Free toolJob Fit Checker: score any job against your CV out of 30, in seconds. Open source.

Free tool · Open source (MIT)

Should you apply? Score the fit in seconds.

Paste a job description and your CV. The checker scores the role out of 30 on six criteria, flags scams, maps the keywords and tells you PASS, CONDITIONAL PASS or FAIL before you spend an hour on an application.

Runs in your browserNothing is uploadedFree forever

Try the fit score

Paste the job, get a decision

Each criterion scores 0 to 5, total out of 30. The checker suggests scores from the text. You can drag any slider to correct it.

Runs in your browser. Nothing you paste is uploaded or stored.

The method

From job link to application pack

The checker runs step 3 in your browser. The full prompt runs every step in Claude. Select a stage to see what happens there.

What you get on a pass

A company folder with everything you need to apply

Run the full prompt in Claude with your CV and the job link. Anything it cannot confirm is marked [CONFIRM] for you.

MD00 Pass or Fail

Decision, score and reasons

MD01 JD Summary and Keywords

Must-haves mapped to your CV

MD02 Company Research

Role, news and hiring reviews

PDF03 Tailored CV

Single column, ATS friendly

MD04 CV Change Log

What moved, changed and why

PDF05 Cover Letter

Only when the job asks for one

MD06 Application Answers

Screening questions, drafted

MD07 Follow Up Plan

Contact, date and a connection note

Free download

The full prompt, free to use

Paste it into Claude, attach your master CV and give it a job link. It verifies the company, scores the fit, and on a pass builds the tailored CV, cover letter and answers.

job-fit-master-prompt.md
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Open source

Use it, change it, share it

The Job Fit Checker and the prompt are released under the MIT licence. Copy the page, adapt the scoring for your team, or build it into your own careers tools. Credit is appreciated, not required beyond the licence notice.

Want a human on it?

I'll rewrite your CV or prep you for the interview

CV rewrite from $59. Interview prep from $59. Both for $119. Most delivered in 1 to 5 days.

See career services

Scores are a guide built from the text you paste, not a hiring decision. Always verify the company and the posting yourself.

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