{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "madslorentzen-ai-job-search--rank-scraped-jobs-into-a-shortlist",
 "repo": "MadsLorentzen/ai-job-search",
 "repo_url": "https://github.com/MadsLorentzen/ai-job-search",
 "repo_slug": "madslorentzen-ai-job-search",
 "title": "Rank a batch of scraped jobs into a shortlist",
 "page_title": "How to rank a batch of scraped jobs into a shortlist with AI Job Search",
 "summary": "Scrape job portals, then score every new posting against your fit framework in one run.",
 "who": "A job seeker whose search returned dozens of postings and who does not want to read each one by hand.",
 "problem": "Scrape results are often too many to evaluate one by one, and weak matches waste time.",
 "outcome": "A ranked shortlist with strengths, gaps, deadline flags and expired postings marked, where you can pick a number to start /apply.",
 "steps": [
  "`gh repo fork MadsLorentzen/ai-job-search --clone`",
  "`python3 tools/install_portal_clis.py`",
  "Run `claude` inside the repo, then run `/setup` to build your profile.",
  "Run `/scrape` to search the job portals and deduplicate results.",
  "Run `/rank` to score the new postings and review the ranked shortlist before picking one to apply to."
 ],
 "agent_prompt": "In the ai-job-search repo, run /scrape and then /rank. Expect a ranked shortlist with per-job strengths and gaps, with deal-breakers applied as vetoes. Verify that the top-ranked job matches your stated deal-breakers and salary expectations.",
 "agents": [
  "claude-code"
 ],
 "difficulty": "Intermediate",
 "time": "2 hours",
 "basis": "readme",
 "caveat": "The job portal search skills are built for the Danish market (Jobindex, Jobnet, Akademikernes Jobbank), so results outside Denmark depend on adapting the portal skills.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "python",
 "requirements": [
  "Claude Code (Pro, Max, Team subscription or Anthropic API credits)",
  "Python 3.10+",
  "Bun",
  "A LaTeX distribution with lualatex and xelatex",
  "git and the gh CLI to fork the repo",
  "Your CV, past applications and other career documents to load into /setup"
 ],
 "risk": "sensitive",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/madslorentzen-ai-job-search/rank-scraped-jobs-into-a-shortlist/",
 "md": "https://dedupedai.com/use-cases/madslorentzen-ai-job-search/rank-scraped-jobs-into-a-shortlist/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/madslorentzen-ai-job-search--rank-scraped-jobs-into-a-shortlist.json",
 "api_version": "v1"
}