comma.ai
@commaai • Building the Android of self-driving cars. Use this route to separate flagship concentration from portfolio breadth before you treat a publisher as broadly strong.
Portfolio concentration
72%
Top three share
Shows whether the organization is driven by one breakout repo or several visible projects.
Breadth
29 repos
Visible snapshot
14 repositories updated in the last 90 days.
Leading language
Unknown
Portfolio mix
Unknown (10), Python (8), JavaScript (3)
Average size
11
Stars per repository
Useful for distinguishing one flagship-heavy publisher from a repeatable portfolio.
Updated: 2026-07-27(44d ago)GitHub API fallback29 repositories
72%
of the visible star count comes from this organization's top three repositories.
11
stars per repository in this same snapshot.
Unknown
is the most common language here, with 14 repositories updated in the last 90 days.
Why this rank
This organization stands out because its public portfolio is relatively balanced across 29 repositories.
Balanced portfolio across 29 reposTop 3 share 72%
Organization pages work best when you separate portfolio breadth from flagship concentration. In comma.ai's case, the visible top three repositories account for about 72% of total stars in this snapshot, which helps explain whether the organization is known for one breakout project or for a broader repeatable portfolio.
The dominant language mix here is Unknown (10), Python (8), JavaScript (3). That makes this page useful not just for popularity checks, but also for seeing what technical shape an organization's public ecosystem actually has.
Top Repositories
| # | Repository | Language | Stars |
|---|---|---|---|
| 1 | commaai/miniray Minimal library for distributed python work. Can efficiently run CPU and GPU tasks across 100s of machines. | Python | 139 |
| 2 | commaai/comma_video_compression_challenge lossy video compression challenge | Python | 67 |
| 3 | commaai/vamOS a new operating system for comma 3X and comma four | Shell | 27 |
| 4 | commaai/qdl.js a library for interfacing with Qualcomm devices in QDL mode | JavaScript | 19 |
| 5 | commaai/operations_challenge comma.ai operations challenge | 12 | |
| 6 | commaai/website | Svelte | 12 |
| 7 | commaai/opendbc-data The home of data about the fleet of cars openpilot supports. | HTML | 8 |
| 8 | commaai/raylib A simple and easy-to-use library to enjoy videogames programming | C | 6 |
| 9 | commaai/openpilot-archive an archive of commaai/openpilot before the history rewrite | Python | 6 |
| 10 | commaai/torchtitan A PyTorch native platform for training generative AI models | Python | 5 |
| 11 | commaai/dependencies vendored dependencies, wrapped as pip packages, for all comma projects | Python | 5 |
| 12 | commaai/model_reports evals for the driving and driver monitoring models shipped to openpilot | HTML | 4 |
| 13 | commaai/gigashuffle | Python | 3 |
| 14 | commaai/gsplat-builder | Shell | 1 |
| 15 | commaai/reporterv2 The incredible comma model reporter (v2) | JavaScript | 1 |
| 16 | commaai/vamOS-images | 1 | |
| 17 | commaai/pynvvideocodec-builder | Python | 1 |
| 18 | commaai/comma3X_user_manual | 1 | |
| 19 | commaai/raylib-python-cffi Python CFFI bindings for Raylib | Python | 1 |
| 20 | commaai/py-spidev | 1 | |
| 21 | commaai/timeout | JavaScript | 1 |
| 22 | commaai/dummy_package | 1 | |
| 23 | commaai/gsplat CUDA accelerated rasterization of gaussian splatting | 0 | |
| 24 | commaai/3dgrut Ray tracing and hybrid rasterization of Gaussian particles | 0 | |
| 25 | commaai/vpic-api Python client library for decoding VINs and querying the NHTSA Vehicle Product Information Catalog (vPIC) API | 0 | |
| 26 | commaai/cleancheckout | 0 | |
| 27 | commaai/testing-artifacts | 0 | |
| 28 | commaai/pytorch270rc | HTML | 0 |
| 29 | commaai/carla_stripped Would you like to be able to launch Carla? Look no further | C++ | 0 |
Next step after the organization read
Open a flagship repository, compare a couple of portfolio leaders, or return to the organization map when you want a broader concentration read.
Learn and methodology
Keep trust-building context reachable, but behind the first data read instead of ahead of it.
How to read this organization snapshot
Total stars are useful as a discovery signal, but they do not tell you whether a team maintains every repository equally. Pair this page with release cadence, maintainer activity, and the flagship concentration shown above before making adoption decisions.
For broader background on GitStar's ranking logic and editorial guidance, see Methodology & Editorial Standards.