PyPI Stats
sparks-baird

self-driving-lab-demo

Software and instructions for setting up and running a self-driving lab (autonomous experimentation) demo using dimmable RGB LEDs, an 8-channel spectrophotometer, a microcontroller, and an adaptive design algorithm, as well as extensions to liquid- and solid-based color matching demos.
PyPI GitHub
Downloads
Day
6
Week
53
Month
838
Stars
79
Forks
16
Issues
44
Version
0.8.13

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
65
Popularity
38
Adoption
29
Community
30
How the maintenance status was determined
Last commit
163 days ago
Monthly downloads
838
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
838
Stars
79
Stars per 1k downloads
94.27
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
Needs at least 1,000 monthly downloads to classify popularity.
How download momentum is calculated
Week daily avg
8
Month daily avg
28
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
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
163 days ago
Total releases
32
Releases/year
8.6
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
3
Monthly downloads
838
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
59
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
18.8%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Windows 2

Python Versions

3.13
100.0% 2

Top Countries

1. EE EE
2
2. CA CA
1

Dependencies

20
6 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
MIT
First Release
August 20, 2022
Last Release
5 months ago
Last Commit
5 months ago
Latest Version
0.8.13
Total Releases
32
Contributors
3
Open PRs
3
Archived
No
Author
sgbaird
Wheels
py3
Topics
automation materials-informatics materials-science optics self-driving-lab as7341 circuitpython micropython neopixel pico-w pico-wireless python raspberry-pi rpi-pico adaptive-design bayesian-optimization closed-loop machine-learning internet-of-laboratory-things smart-lab
Tracking Since
January 14, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links