import scanpy as sc
sc.pl.umap(data, color='clusters')
What every core package provides
Documentation

Extensive documentation covering installation, usage, and API references for every core package.

Stable releases

Semantic versioning and changelogs for every release.

Open source

Freely licensed and hosted on GitHub — use it, modify it, fork it.

Continuously tested

Every change runs through CI before release.

Interoperable

Shared data structures mean output from one tool works as input to the next.

Community governed

Roadmap and priorities are set by the community and core developers, not a single company.

Core packages

scverse develops a set of interoperable packages spanning every step of single-cell and spatial omics analysis, from data structures to modeling.

Browse the core packages

Ecosystem

A broader ecosystem of packages builds on the scverse core, extending it with domain-specific models and analysis methods.

Continue to scverse ecosystem

Events

scverse hosts hackathons, workshops, and an annual conference to bring the community together throughout the year.

See all scverse events

Mission

Scverse builds the community that sustains foundational tools for omics data in the life sciences.

Read more about scverse

Team

Scverse is a community project currently governed by a core team. Please reach out if you’d like to be involved!

Learn more about scverse community

References

scverse tools are used in research and industry across the globe. If they are useful in your work, please cite the scverse paper along with the individual packages you used.

Find each package's publication