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GuideAI DevelopmentOctober 27, 2026

An AI Job Hunter That Keeps Your CV Honest

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An AI Job Hunter That Keeps Your CV Honest

A field guide to AI Job Search, an open-source Claude Code framework: it scores each posting against your CV, drafts a tailored CV and cover letter, has a second Claude review them like a recruiter, runs mock interviews, and blocks fabricated experience — all locally.

What's inside
  • Scores each posting 1–5 against your real CV
  • Drafts a tailored CV and cover letter per role
  • A second Claude reviews both like a picky recruiter
  • Anti-fabrication gate: never adds experience you don't have
  • Mock interviews from the real posting — all local, free and MIT

Stop Spraying Generic Applications

Sending the same CV to every posting is how applications disappear without a reply. AI Job Search is a free, open-source Claude Code framework that treats each job individually: it scores the posting against your real background, tailors a CV and cover letter for that exact role, has a second Claude review them, and rehearses the interview with you. Its creator built it for their own job search.


Score, Tailor, Then a Second Claude Reviews

Each posting gets a score from 1 to 5 against your actual CV — skills, experience, location and the direction you want to go. One Claude agent then drafts a tailored CV and cover letter, written in LaTeX and output as PDF, and a second Claude reviews both the way a picky recruiter would.


It Won't Invent Experience

The point of the whole pipeline is its anti-fabrication gate: it will not add experience you don't have. Every tailored CV stays a truthful account of your background, just framed for the role in front of you.


A Mock Interview, Run Locally

/interview builds a stage-specific prep pack from the real posting and your materials, maps likely questions to your STAR stories, and runs a mock interview on the hardest ones. Everything runs locally in Claude Code, so your resume never leaves your machine. It's free and MIT-licensed.

The commands follow the search from start to finish: /setup builds your profile, /scrape and /apply find and tailor, /interview rehearses, and /outcome tracks results to calibrate future scoring.


You Still Hit Submit

It scores, drafts and preps, but a person stays in the loop and sends every application. The headline "69 applications, 20 interviews" is the creator's own result — yours will vary.


What's in the Guide

How the scoring and drafter–reviewer pipeline work, what the anti-fabrication gate does, how the mock interview prep is built, the full command list, and a direct link to the repo.

The full field guide is in the PDF.


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