stas00/ml-engineering
Machine Learning Engineering Open Book
19.5k stars · 1.3k forks · Python
Healthy
Healthy: actively maintained by 7 people, no known risks.
Why
No rule fired.
What would change this
- A dormant maintenance status, a deprecated or archived package, a successor link, or a critical advisory would change this.
Maintenance
CompleteActive
- Human commits, 30 days
- 41
- Human commits, 90 days
- 198
- Human commits, 365 days
- 266
- Bot share of commits, 365 days
- 0%
- Last commit
- Oct 14, 2026 (13 hours ago)
- Last human commit
- Oct 14, 2026 (13 hours ago)
- Authors, 90 days
- 7
- Last release
- none found
- Median PR merge time
- 10 hours
Responsiveness: of 1 recent issues, n/a got a maintainer reply. Median first response: n/a.
- Only 1 recent issues can be checked for a response, too few to measure response time.
Sources: Commits, Releases, Merged pull requests, Issues
People
Complete- Owner
- Personal account
- Commits sampled
- 266 since Oct 14, 2025
- Authors for half of commits
- 1
- Authors for 80% of commits
- 2
- Contributors
- 51
Top committers
- sfc-gh-sbekman: 53% of commits
- stas00: 43% of commits
- caopeirui: 1% of commits
- JordanNanos: 1% of commits
- aliencaocao: 0% of commits
Sources: Commits, Contributors
Stars
CompleteOrganic, confidence high
Bursts
- Feb 8, 2023 to Feb 9, 2023: about 14 more stars than usual, peak 10 in one day, a spike that tapers off. We couldn't check for an outside explanation.
- Mar 8, 2023 to Mar 18, 2023: about 179 more stars than usual, peak 51 in one day, a shape we can't classify. Outside explanation: a jump in forks.
- Sep 20, 2023 to Sep 27, 2023: about 315 more stars than usual, peak 122 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Oct 11, 2023 to Oct 16, 2023: about 334 more stars than usual, peak 100 in one day, a spike that tapers off. Outside explanation: a jump in forks, a jump in issues and pull requests.
- Oct 23, 2023 to Oct 26, 2023: about 626 more stars than usual, peak 289 in one day, a spike that tapers off. Outside explanation: a jump in forks, a jump in issues and pull requests.
- Nov 9, 2023 to Nov 10, 2023: about 141 more stars than usual, peak 85 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Nov 20, 2023 to Nov 23, 2023: about 336 more stars than usual, peak 141 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Dec 3, 2023 to Dec 6, 2023: about 532 more stars than usual, peak 191 in one day, a shape we can't classify. Outside explanation: a jump in forks, a jump in issues and pull requests.
- Dec 28, 2023 to Dec 30, 2023: about 150 more stars than usual, peak 81 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Jan 22, 2024 to Feb 9, 2024: about 3.2k more stars than usual, peak 1.1k in one day, a spike that tapers off. Outside explanation: a Hacker News post, a jump in forks, a jump in issues and pull requests.
- Feb 12, 2024 to Feb 16, 2024: about 676 more stars than usual, peak 201 in one day, a spike that tapers off. Outside explanation: a jump in forks, a jump in issues and pull requests.
- Mar 19, 2024 to Mar 22, 2024: about 366 more stars than usual, peak 213 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Sep 6, 2024 to Sep 9, 2024: about 260 more stars than usual, peak 134 in one day, a spike that tapers off. Outside explanation: a jump in forks, a jump in issues and pull requests.
- Oct 6, 2024 to Oct 10, 2024: about 221 more stars than usual, peak 106 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Nov 22, 2024 to Nov 28, 2024: about 159 more stars than usual, peak 41 in one day, a shape we can't classify. Outside explanation: a jump in forks.
- Oct 2, 2025 to Oct 4, 2025: about 132 more stars than usual, peak 80 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Jan 10, 2026 to Jan 14, 2026: about 149 more stars than usual, peak 60 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Feb 13, 2026 to Feb 22, 2026: about 292 more stars than usual, peak 75 in one day, a spike that tapers off. Outside explanation: a jump in forks, a jump in issues and pull requests.
- Feb 24, 2026 to Mar 1, 2026: about 177 more stars than usual, peak 57 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Jul 9, 2026 to Jul 10, 2026: about 81 more stars than usual, peak 65 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Aug 26, 2026 to Aug 28, 2026: about 99 more stars than usual, peak 56 in one day, a spike that tapers off. Outside explanation: a jump in forks.
- Oct 4, 2026 to Oct 7, 2026: about 300 more stars than usual, peak 182 in one day, a spike that tapers off. Outside explanation: a jump in issues and pull requests.
- Oct 11, 2026 to Oct 12, 2026: about 53 more stars than usual, peak 35 in one day, a shape we can't classify. No outside explanation found, so this burst is unexplained.
- The star history was reset at some point, so earlier stars aren't counted.
- 1 stars GitHub has since removed (tracked since Oct 14, 2026).
Anyone can buy stars for any repo; bursts alone don't prove the owner did.
- The star history looks organic.
- The star history has a zero run of 26 weeks or more, so the analysis starts after it.
Sources: How star history is analyzed
Risk
CompleteFlags
No risk flags.
License
- Now
- No license found
- A year ago
- Not known
Packages
No published packages found.
Sources: GitHub: stas00/ml-engineering
Badge
Add this to a README to show the current verdict:
[](https://reporadar.ai/stas00/ml-engineering)Earlier verdicts
- Oct 14, 2026: Healthy
- Oct 14, 2026: Healthy
Computed 8 hours ago · method 2026.10.2