Package Insights
Package Risks
- No releases in 1211 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
70
Popularity
94
Adoption
26
Community
80
How the maintenance status was determined
Last commit
0 days ago
Monthly downloads
403
•
Active
Activity within 30 days
Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
403
Stars
42,438
Stars per 1k downloads
105305.21
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
Rising Star
Balanced ratio of stars to downloads
•
Unknown
Fewer than 1,000 monthly downloads, or no star data
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
5
Month daily avg
13
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
•
Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
License categories
License
Apache 2.0
•
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
1212 days ago
Total releases
3
Releases/year
0.8
Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
•
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
1,440
Monthly downloads
403
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
•
Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
72
Issue Burden
69.5
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
19.1%
contrib / forks
Stale Release
1211d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
No OS data available
Python Versions
No Python version data available
Top Countries
1.
CA
1
CA
Dependencies
16
- aiosignal
- attrs
- click >=7.0
- dataclasses
- filelock
- frozenlist
- grpcio >=1.32.0
- jsonschema
- msgpack <2.0.0,>=1.0.0
- numpy >=1.16
- packaging
- protobuf !=3.19.5,>=3.15.3
- pyyaml
- requests
- typing-extensions
- virtualenv >=20.0.24
110 optional dependencies
- aiohttp[serve]
- aiohttp[default]
- aiohttp[air]
- aiohttp[all]
- aiohttp-cors[default]
- aiohttp-cors[all]
- aiohttp-cors[serve]
- aiohttp-cors[air]
- aiorwlock[air]
- aiorwlock[all]
- aiorwlock[serve]
- colorful[default]
- colorful[air]
- colorful[serve]
- colorful[all]
- dm-tree[rllib]
- dm-tree[all]
- fastapi[air]
- fastapi[serve]
- fastapi[all]
- fsspec[all]
- fsspec[data]
- fsspec[air]
- gpustat[serve]
- gpustat[air]
- gpustat[all]
- gpustat[default]
- gym[all]
- gym[rllib]
- kubernetes[k8s]
- kubernetes[all]
- lz4[all]
- lz4[rllib]
- matplotlib[all]
- matplotlib[rllib]
- numpy[air]
- numpy[all]
- numpy[data]
- opencensus[all]
- opencensus[default]
- opencensus[serve]
- opencensus[air]
- opentelemetry-api[all]
- opentelemetry-api[observability]
- opentelemetry-exporter-otlp[observability]
- opentelemetry-exporter-otlp[all]
- opentelemetry-sdk[all]
- opentelemetry-sdk[observability]
- pandas[train]
- pandas[air]
- pandas[all]
- pandas[data]
- pandas[rllib]
- pandas[tune]
- prometheus-client[default]
- prometheus-client[serve]
- prometheus-client[all]
- prometheus-client[air]
- pyarrow[all]
- pyarrow[data]
- pyarrow[air]
- pydantic[serve]
- pydantic[air]
- pydantic[default]
- pydantic[all]
- py-spy[air]
- py-spy[all]
- py-spy[default]
- py-spy[serve]
- pyyaml[rllib]
- pyyaml[all]
- ray-cpp[cpp]
- ray-cpp[all]
- requests[rllib]
- requests[serve]
- requests[train]
- requests[tune]
- requests[air]
- requests[all]
- requests[default]
- rich[all]
- rich[rllib]
- scikit-image[all]
- scikit-image[rllib]
- scipy[all]
- scipy[rllib]
- smart-open[default]
- smart-open[serve]
- smart-open[all]
- smart-open[air]
- starlette[serve]
- starlette[air]
- starlette[all]
- tabulate[rllib]
- tabulate[train]
- tabulate[tune]
- tabulate[air]
- tabulate[all]
- tensorboardx[rllib]
- tensorboardx[train]
- tensorboardx[tune]
- tensorboardx[air]
- tensorboardx[all]
- typer[all]
- typer[rllib]
- urllib3[k8s]
- urllib3[all]
- uvicorn[air]
- uvicorn[serve]
- uvicorn[all]
Used By
0
Not used by any tracked packages
Package Information
License
Apache 2.0
First Release
July 2, 2022
Last Release
3 years ago
Last Commit
11 hr ago
Latest Version
2.2.0
Total Releases
3
Contributors
1,440
Open PRs
607
Archived
No
Author
Ray Team
Python Versions
3.6
3.7
3.8
3.9
3.10
Wheels
cp310
cp37
cp38
Keywords
Topics
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh