The server runs spectral analysis, bearing fault matching and ISO 20816-3 severity locally, refuses to guess from filenames, and ships a Claude Code plugin with eight diagnostic skills.
For reliability: load a vibration CSV, ask whether a bearing is healthy, and get matched fault frequencies plus an HTML report while the raw signal stays on your machine.
Check your MCP server, get a quality score out of 100 and see what to improve. Manufact is offering a free month on a standard plan for posting your score.
For controls teams: several industrial MCP servers are now in this feed, so a scorecard is a cheap check if you build or buy one. It is developer-facing and a promotion, so the fit is a stretch.
Kenny Shultz says he got partial MEP drawings in minutes that would take at least a day by hand. Evidence is screenshots only and the time claim is his own.
For construction MEP and HVAC design teams: a prompt-to-drawing workflow worth testing on a past job before trusting it.
An assistant handles one task in seconds and is paid from the software budget. An agent handles one interaction in minutes and is paid from the labor budget. A long-running agent works toward a goal for weeks or months, so the seller can price on the outcome.