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Work · April 18, 2026

Rolescout

Let your agent find your next job

What it does

Job searching across multiple platforms is time consuming and repetitive. Rolescout automates the process by scanning major ATS and job boards, then delivers matched roles in one place through a clean, intuitive UI with easy CSV export. You can also connect it to your AI apps or agents to search in natural language, refine results by role and recency, or build workflows to auto-apply for jobs.

Does the same job

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    This is a personal experiment that uses LLMs to rank unstructured job posting data based on user-defined criteria. Traditional job search platforms rely on rigid filtering systems, but many users lack such concrete criteria. One of the superpowers of LLMs is understanding unstructured data, like the job postings in the monthly "Ask HN: who's hiring" threads. So I built a little tool that lets you define your preferences in a more natural way and then rates each job postings based on the relevance. You can define what you're looking for in simple terms and get a custom list ranked by…

  • GetNextRoleMar 2026 · ▲14

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