Halotools
Halotools: A free, research-focused Python toolkit for synthetic galaxies and halo-catalog statistics. Ranked #33 of 34 in Astronomy Apps by our editors (5.7/10); pricing: Free plan; best for synthetic galaxy-population research.
At a glance
- Editor score5.7 / 10
- PricingFree plan
- Best forSynthetic galaxy-population research
- Free planYes
- Paid fromFree
- Facts checked23 Sep 2026

Where it wins
- Generates synthetic galaxies with HOD and abundance-matching models
- Computes clustering, lensing and redshift-space distortion statistics
- Caches reduced halo catalogs as fast-loading HDF5 files
Where it doesn't
- Specialized for galaxy–halo research rather than general sky viewing
- Self-hosted deployment puts environment and data management on the user
- Does not target AR, telescope control or mission tracking
Our verdict on Halotools
Halotools is an open-source Python package for astrophysical research on the galaxy–halo connection, cosmology and structure formation. It is aimed at researchers who need to generate synthetic galaxy populations from dark-matter halo catalogs, test galaxy-evolution models and calculate mock-observable statistics. Its model library covers halo occupation distribution, abundance matching and related approaches, while modular components support custom galaxy-evolution work.
The package is available at no cost as open source. Its core research workflow spans galaxy clustering, lensing, redshift-space distortions, pairwise velocities, void statistics and marked correlations. Researchers can use prebuilt or user-supplied halo catalogs, download publicly available catalogs, and reduce or cache simulation data in HDF5 files for faster loading. This breadth makes Halotools useful when a project needs both population modeling and downstream statistical analysis in one Python-oriented toolkit.
Halotools fits teams that are comfortable managing scientific Python environments and data locally. Distribution through conda-forge, pip and source builds gives projects several installation paths, while self-hosted deployment keeps catalog and simulation handling within the user’s workflow. Support is provided through documentation and email. The scope is deliberately research-specific rather than consumer-facing: it does not target augmented-reality sky views, telescope control or mission tracking. Choose Halotools for reproducible galaxy–halo simulations and catalog analysis; choose a general astronomy app instead for observational sky exploration or hardware control.
Your product? Our editors can test Halotools in depth and publish a review, labelled as paid · from $149/mo →
Halotools pricing
Halotools fact sheet
| Free plan | Yes |
|---|---|
| Paid from | Free |
| Offline access | Not verified |
| Platform coverage | Not verified |
| AR sky view | Not verified |
| Telescope control | Not verified |
| Mission tracking | Not verified |
| Catalog size | Not verified |
| Learning content | Not verified |
| Deployment | Self-hosted |
| Support | Email, Docs |
| Built for | Solo, Small business, Mid-market (editorial estimate) |
| Pricing | Free plan |
| Website | halotools.readthedocs.io |
| Facts checked | 23 Sep 2026 |
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The editor score above is our own research. What this page doesn't have yet is a reader's view — what you used Halotools for, what worked and what didn't. No stars are seeded and no review is paid for; an editor reads every one before it appears.
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
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