Run your whole job search with Claude Code, from scraping postings to interview prep
A geophysicist who lost his job built ai-job-search on Claude Code: it scrapes postings, scores how well each fits him, tailors the CV and cover letter, then preps the interview. He got hired, and the repo picked up 2,232 GitHub stars in a day.
Source
@Anniliese_ETH on X · 2026-10-19
Written in our own words. Credit to the original author. Link checked 2026-10-19.
What they did
A geophysicist who lost his job built ai-job-search on Claude Code: it scrapes postings, scores how well each fits him, tailors the CV and cover letter, then preps the interview. He got hired, and the repo picked up 2,232 GitHub stars in a day.
Result (as claimed)
His run: 69 applications, 20 first interviews and 1 contract.
Tools they used
Cost: Claude Code: from $17/mo.
Set it up
Define the job
Say exactly what you want done and what the agent may and may not do on your behalf.
Share only what is needed
Give Claude Code the minimum files or access required. Avoid sharing passwords in chat when a safer login flow exists.
Review the plan
Ask the agent to show its plan or draft before it acts, and approve each step that has real consequences.
Check the result
Confirm the outcome yourself (order placed, request sent, document understood) and keep a record.
Copy the full setup prompt
Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.
You are helping me set up this AI use case end to end in Claude Code. Goal: Run your whole job search with Claude Code, from scraping postings to interview prep What the original author did: A geophysicist who lost his job built ai-job-search on Claude Code: it scrapes postings, scores how well each fits him, tailors the CV and cover letter, then preps the interview. He got hired, and the repo picked up 2,232 GitHub stars in a day. Reported result (as claimed by the author): His run: 69 applications, 20 first interviews and 1 contract. Source: https://x.com/Anniliese_ETH/status/2111977575161417858 Tools they used: Claude Code Category: Personal & life Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Codex. Goal: Run your whole job search with Claude Code, from scraping postings to interview prep What the original author did: A geophysicist who lost his job built ai-job-search on Claude Code: it scrapes postings, scores how well each fits him, tailors the CV and cover letter, then preps the interview. He got hired, and the repo picked up 2,232 GitHub stars in a day. Reported result (as claimed by the author): His run: 69 applications, 20 first interviews and 1 contract. Source: https://x.com/Anniliese_ETH/status/2111977575161417858 Tools they used: Claude Code Category: Personal & life Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
You are helping me set up this AI use case end to end in Grok Bot. Goal: Run your whole job search with Claude Code, from scraping postings to interview prep What the original author did: A geophysicist who lost his job built ai-job-search on Claude Code: it scrapes postings, scores how well each fits him, tailors the CV and cover letter, then preps the interview. He got hired, and the repo picked up 2,232 GitHub stars in a day. Reported result (as claimed by the author): His run: 69 applications, 20 first interviews and 1 contract. Source: https://x.com/Anniliese_ETH/status/2111977575161417858 Tools they used: Claude Code Category: Personal & life Please: 1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like). 2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure. 3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data. 4. Finish with a checklist to run it again next time.
The Daily 5
Get five new use cases tomorrow morning
Free. Real sources. Unsubscribe any time.
Guides for this use case
How to vibe code an app with Claude Code ยท How to use AI agents for job hunting
Related use cases
Run your job search with a Claude Code system that tailors every application
A laid-off geophysicist, Mads Lorentzen, built his own job-search system in Claude Code and has open-sourced the workflow on GitHub.
Let Claude search your personal WhatsApp chats from a server in your own Cloudflare account
A developer wanted Claude on his phone to read his WhatsApp messages without WhatsApp Business or a server running all day, so he built a small MCP server that runs on Cloudflare Workers. You link it once like WhatsApp Web; it syncs when asked and once a day into a SQLite Durable Object in your account. It can read and search chats but cannot send anything, and it pulls contact names from Google so search works by name.
Use Claude Code as a second brain with one folder and a CLAUDE.md
A 20-minute recipe for using Claude Code to remember your life: make a folder, launch Claude Code inside it and keep a small CLAUDE.md file that tells it how to file and recall things.
Analyze your chess games with Claude Code
A Claude Code skill pairs Claude with Stockfish to explain your games in plain language.