Overview
A Mac mini worker that runs Claude Code on a daily timetable through the Amar Gupta Admin MCP server: it comments on hiring posts, answers hiring email, tailors a resume to each post and logs every action for review.
It also makes the content: carousels and reels come out of a content factory with 318 tests and are scheduled across LinkedIn (13,000+ followers), Threads, Instagram and YouTube. Every run checks the effect, not just the absence of an error, and never records a metric it did not measure.
Tech Stack
MCP SDK
Key Features
Runs Claude Code on a Mac mini on a daily timetable
Comments on hiring posts and answers hiring email
Tailors a resume and cover letter to each hiring post through an MCP tool
Builds carousels and reels in a content factory with 318 tests
Schedules posts across LinkedIn (13,000+ followers), Threads, Instagram and YouTube
Logs every action for review
Reads and browses hiring posts with Claude in Chrome
Challenges & Solutions
A scheduling call can succeed and publish nothing
Every run confirms the effect: the post is live and real reach comes back. A success response alone is never logged as done.
Comments that start to sound the same
Before posting, a dry run of the engagement log flags repeated sentences, overused phrases and repeated shapes from the last seven days, and the worker rewrites until it is clean.
A tailored resume in every hiring reply, without a single invented line
The worker plans lines by source id; the server verifies each one and refuses with the exact problems. After two refusals it sends the standard resume, so a hiring manager still hears back that day.
Architecture
Claude Code runs on a Mac mini on a daily timetable. It reads and browses with Claude in Chrome and acts through the admin app's social MCP server, which schedules posts, sends email with a tailored resume and records every run. Carousels and reels are built in a content factory with 318 tests, then scheduled to LinkedIn, Threads, Instagram and YouTube.
Next Project