PyPI Stats
tensorflow

tf-agents

TF-Agents: A reliable, scalable and easy to use TensorFlow library for Contextual Bandits and Reinforcement Learning.
PyPI GitHub

Shared Repository

This package shares its GitHub repository (tensorflow/agents) with 2 other packages. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
522
Week
2.3K
Month
8.7K
Stars
3.0K
Forks
748
Issues
208
Version
0.19.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
77
Adoption
69
Community
80
How the maintenance status was determined
Last commit
109 days ago
Monthly downloads
8,712
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
8,712
Stars
3,009
Stars per 1k downloads
345.39
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
322
Month daily avg
290
Momentum
+11.0%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3
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
874 days ago
Total releases
52
Releases/year
7.0
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
270
Monthly downloads
8,712
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
69.1
per 1k stars
Discussions
10.0
per 1k stars
Fork Ratio
36.1%
contrib / forks
Stale Release
764d
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 247
macOS 3
Windows 1

Python Versions

3.9
63.1% 154
3.11
20.1% 49
3.8
9.4% 23
3.10
4.5% 11
3.7
2.9% 7

Top Countries

1. SG SG
196
2. DE DE
37
3. US US
34
4. JP JP
8
5. FR FR
4
6. AU AU
2
7. IN IN
2
8. CA CA
1
9. NL NL
1
10. PH PH
1

Dependencies

12
7 optional dependencies

Used By

6

Package Information

License
Apache 2.0
First Release
December 4, 2018
Last Release
2 years ago
Last Commit
3 months ago
Latest Version
0.19.0
Total Releases
52
Contributors
270
Open PRs
3
Archived
No
Author
Google LLC
Python Versions
3 3.8 3.9 3.10 3.11
Wheels
py3
Keywords
tensorflow agents reinforcement learning machine bandits
Topics
reinforcement-learning tensorflow contextual-bandits bandits multi-armed-bandits tf-agents rl-algorithms dqn
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links