No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
bentoml has 213K monthly downloads and 9K GitHub stars. Version 1.4.39 supports Python 3.9+, first published in 2019.
It is stably maintained under a permissive license, last released in May 2026.
It is built on top of a2wsgi, aiohttp and aiohttp-asgi-connector. It is used by 24 tracked packages, including nubison-model, konfuzio-sdk and openllm.
GitHub topics include model-serving, mlops and llmops.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
85
Adoption
73
Community
80
Provenance
100
How the maintenance status was determined
Last commit
33 days ago
Monthly downloads
212,720
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
212,720
Stars
8,707
Stars per 1k downloads
40.93
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
7,109
Month daily avg
7,091
Momentum
+0.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.9
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
60 days ago
Total releases
150
Releases/year
20.1
•
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
240
Monthly downloads
212,720
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
86
Issue Burden
16.3
per 1k stars
Discussions
25.5
per 1k stars
Fork Ratio
24.5%
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
5.5K
Windows
106
macOS
16
Python Versions
3.10
60.8%
3.4K
3.12
25.8%
1.4K
3.11
10.7%
597
3.13
2.0%
110
3.14
0.7%
38
Top Countries
1.
KR
3.8K
KR
2.
US
1.4K
US
3.
IE
153
IE
4.
SG
97
SG
5.
ES
82
ES
6.
NL
56
NL
7.
CA
47
CA
8.
JP
35
JP
9.
IN
29
IN
10.
SE
27
SE
Dependencies
42
- a2wsgi >=1.10.7
- aiohttp
- aiohttp-asgi-connector >=1.1.2
- aiosqlite >=0.20.0
- attrs >=22.2.0
- cattrs <23.2.0,>=22.1.0
- click >=7.0
- click-option-group
- cloudpickle >=2.0.0
- fsspec >=2025.7.0
- httpx
- httpx-ws >=0.6.0
- jinja2 >=3.0.1
- kantoku >=0.18.3
- numpy
- nvidia-ml-py
- opentelemetry-api ~=1.20
- opentelemetry-instrumentation ~=0.41b0
- opentelemetry-instrumentation-aiohttp-client ~=0.41b0
- opentelemetry-instrumentation-asgi ~=0.41b0
- opentelemetry-sdk ~=1.20
- opentelemetry-semantic-conventions ~=0.41b0
- opentelemetry-util-http ~=0.41b0
- packaging >=22.0
- pathspec
- pip-requirements-parser >=31.2.0
- prometheus-client >=0.10.0
- psutil
- pydantic <3
- python-dateutil
- python-json-logger
- python-multipart
- pyyaml >=5.0
- rich >=11.2.0
- rich-toolkit >=0.15.1
- schema
- simple-di >=0.1.4
- starlette >=0.24.0
- tomli >=1.1.0
- tomli-w
- uvicorn >=0.22.0
- watchfiles >=0.15.0
46 optional dependencies
- bentoml-unsloth[unsloth]
- grpcio[all]
- grpcio[grpc]
- grpcio[grpc-channelz]
- grpcio[grpc-reflection]
- grpcio-channelz[all]
- grpcio-channelz[grpc-channelz]
- grpcio-health-checking[grpc-reflection]
- grpcio-health-checking[all]
- grpcio-health-checking[grpc]
- grpcio-health-checking[grpc-channelz]
- grpcio-reflection[all]
- grpcio-reflection[grpc-reflection]
- opentelemetry-exporter-jaeger[tracing]
- opentelemetry-exporter-jaeger[all]
- opentelemetry-exporter-jaeger[tracing-jaeger]
- opentelemetry-exporter-otlp[tracing]
- opentelemetry-exporter-otlp[all]
- opentelemetry-exporter-otlp[tracing-otlp]
- opentelemetry-exporter-otlp-proto-grpc[all]
- opentelemetry-exporter-otlp-proto-grpc[monitor-otlp]
- opentelemetry-exporter-otlp-proto-http[monitor-otlp]
- opentelemetry-exporter-otlp-proto-http[all]
- opentelemetry-exporter-zipkin[tracing]
- opentelemetry-exporter-zipkin[all]
- opentelemetry-exporter-zipkin[tracing-zipkin]
- opentelemetry-instrumentation-grpc[grpc-channelz]
- opentelemetry-instrumentation-grpc[grpc]
- opentelemetry-instrumentation-grpc[all]
- opentelemetry-instrumentation-grpc[grpc-reflection]
- pandas[all]
- pandas[io-pandas]
- pandas[io]
- pillow[io-image]
- pillow[io]
- pillow[all]
- protobuf[grpc-channelz]
- protobuf[grpc]
- protobuf[all]
- protobuf[grpc-reflection]
- pyarrow[io]
- pyarrow[all]
- pyarrow[io-pandas]
- s3fs[all]
- s3fs[aws]
- tritonclient[triton]
Used By
24
- nubison-model
- konfuzio-sdk
- openllm
- clip-api-service
- sentencebertservice
- comfy-pack
- bento2seldon
- bento-sgl-router
- bentoctl
- dreamml
- bentoml-unsloth
- llmchatbot
- ml-assistant-cli
- onediffusion
- bentomlx
- raptor-labsdk
- aiserve
- bentoml-plugins-arize
- fusionmllib
- kazemlstack
- nidam
- moark-comfyui-engine
- bentoml-comfyui
- modelo-proyeccion-subastas-autos
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Apache-2.0
First Release
January 15, 2019
Last Release
2 months ago
Last Commit
1 month ago
Latest Version
1.4.39
Total Releases
150
Contributors
240
Open PRs
36
Archived
No
Python Versions
3
3.9
3.10
3.11
3.12
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh