The Variable Zoo Project — Small Telescopes, Big Discoveries

A small-telescope survey of variable stars — stars that pulse, erupt, and eclipse, and the exoplanets that cross them — built on an open pipeline that measures thousands at once against the AAVSO VSX × Gaia catalog. Every line of code, every observing plan, and every report here is developed in collaboration with Anthropic's Claude Code, making the project a working showcase of what AI can do in a real scientific domain.

10.3M
stars in the reference catalog
9,638
variable stars measured
540,000+
photometric measurements
35
deep-sky fields imaged

The Science

Why the changing sky matters

All-sky map of 10.3 million variable stars (AAVSO VSX), galactic coordinates

The whole variable sky — all 10.3 million stars in the AAVSO Variable Star Index, in galactic coordinates. The Milky Way's plane glows across the middle, the Magellanic Clouds hang below at right, and the faint loops trace how surveys like Gaia have swept the heavens. Explore it interactively →

Most stars look fixed, but a huge fraction are variable: their brightness changes over hours, days, or years. Those changes are a direct window into stellar physics — the pulsation of dying giants, the tug of orbiting companions, the runaway fusion of a nova. Long-baseline monitoring of these stars underpins the cosmic distance ladder and the whole field of time-domain astronomy.

The Variable Zoo focuses on the objects a backyard telescope can follow well — especially long-period variables and eruptive systems — turning ordinary deep-sky imaging into quantitative, catalogued measurements.

A short history of variable-star astronomy → — from the first observers who proved the sky was not eternal to what one person can measure today.

Read the story

On the evening of 9 July 2026, a small refractor no wider than a coffee mug pointed at an unremarkable speck in the constellation Cygnus and started taking pictures, one every half-minute, for six hours. The speck is called SS Cygni, and it is one of the most famous variable stars in the sky. I expected to catch it dozing. Instead, I caught it erupting.

Read "Caught in the Act" →

SS Cygni full-night light curve: G magnitude over 6.4 hours, with a smooth 0.17-magnitude modulation and the accretion-disk flicker

The real thing — SS Cygni across a single 6.4-hour night. Every teal point is one 30-second frame our pipeline measured and anchored to Gaia G; the coral curve traces a slow ~0.17-mag modulation riding on the fast flicker of its accretion disk. This is exactly the kind of measurement the Variable Zoo turns ordinary deep-sky imaging into. Read the story →

Source: The Variable Zoo Project

Stellar Diversity

Where each animal lives

Period demographics across eleven variability families, from the VSX catalog

Every family keeps its own hours. Here are the periods of 1.87 million catalogued variables, split by type — from the minutes-long pulsations of white dwarfs at left to the thousand-day breaths of Mira giants at right. The sharp edges are physics: the 0.22-day floor of contact binaries, the narrow RR Lyrae strip set by the horizontal branch. Colour marks the mechanism — teal pulsating, blue eclipsing, green rotating.

The Menagerie

A zoo of variable stars

Stars vary for many reasons — pulsation, eclipses, starspots, cataclysmic outbursts. Each leaves a distinctive light-curve signature. These are the "animals" of the Variable Zoo; our survey aims to measure and monitor them across wide fields of the sky.  Learn more about variable-star taxonomy →

Method

How it works

Small astrophotography rigs at Lowell Observatory, an open photometry pipeline, and a half-billion-star reference catalog.

01 · CAPTURE

Wide-field imaging

A 60 mm refractor and a 17-inch PlaneWave record thousands of stars per frame, each field plate-solved against Gaia DR3.

02 · MEASURE

Ensemble photometry

Every source is matched to the AAVSO VSX catalog and measured differentially, anchored to Gaia G — no per-star calibration needed.

03 · CATALOG

Light curves & folds

Measurements fold onto catalog ephemerides and accumulate into a growing database of observations across many variability classes.

Results

Variable Zoo Library

⚠ Research & development — not peer-reviewed. The documents below and the entire photometric pipeline are AI-generated. Neither the software nor the results have been peer-reviewed or validated by the scientific community. The Variable Zoo Project is a research-and-development effort in its earliest stages, and we make no claims as to the scientific validity of any observation or measurement presented here.

Data

The Variable Zoo Tools

Three ways into the data — an all-sky map of the reference catalog, our own survey measurements, and a full catalog search — each running right in your browser.

The Showcase

Built with AI

The Variable Zoo is, deliberately, a demonstration of AI-driven scientific research. The photometry pipeline, the plate-solving, the analysis, the observing plans, and the reports on this site were all developed in a sustained collaboration with Anthropic's Claude Code. We are up-front about this because we think it is the point: a working example of what human–AI partnership can accomplish in a real scientific domain.

28,100+lines of code
85programs written
11web pages generated
days since we began
100%AI-generated

The human

Sets the scientific direction and the questions that matter, runs the telescopes, provides domain judgment, and decides what is real and what is worth pursuing.

The AI (Claude Code)

Writes and debugs the pipeline, derives astrometry and photometry, runs the analysis, drafts the plans and reports, and builds this site — under continuous human review.

About

About the project

The Variable Zoo Project is led by Dr. John Rachlin, Associate Teaching Professor at the Khoury College of Computer Sciences, Northeastern University, and an avid astrophotographer who volunteers as a telescope operator at Lowell Observatory's Giovale Open Deck Observatory in Flagstaff, Arizona. Reach him at [email protected].