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job-eval

Local, explainable resume-to-job scoring with a small cross-encoder model

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job-eval preview

job-eval reads a resume and a list of job descriptions and gives each one an explainable 1-to-5 score plus the exact paragraph that drove it, running entirely locally on CPU or GPU with no API keys using a small ModernBERT cross-encoder model. It's built for job seekers and recruiters who want resume-job matching that explains its reasoning instead of a black-box percentage.

Categories
job-searchdeveloper-tools

Full match profile

Behind the summary, Matchbox keeps a richer profile of job-eval - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

  • Problem & pain-point mapping
  • Who we surface it to (audience fit)
  • What it's a strong alternative to
  • Trust & credibility signals

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