PixRater

PixRater is pitching itself as a fast way to sort photos without sending them anywhere. The Product Hunt launch says the tool runs 100% locally, which is the whole point here: culling images, doing the ranking work, and keeping the files on your own machine.

It groups RAW and JPEG pairs together, so the same shot doesn’t get treated like two separate messes. It also evaluates face sharpness automatically, which should help when you’re staring at near-duplicates and trying to decide which frame actually deserves to stay.

Then there’s the AI side. PixRater uses private AI for keywording, and it writes its ratings back into EXIF and XMP metadata. That matters because the judgment doesn’t live only inside the app; it can travel with the photo.

The more unusual bit is the integrated local MCP server, which lets users connect custom AI tools. That makes PixRater feel less like a single-purpose sorter and more like a local hub for a bigger workflow. For people who want automation without handing their library to the cloud, that’s the pitch.

The launch also sits under Photography and Artificial Intelligence on Product Hunt, which is exactly the kind of overlap that keeps showing up: useful tools, not flashy demos. PixRater seems aimed at people who want their AI to be helpful, private, and slightly boring in the best way.