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Building an LLM-Powered GitHub Profile Scorer: Deterministic Metrics First, Model Second

This story is from 2026-10-28. It is preserved in the archive; the latest stories are on the live feed.

A GitHub profile is a pile of unstructured signals: repositories, READMEs, commit rhythm, a bio. Reviewers skim it for a few minutes and form an opinion that varies by reviewer and by day. I built Devfolio Analyzer to turn that skim into a structured, weighted evaluation. This article walks through…

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  1. 2026-10-28 17:16 · DEV Community — AI
    Building an LLM-Powered GitHub Profile Scorer: Deterministic Metrics First, Model Second

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