astroscore

ai image analysis powered by claude

systematic craft feedback for astrophotography — not a judgment, a mirror

what is astroscore?

astroscore uses Claude AI to analyse astrophotography images against a set of craft parameters — signal-to-noise, processing, composition, star quality, detail, colour palette, and more — and returns a structured, systematic score calibrated against AstroBin's IOTD, Top Pick, Top Pick Nomination, and general image population.

The motivation is simple: consistent, dispassionate, parameter-by-parameter feedback is genuinely hard to get. Human critique is valuable but variable (across people, but even with the same person over time!).

This tool won't tell you whether your image moves someone emotionally — that's not its job (and besides how people respond to an image is deeply personal). It analyses craft, not feeling.

A secondary curiosity: running actual IOTDs and TPs through the tool can be illuminating. The inconsistencies that emerge perhaps reveal something about how those selections are made, or the importance (or not) of such selections!

the universe belongs to all of us, and each person's interaction with it is valid.
you are made of this.
a note on costs and sustainability

astroscore is free to use. but it's honest to say that running it costs real money — every analysis makes calls to ai and cloud infrastructure that add up.

the deal is simple: if the community finds it useful and supports it via the ☕ buy me a coffee button, it stays free for everyone. monthly supporters help the most, as the costs are monthly too.

if support doesn't cover costs after a few months, it will become a supporter-only tool — access via a password shared with active monthly supporters on buy me a coffee.

no drama, no hard sell. just a tool built for the community, trying to stay that way.
very novel software — comments were pretty close to my thoughts on my images and processing techniques about as good as asking an honest, experienced astrophotographer for feedback alerted me to a slight residual background gradient which was picked up well draws my attention to elements of my image I had not considered before a great tool i'm very impressed i've been using it regularly it provides a really valuable objective point of view a heck of a tool — it will help both novice and experienced astrophotographers a great idea and a lot of work behind the app i like it i will use that to improve some weak areas of my images the feedback is clear, concise and constructive the user interface is very straightforward it caught the areas that i knew were less than okay, as well as areas i wasn't aware of i learned a lot from reading the critique — found it helpful this is a cool tool!!! very novel software — comments were pretty close to my thoughts on my images and processing techniques about as good as asking an honest, experienced astrophotographer for feedback alerted me to a slight residual background gradient which was picked up well draws my attention to elements of my image I had not considered before a great tool i'm very impressed i've been using it regularly it provides a really valuable objective point of view

tell us about your image — all optional, fill in before dropping image

you can use finished images or work-in-progress images for feedback as you post-process  ·  this is a structured rubric, not a judgment or an absolute truth  ·  you are the only person who needs to be happy with your image — if a suggestion doesn't work for your aesthetics, ignore it  ·  everyone's experience is valid
composite score
out of 10
iotd
weight × 0.15
top pick
weight × 0.35
top pick nom.
weight × 0.30
all images
weight × 0.20
tpn → tp transition factors
tp → iotd transition factors
strengths
areas for improvement
iotd assessment
version 2.3