No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
ray has 60.7M monthly downloads and 43K GitHub stars. Version 2.56.0 supports Python 3.10+, first published in 2017.
It is actively maintained under a permissive license, last released in Jun 2026.
It is built on top of click, filelock and jsonschema. It is used by 559 tracked packages, including apache-airflow-providers-google, prefect-ray and leptonai.
GitHub topics include ray, distributed and parallel.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
94
Adoption
70
Community
80
Provenance
0
How the maintenance status was determined
Last commit
0 days ago
Monthly downloads
60,682,353
•
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
60,682,353
Stars
43,143
Stars per 1k downloads
0.71
•
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
How download momentum is calculated
Week daily avg
1,928,810
Month daily avg
2,022,745
Momentum
-4.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.10
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
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
7 days ago
Total releases
145
Releases/year
15.9
•
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
1,520
Monthly downloads
60,682,353
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
73
Issue Burden
65.7
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
19.6%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
1.7M
Windows
4.2K
macOS
2.4K
Python Versions
3.12
24.9%
422.9K
3.10
23.6%
399.2K
3.11
20.0%
339.3K
3.13
17.2%
291.6K
3.14
14.3%
242.0K
Top Countries
1.
US
1.6M
US
2.
IE
12.5K
IE
3.
SG
6.7K
SG
4.
JP
6.1K
JP
5.
IN
6.1K
IN
6.
AU
5.6K
AU
7.
DE
5.3K
DE
8.
NL
5.3K
NL
9.
ES
4.1K
ES
10.
CA
4.1K
CA
Dependencies
8
- click >=7.0
- filelock
- jsonschema
- msgpack <2.0.0,>=1.0.0
- packaging >=24.2
- protobuf >=3.20.3
- pyyaml
- requests
236 optional dependencies
- aiohttp[serve-async-inference]
- aiohttp[air]
- aiohttp[serve-grpc]
- aiohttp[llm]
- aiohttp[all-cpp]
- aiohttp[default]
- aiohttp[all]
- aiohttp[serve]
- aiohttp-cors[all-cpp]
- aiohttp-cors[serve-grpc]
- aiohttp-cors[serve-async-inference]
- aiohttp-cors[serve]
- aiohttp-cors[all]
- aiohttp-cors[llm]
- aiohttp-cors[default]
- aiohttp-cors[air]
- async-timeout[llm]
- celery[serve-async-inference]
- celery[all-cpp]
- celery[all]
- colorful[serve-grpc]
- colorful[default]
- colorful[llm]
- colorful[all]
- colorful[air]
- colorful[all-cpp]
- colorful[serve]
- colorful[serve-async-inference]
- cupy-cuda12x[cgraph]
- cupy-cuda12x[adag]
- cupy-cuda12x[all]
- cupy-cuda12x[all-cpp]
- dm-tree[all]
- dm-tree[all-cpp]
- dm-tree[rllib]
- fastapi[llm]
- fastapi[serve]
- fastapi[serve-async-inference]
- fastapi[serve-grpc]
- fastapi[all-cpp]
- fastapi[all]
- fastapi[air]
- fsspec[train]
- fsspec[tune]
- fsspec[all-cpp]
- fsspec[all]
- fsspec[air]
- fsspec[data]
- fsspec[llm]
- fsspec[rllib]
- grpcio[serve-async-inference]
- grpcio[air]
- grpcio[all]
- grpcio[all-cpp]
- grpcio[client]
- grpcio[default]
- grpcio[llm]
- grpcio[serve]
- grpcio[serve-grpc]
- gymnasium[all-cpp]
- gymnasium[rllib]
- gymnasium[all]
- hf-transfer[llm]
- jsonref[llm]
- jsonschema[llm]
- lz4[rllib]
- lz4[all]
- lz4[all-cpp]
- memray[all]
- memray[all-cpp]
- memray[observability]
- meson[llm]
- mmh3[serve-async-inference]
- mmh3[serve-grpc]
- mmh3[llm]
- mmh3[serve]
- mmh3[all-cpp]
- mmh3[all]
- mmh3[air]
- ninja[llm]
- nixl[llm]
- nixl-cu13[llm]
- numpy[llm]
- numpy[all]
- numpy[air]
- numpy[all-cpp]
- numpy[data]
- opencensus[all-cpp]
- opencensus[air]
- opencensus[all]
- opencensus[default]
- opencensus[llm]
- opencensus[serve]
- opencensus[serve-async-inference]
- opencensus[serve-grpc]
- opentelemetry-exporter-prometheus[llm]
- opentelemetry-exporter-prometheus[serve]
- opentelemetry-exporter-prometheus[serve-async-inference]
- opentelemetry-exporter-prometheus[serve-grpc]
- opentelemetry-exporter-prometheus[default]
- opentelemetry-exporter-prometheus[all-cpp]
- opentelemetry-exporter-prometheus[all]
- opentelemetry-exporter-prometheus[air]
- opentelemetry-proto[llm]
- opentelemetry-proto[serve]
- opentelemetry-proto[serve-async-inference]
- opentelemetry-proto[serve-grpc]
- opentelemetry-proto[air]
- opentelemetry-proto[all]
- opentelemetry-proto[all-cpp]
- opentelemetry-proto[default]
- opentelemetry-sdk[serve-grpc]
- opentelemetry-sdk[air]
- opentelemetry-sdk[all]
- opentelemetry-sdk[all-cpp]
- opentelemetry-sdk[default]
- opentelemetry-sdk[llm]
- opentelemetry-sdk[serve]
- opentelemetry-sdk[serve-async-inference]
- ormsgpack[rllib]
- ormsgpack[all-cpp]
- ormsgpack[all]
- pandas[train]
- pandas[tune]
- pandas[all]
- pandas[all-cpp]
- pandas[air]
- pandas[rllib]
- pandas[data]
- pandas[llm]
- prometheus-client[default]
- prometheus-client[llm]
- prometheus-client[serve]
- prometheus-client[serve-async-inference]
- prometheus-client[serve-grpc]
- prometheus-client[air]
- prometheus-client[all-cpp]
- prometheus-client[all]
- py-spy[all-cpp]
- py-spy[default]
- py-spy[llm]
- py-spy[serve]
- py-spy[serve-async-inference]
- py-spy[serve-grpc]
- py-spy[air]
- py-spy[all]
- pyarrow[all-cpp]
- pyarrow[air]
- pyarrow[all]
- pyarrow[data]
- pyarrow[llm]
- pyarrow[rllib]
- pyarrow[train]
- pyarrow[tune]
- pybind11[llm]
- pydantic[all-cpp]
- pydantic[default]
- pydantic[llm]
- pydantic[rllib]
- pydantic[serve]
- pydantic[serve-async-inference]
- pydantic[serve-grpc]
- pydantic[train]
- pydantic[tune]
- pydantic[all]
- pydantic[air]
- pyopenssl[all-cpp]
- pyopenssl[all]
- pyopenssl[serve-grpc]
- pyyaml[rllib]
- pyyaml[all]
- pyyaml[all-cpp]
- ray-cpp[cpp]
- ray-cpp[all-cpp]
- requests[llm]
- requests[air]
- requests[all]
- requests[all-cpp]
- requests[default]
- requests[rllib]
- requests[serve]
- requests[serve-async-inference]
- requests[serve-grpc]
- requests[train]
- requests[tune]
- scipy[all]
- scipy[all-cpp]
- scipy[rllib]
- smart-open[air]
- smart-open[all]
- smart-open[all-cpp]
- smart-open[default]
- smart-open[llm]
- smart-open[serve]
- smart-open[serve-async-inference]
- smart-open[serve-grpc]
- starlette[air]
- starlette[all]
- starlette[all-cpp]
- starlette[llm]
- starlette[serve]
- starlette[serve-async-inference]
- starlette[serve-grpc]
- taskiq[all]
- taskiq[all-cpp]
- taskiq[serve-async-inference]
- tensorboardx[air]
- tensorboardx[all]
- tensorboardx[all-cpp]
- tensorboardx[rllib]
- tensorboardx[train]
- tensorboardx[tune]
- typer[llm]
- uvicorn[air]
- uvicorn[all]
- uvicorn[all-cpp]
- uvicorn[llm]
- uvicorn[serve]
- uvicorn[serve-async-inference]
- uvicorn[serve-grpc]
- virtualenv[air]
- virtualenv[all]
- virtualenv[all-cpp]
- virtualenv[default]
- virtualenv[llm]
- virtualenv[serve]
- virtualenv[serve-async-inference]
- virtualenv[serve-grpc]
- vllm[llm]
- watchfiles[air]
- watchfiles[all]
- watchfiles[all-cpp]
- watchfiles[llm]
- watchfiles[serve]
- watchfiles[serve-async-inference]
- watchfiles[serve-grpc]
Used By
559
- apache-airflow-providers-google
- prefect-ray
- leptonai
- raydp
- neuralforecast
- codeflare-sdk
- fairchem-core
- cosmos-xenna
- verl
- flytekitplugins-ray
- lmdeploy
- pytimetk
- vllm-tpu
- amesa-train-dev
- astro-provider-ray
- geneva
- reaction-network
- dara-xrd
- nemo-retriever
- eformer
- zhmiscellany
- transferqueue
- jesse
- lance-ray
- levanter
- flyteplugins-ray
- tune-sklearn
- qiskit-serverless
- nv-ingest
- flowdapt
- lecrapaud
- scraper-lib-rmp
- amesa-train
- openrlhf
- nemo-gym
- ray-embedding
- rhapso
- agentsociety
- angelslim
- composabl-train-dev
- cogflow
- nemo-curator
- evotorch
- ffpa-attn
- isofit
- instill-sdk
- hydra-ray-launcher
- trinity-rft
- composabl-ray-dev
- itp-interface
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Apache 2.0
First Release
June 3, 2017
Last Release
1 week ago
Last Commit
2 hr ago
Latest Version
2.56.0
Total Releases
145
Contributors
1,520
Open PRs
625
Archived
No
Author
Ray Team
Python Versions
3.10
3.11
3.12
3.13
3.14
Wheels
cp27
cp310
cp311
cp312
cp313
cp314
cp33
cp34
cp35
cp36
cp37
cp38
cp39
Keywords
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh