PyRank
primeintellect-ai

verifiers

Our library for RL environments + evals
PyPI GitHub
More links
Download Stats Issues Repository
Verified repo
Monthly downloads
834.5K
Weekly downloads
151.2K
GitHub stars *
4.7K

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

Package Information

Latest Version
0.4.0
Requires Python
<3.14,>=3.11
Licence
MIT
Last Release
4 days ago
First Release
January 28, 2025
Total Releases
589
Python Versions
3 3.11 3.12 3.13
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
79
Adoption
59
Community
80
Provenance
100
How the maintenance status was determined
Last commit
2 days ago
Monthly downloads
834,452
• 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
834,452
Stars
4,704
Stars per 1k downloads
5.64
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
21,599
Month daily avg
27,815
Momentum
-22.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
<3.14,>=3.11
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
MIT
• 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
3 days ago
Total releases
589
Releases/year
343.4
• 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
101
Monthly downloads
834,452
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
79
 
Issue Burden
3.4
per 1k stars
Discussions
1.9
per 1k stars
Fork Ratio
14.4%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 14.5K
macOS 56
Windows 10

Python Versions

3.13
58.6% 8.5K
3.12
37.5% 5.5K
3.11
3.2% 472
3.14
0.4% 52
3.10
0.2% 33

Top Countries

1. US US
13.9K
2. DE DE
2.5K
3. HK HK
380
4. NL NL
310
5. GB GB
228
6. FR FR
102
7. SG SG
93
8. JP JP
76
9. MY MY
75
10. CN CN
41

Weekly Downloads

GitHub Stars *

Dependencies

26
10 optional dependencies
  • harbor==0.21.0[harbor]
    python_full_version >= "3.12" and extra == "harbor"
  • modal>=1.4.0[modal]
    extra == "modal"
  • nemo-gym==0.4.0[nemo-gym]
    python_version >= "3.12" and extra == "nemo-gym"
  • nest-asyncio>=1.6.0[notebook]
    extra == "notebook"
  • nltk>=3.9.2[ta]
    extra == "ta"
  • openenv>=0.4.1[openenv]
    extra == "openenv"
  • python-dotenv>=1.0.0[browser]
    extra == "browser"
  • reasoning-gym>=0.1.8[rg]
    extra == "rg"
  • stagehand>=3.4.0[browser]
    extra == "browser"
  • textarena==0.7.4[ta]
    extra == "ta"

Used By

17
View all 17 dependents

Repository details

Forks
701
Issues
16
Last Commit
3 days ago
Contributors
101
Open PRs
146
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
agentic-rl agents environments eval grpo harness llm multi-turn reinforcement-learning rl rlvr tool-use train verifiers
Sources and methodology