Resumate: AI resume tailoring grounded in a candidate's own GitHub

A resume tailoring SaaS that will not invent your experience. Most AI resume tools happily fabricate projects. Resumate solves that by grounding generation in evidence the candidate actually owns.

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What it does

GitHub grounded knowledge base. A candidate connects their GitHub account and picks repositories. LangChain turns those repositories into a per user knowledge base, and every tailored resume is generated against that evidence rather than model invention.

Multi stage, multi provider pipeline. The first version was a single call to Gemini, which produced fluent and unreliable output. I replaced it with a multi stage pipeline across more than one provider, so drafting, grounding and scoring are separate steps that can each use the model best suited to them.

Product surface. An npm workspaces monorepo in React, Vite and Tailwind, with a multi step tailoring workspace and ATS result visualisation.

Backend. Node.js and Express on SQLite, secured with JWT and Helmet, credits based monetisation, and zero downtime deploys through PM2 behind Nginx.

Stack

LangChain, React, Vite, Tailwind CSS, TypeScript, Node.js, Express, SQLite, GitHub API, Google Gemini, JWT, PM2, Nginx