Job seekers who let agents scrape postings, score fit, tailor CVs and prep interviews, with their real results. 8 matching use cases below, each with a public source.
A developer in Nigeria built a personal job search agent with LangGraph and Gemini. It searches 6 job-board APIs, keeps only remote roles that accept candidates from Nigeria and scores matches against his CV.
Free tierA few daysIntermediate
Built a ChatGPT and Claude plugin that helps apply to jobs from inside the chat interface.
See pricing page1-2 weeksIntermediate
A recruiting workflow in n8n chains a resume agent, a candidate agent and a job-matching agent and writes results to Google Sheets. The builder says it turns about 20 hours of manual work into 2 minutes.
Free tier3 hoursIntermediate
Open-sourced JobPilot, an MCP server with no LLM of its own that drives your logged-in Chrome for email, LinkedIn Easy Apply and ATS forms and learns from failures.
$17/mo2-4 hoursAdvanced
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.
$17/moA dayIntermediate
A non-coder runs a small team of Grok Bots on routines: one finds remote jobs and tailors his CV, one tracks crypto and fintech news, one drafts content and one coordinates the rest, on a cloud computer even with his laptop closed.
$30/mo1 hourBeginner
A laid-off geophysicist, Mads Lorentzen, built his own job-search system in Claude Code and has open-sourced the workflow on GitHub.
$17/moWeeksIntermediate
A job board that lists only engineering roles whose postings name Claude Code, Cursor, Codex, Copilot or similar tools.
See pricing pageMinutesBeginner