PyPI Stats
gyorilab

indra

INDRA (Integrated Network and Dynamical Reasoning Assembler) is an automated model assembly system interfacing with NLP systems and databases to collect knowledge, and through a process of assembly, produce causal graphs and dynamical models.
PyPI GitHub
Downloads
Day
337
Week
1.7K
Month
8.2K
Stars
209
Forks
77
Issues
34
Version
1.24.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
51
Adoption
49
Community
80
How the maintenance status was determined
Last commit
19 days ago
Monthly downloads
8,179
• 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
8,179
Stars
209
Stars per 1k downloads
25.55
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
246
Month daily avg
273
Momentum
-9.9%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
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
BSD License
• 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
280 days ago
Total releases
30
Releases/year
3.0
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
24
Monthly downloads
8,179
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
69
 
Issue Burden
162.7
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
31.2%
contrib / forks
Stale Release
260d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

Linux 158
macOS 4

Python Versions

3.9
52.5% 84
3.12
34.4% 55
3.10
6.2% 10
3.11
5.0% 8
3.7
1.9% 3

Top Countries

1. CN CN
123
2. US US
41
3. SG SG
20
4. CA CA
5
5. HK HK
1
6. TH TH
1

Dependencies

14
66 optional dependencies

Used By

3

Package Information

License
BSD License
First Release
April 7, 2016
Last Release
9 months ago
Last Commit
2 weeks ago
Latest Version
1.24.0
Total Releases
30
Contributors
24
Open PRs
14
Archived
No
Author
Benjamin Gyori
Python Versions
3.8 3.9 3.10 3.11 3.12
Wheels
py2 py3
Keywords
systems biology model pathway assembler nlp mechanism biochemistry network big mechanism bigmech world modelers communicating with computers cwc automated scientific discovery framework asdf automating scientific knowledge extraction aske panacea
Topics
systems-biology modeling biology computational-biology bioinformatics pysb nlp indra sbml
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links