Live·Pipeline·2026·one digest a day
Job Search Pipeline
A daily scored shortlist of roles, from search to tracker sheet to inbox
Why it exists
Job boards return hundreds of postings a day and most are wrong on seniority, location or title. I wanted one email a day with the handful worth applying to, scored against rules I wrote down once.
What it does
Two pieces. An MCP server exposes job search and job detail tools over HTTP so Claude can use them as a connector. A scheduled pipeline searches, scores every posting against a written operating manual, writes the results to a tracker sheet and emails the shortlist.
Scoring runs in two stages. A cheap model triages the whole batch, then a stronger model scores only the survivors on a six-dimension weighted rubric with hard gates for years-of-experience and geography. That cut a full run from about $15 to about $0.15.
Expired postings are dropped before they cost anything, direct employer apply links are preferred over aggregator links, and searches retry and skip on failure so one bad call never kills the day's digest.