About Resume-MCP

Why we built this

Applying for jobs is broken. The average opening draws hundreds of applicants, most filtered by software before a human ever reads a word. Tailoring a CV and writing a fresh cover email for each role takes 30 to 60 minutes, so most people either skip the tailoring (and get filtered out) or burn out before they have applied to enough roles to matter.

Resume-MCP collapses that whole loop into under a minute. Paste a job post, and the AI rewrites your CV to match the role, builds a clean ATS-safe PDF, drafts a short application email, and sends it from your own Gmail. You stay in control of every send; the busywork disappears.

How it works under the hood

Every document is generated as LaTeX and compiled with pdflatex, not filled into a template. That means deterministic, recruiter-clean typography that parses cleanly through Applicant Tracking Systems. The tailoring runs as parallel AI calls against the job description, and applications go out through the Gmail API using only the gmail.send scope - we never read your inbox. The same engine is exposed three ways: a web dashboard, a Telegram bot, and a Model Context Protocol (MCP) server that any AI assistant can call.

Our stack

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