV for Perfect Role Match

The AI Job Fit Analyzer skill is designed to evaluate a CV against a job posting to determine alignment and identify areas for improvement. It calculates two metrics: how much of the job posting requirements are evidenced in the candidate's profile and how effectively these are presented in the CV. This distinction helps users enhance their document presentation without altering the foundational profile evidence.

What this skill does

• Scores a CV against a job posting based on evidenced capabilities and document presentation.
• Provides measurable metrics before and after CV tailoring.
• Distinguishes between evidence buried in the profile and what is presented upfront in the CV.
• Detects and warns against mere parroting of job requirements.
• Identifies non-checkable requirements and the profile gaps for user consideration.

Who it is for

This skill is developed for software developers, career coaches, recruiters, and any professionals or teams using AI coding agents like Claude Code, Cursor, or Codex to streamline job application processes.

Use cases

• Individuals intending to tailor their CVs to better match specific job postings.
• Career coaches assisting clients in optimising their job applications.
• Recruiters analyzing the fit of an applicant’s CV with a posted job description.

Technical details

• Executed via a command line interface, using Python scripts `fit.py` for before and after tailoring analysis.
• Works with agent-skills, aiapplication, and jobhunt-fit capabilities within compatible AI coding agents.

Source & Licence

This package is built on open-source work published by mohamedaminehamdi (mohamedaminehamdi/job-hunter) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.