Job Fit

Score how well a CV matches a job description and draft a tailored cover letter.

Ninadnj Updated

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job_fit

Compare a job description against a CV and produce:

  1. a fit score (share of the JD's key skills the CV covers),
  2. matched and missing skills (the gaps to address),
  3. a short tailored cover letter draft.

How it works

  • Detects known technical skills mentioned in the JD and the CV.
  • Offline: deterministic keyword matching + a templated cover letter.
  • With an LLM: a nuanced fit analysis and a natural cover letter.

Guidance for the model

  • Be honest about gaps; do not claim skills the CV lacks.
  • Keep the cover letter concise, specific, and grounded in matched skills.

Ninadnj/mcp-skills-kit/tree/main/skills/job_fit commit 073fc337b6

Frequently asked questions

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