PyPI Stats
designer-coderajay

glassbox-mech-interp

Mechanistic interpretability + EU AI Act Annex IV compliance. 21/21 frameworks: ACDC edge-circuit discovery, multi-arch GQA/RMSNorm adapter (Llama-3/Mistral/Phi-3), cross-model comparison, causal scrubbing, DAS, Hessian bounds, BH FDR, folded LayerNorm, SAE polysemanticity, multi-corruption, held-out validation. Dual-licensed (MIT core + BSL 1.1 compliance engine).
PyPI GitHub

Shared Repository

This package shares its GitHub repository (designer-coderajay/Glassbox-AI-2.0-Mechanistic-Interpretability-tool) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
122
Week
282
Month
3.2K
Stars
1
Forks
0
Issues
0
Version
4.2.6

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
100
Popularity
4
Adoption
34
Community
0
How the maintenance status was determined
Last commit
5 days ago
Monthly downloads
3,160
• 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
3,160
Stars
1
Stars per 1k downloads
0.32
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
40
Month daily avg
105
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
>=3.8
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
MIT AND LicenseRef-BUSL-1.1
• 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
19 days ago
Total releases
22
Releases/year
110.0
• 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
2
Monthly downloads
3,160
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
8
 
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

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

Downloads by OS

No OS data available

Python Versions

No Python version data available

Top Countries

1. KR KR
33
2. US US
4
3. CA CA
1

Dependencies

5
29 optional dependencies

Used By

1

Package Information

License
MIT AND LicenseRef-BUSL-1.1
First Release
February 21, 2026
Last Release
2 weeks ago
Last Commit
5 days ago
Latest Version
4.2.6
Total Releases
22
Contributors
2
Open PRs
0
Archived
No
Python Versions
3 3.8 3.9 3.10 3.11 3.12
Keywords
mechanistic-interpretability transformers circuits attribution-patching edge-attribution-patching logit-lens sparse-autoencoders sae composition-scores attention-heads explainability XAI LLM GPT-2 circuit-discovery alignment eu-ai-act annex-iv compliance audit black-box-audit regulatory-compliance causal-scrubbing distributed-alignment-search das hessian layernorm-correction false-discovery-rate benjamini-hochberg polysemanticity multi-corruption held-out-validation
Topics
alignment explainability gpt2 mechanistic-interpretability pytorch attribution-patching circuit-discovery logit-lens sae sparse-autoencoders transformer-circuits transformerlens annex-iv black-box-testing compliance-audit eu-ai-act fastapi llm-compliance regulatory-compliance mcp
Tracking Since
February 22, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links