PyRank
vllm-project

guidellm

Evaluate and Enhance Your LLM Deployments for Real-World Inference Needs
PyPI GitHub
More links
Download Stats docs issues
Monthly downloads
28.6K
Weekly downloads
6.9K
GitHub stars
1.7K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
0.8.1
Requires Python
<4.0,>=3.10.0
Licence
Apache-2.0
Last Release
1 week ago
Author
Red Hat
First Release
August 29, 2024
Total Releases
94
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
69
Adoption
64
Community
70
Provenance
0
How the maintenance status was determined
Last commit
7 days ago
Monthly downloads
28,595
• 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
28,595
Stars
1,681
Stars per 1k downloads
58.79
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
990
Month daily avg
953
Momentum
+3.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
<4.0,>=3.10.0
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
• Legacy
Supports 3.10 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
8 days ago
Total releases
94
Releases/year
44.1
• 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
87
Monthly downloads
28,595
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
82
 
Issue Burden
33.3
per 1k stars
Discussions
11.9
per 1k stars
Fork Ratio
33.3%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 406
macOS 29
Windows 1

Python Versions

3.11
42.3% 184
3.13
28.3% 123
3.12
26.0% 113
3.14
3.0% 13
3.10
0.5% 2

Top Countries

1. US US
403
2. DE DE
25
3. MD MD
19
4. CN CN
13
5. HK HK
9
6. JP JP
8
7. ES ES
7
8. SG SG
7
9. AT AT
6
10. FI FI
3

Weekly Downloads

GitHub Stars

Dependencies

23
16 optional dependencies

Used By

0
Not used by any tracked packages

Repository details

Forks
261
Issues
56
Last Commit
1 week ago
Contributors
87
Open PRs
51
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
ai benchmarking deep-learning deployment evaluation guidance inference language-models large-language-model llm machine-learning model-benchmark model-evaluation nlp performance vllm
Sources and methodology