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Run a daily job-hunt pipeline that tailors your CV and cover letter

An n8n builder set up a scheduled workflow of about 50 nodes that reads their profile (LinkedIn, portfolio) via a scraping service, generates search queries, pulls listings from a jobs API, de-duplicates them in Google Sheets and has a model rank the best fits. For each pick it writes a tailored cover letter and can optionally edit a YAML CV in GitHub, where an Action compiles it to PDF, then emails the finished pack to the applicant. The final step stays human: applying through the employer portal by hand, since most portals have no API. Building it took about two hours; the CV subflow can be swapped for a static PDF.

Tools used

  • n8n
  • Google Sheets
  • GitHub Actions
  • Jina AI

Sources (3)