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AI Job Search

Free Listing

An open-source AI job application framework built on Claude Code that evaluates job postings, tailors CVs, writes cover letters, and prepares candidates for interviews. Fork it, add your profile, and run the workflow on your own machine.

Visit MadsLorentzen/ai-job-search

Overview

AI Job Search is a structured, local workflow that turns Claude Code into a job application assistant. It covers self-profiling, fit evaluation, and a drafter-reviewer pipeline for tailored CVs and cover letters; the core workflow is language- and country-agnostic, while the shipped portal search skills target Denmark and can be extended for other markets.

Key Features

  • Evaluates job postings against a candidate profile and returns fit scores, deal-breaker vetoes, and ranked shortlists.
  • Drafts tailored CVs and cover letters in LaTeX through a drafter-reviewer workflow, then compiles and visually inspects the PDFs.
  • Runs ATS parseability checks on the compiled CV text layer and verifies contact details, reading order, and keyword coverage without stuffing unsupported skills.
  • Prepares candidates for interviews with company research, STAR question mapping, gap-aware bridge answers, and mock interviews.
  • Tracks applications and outcomes, archives submitted materials, drafts follow-ups, and generates a self-contained offline HTML dashboard.
  • Supports extension through job-portal search skills, custom CV or cover-letter templates, and configurable evaluation criteria.

Use Cases

  • Job seekers who want a local, Claude Code-based workflow for evaluating postings and preparing tailored applications.
  • Candidates targeting the Danish job market through the shipped Jobindex, Jobnet, Jobbank, and Jobdanmark search skills.
  • Users adapting the framework to another job market with /add-portal or borrowing community portal skills.
  • Career planners using skill-gap analysis and learning plans between applications.

Getting Started

  • Fork or clone the repository, run python3 tools/install_portal_clis.py to install the portal CLI tools, start Claude Code, and use /setup to populate a profile.
  • Use /scrape to search job portals, optionally /rank to batch-score postings, and /apply with a job URL or pasted job description to run the full application workflow.

Deployment & Requirements

  • Claude Code CLI and either a Claude Pro/Max/Team subscription or Anthropic API credits.
  • Python 3.10+.
  • Bun for the job search CLI tools.
  • A LaTeX distribution with lualatex and xelatex; minimal TeX installs may need extra packages.
  • Optional pypdf for the ATS parseability check; Poppler pdftotext is a fallback.

Before You Adopt

  • License: MIT. Review its terms before using, modifying, or distributing the project.
  • The workflow depends on Claude Code, which has no free tier and requires a Claude subscription or Anthropic API credits.
  • Job postings are treated as untrusted input, but the agentic defenses are instruction-level rather than a sandbox, so users should review fetched and written content on unfamiliar boards.
  • The LinkedIn search skill is intended for personal use only, and automated access is against LinkedIn's Terms of Service, so volume should be kept low.
  • The project is independent and is not affiliated with, endorsed by, sponsored by, or maintained by Anthropic.

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