No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
mlforecast has 497K monthly downloads and 1K GitHub stars. Version 1.0.31 supports Python 3.10+, first published in 2021.
It is actively maintained under a permissive license, last released in Mar 2026.
It is built on top of cloudpickle, coreforecast and fsspec. It is used by 9 tracked packages, including autogluon-timeseries, timecopilot and metaforecast.
GitHub topics include forecast, forecasting and machine-learning.
Package Insights
Package Risks
- No releases in 112 days despite active commits
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
64
Adoption
66
Community
55
Provenance
0
How the maintenance status was determined
Last commit
6 days ago
Monthly downloads
497,129
•
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
497,129
Stars
1,240
Stars per 1k downloads
2.49
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
15,478
Month daily avg
16,571
Momentum
-6.6%
((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 Software License 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
118 days ago
Total releases
57
Releases/year
11.0
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
38
Monthly downloads
497,129
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
7.3
per 1k stars
Discussions
61.3
per 1k stars
Fork Ratio
30.2%
contrib / forks
Stale Release
112d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
7.3K
Windows
287
macOS
283
Python Versions
3.12
38.9%
3.0K
3.11
38.6%
2.9K
3.10
10.4%
794
3.8
7.0%
535
3.13
5.1%
392
Top Countries
1.
US
4.3K
US
2.
IE
1.6K
IE
3.
BE
589
BE
4.
NL
446
NL
5.
FR
279
FR
6.
DE
256
DE
7.
SG
98
SG
8.
KR
80
KR
9.
SE
60
SE
10.
IN
54
IN
Dependencies
8
- cloudpickle
- coreforecast >=0.0.15
- fsspec
- narwhals
- optuna
- pandas <3.0
- scikit-learn
- utilsforecast >=0.2.9
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Apache Software License 2.0
First Release
April 27, 2021
Last Release
3 months ago
Last Commit
1 week ago
Latest Version
1.0.31
Total Releases
57
Contributors
38
Open PRs
6
Archived
No
Python Versions
3.10
3.11
3.12
3.13
3.14
Wheels
py3
Keywords
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh