AI-Powered Fit-Check: Optimize Job Match with Gemini

AI-Powered Fit-Check: Optimize Job Match with Gemini

This AI agent skill allows users to evaluate the compatibility of a job posting against their resume using the Gemini platform. It automatically fetches a complete job description and provides a comprehensive assessment including a score, highlighted strengths, identified gaps, and a recommendation based on the match quality.

What this skill does

• Initiates job fit analysis based on user input phrases like "fit-check " or "is this a good fit ".
• Extracts the job URL from the user's message.
• Optionally processes the job title and company if specified by the user.
• Executes the fit check using a Python script from a predefined directory.
• Presents the analysis results to the user, including a recommendation if the fit score is weak or moderate.
• Handles job descriptions retrieved from supported URLs including WTTJ, BuiltIn, and LinkedIn guest API, with alternative mechanisms if data retrieval is incomplete.

Who it is for

This skill is designed for developers and technical teams who leverage AI code agents such as Claude Code, Cursor, or Codex to enhance their recruitment processes and job application strategies.

Use cases

• A job seeker uses the skill to determine if a recent job posting aligns with their current skills and resume.
• Recruiters can efficiently narrow down potential candidates by running fit-checks against numerous job descriptions using the tool.
• Technical career advisors guide clients on application strategies based on fit-check results.

Technical details

• The fit-check analysis is executed via a Python script (`fit_check.py`) from a designated directory.
• Utilizes the `fit_scorer.py` module located within the same directory.
• Configuration requires `FIT_SCORE_ENABLED` to be set as true within the `config.py` file.
• Designed to assess publicly available information only, and users must comply with the target site's terms.

Source & Licence

This package is built on open-source work published by Mahashwetha (Mahashwetha/Job-search-email-system-claude) 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.