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Enhanced multimodal fMRI brain encoding toolkit built on Meta's TRIBE v2. Features streaming inference, brain-alignment benchmarking, cognitive load scoring, and more.

active 2026-03-302026-05-09 (UTC)

Partial coverage11,198 / 11,849 hourly files (95%) · 2 absent upstream · 649 failed, retryable2025-04-042026-08-10 (UTC)— sampled evenly across the window, so rankings and trends hold; absolute counts scale up.
Events
84
Pushes
28
Pull requests
13
Issues
9
Stars
6
Forks
2

Activity over time

Daily event counts in the loaded window

Line chart, 41 days from 2026-03-30 to 2026-05-09. Pushes: 28 total, peak 9 in a day. Pull requests: 13 total, peak 4 in a day. Issues: 9 total, peak 4 in a day. Comments: 9 total, peak 2 in a day. Stars: 6 total, peak 1 in a day.

  • Pushes
  • Pull requests
  • Issues
  • Comments
  • Stars

Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.

Top contributors

Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity

ContributorContributionsPushesPRsComments
siddhant-rajhans4528101
github-actions[bot]4001
snakefood32323003
HanaB142011
Yoshita-Dwivedi2002
Xuan47811001
mangodxd1010
prasanna-08061010

Recent activity

Latest issues, pull requests and releases

  • Issue comment#35siddhant-rajhans2026-05-09 22:27
    Build a HuggingFace Spaces leaderboard for brain alignment scores
  • Pull request#73siddhant-rajhans2026-05-09 22:21
  • Issue#10siddhant-rajhans2026-05-09 22:18
    Add pytest coverage reporting and badge
  • Pull request#72siddhant-rajhans2026-05-09 22:14
  • Pull request#70siddhant-rajhans2026-05-09 21:35
  • Issue comment#24Xuan47812026-05-03 00:39
    Add pre-commit hooks for automated lint and format checks
  • Pull request#68mangodxd2026-05-02 02:09
  • Issue#65siddhant-rajhans2026-05-01 23:25
    Fix broken doctest in BrainAlignmentBenchmark class docstring
  • Issue#65siddhant-rajhans2026-05-01 23:25
    Fix broken doctest in BrainAlignmentBenchmark class docstring
  • Issue#65siddhant-rajhans2026-05-01 23:25
    Fix broken doctest in BrainAlignmentBenchmark class docstring
  • Pull request#64siddhant-rajhans2026-05-01 23:24
  • Issue comment#61snakefood32322026-05-01 01:46
    Clean up F841 unused-local warnings in viz/
  • Issue#23siddhant-rajhans2026-05-01 01:01
    Fix E741 lint errors in get_topk_rois (ambiguous variable 'l')
  • Issue comment#53Yoshita-Dwivedi2026-04-28 04:43
    Update x_transformers to address autocast deprecation warnings
  • Issue#31github-actions[bot]2026-04-26 09:08
    Deprecation warnings from x_transformers: update to torch.amp.autocast
  • Issue#37github-actions[bot]2026-04-26 08:43
    Add docstring examples to all analysis modules
  • Issue comment#37Yoshita-Dwivedi2026-04-26 08:43
    Add docstring examples to all analysis modules
  • Pull request#42siddhant-rajhans2026-04-22 05:51
  • Issue#35github-actions[bot]2026-04-22 04:52
    Build a HuggingFace Spaces leaderboard for brain alignment scores
  • Issue comment#35github-actions[bot]2026-04-22 04:52
    Build a HuggingFace Spaces leaderboard for brain alignment scores
  • Pull request#39siddhant-rajhans2026-04-22 04:52
  • Pull request#39siddhant-rajhans2026-04-22 04:18
  • Issue comment#27snakefood32322026-04-20 23:48
    Add SHAP-based modality attribution as complement to ablation
  • Issue comment#35snakefood32322026-04-20 23:47
    Build a HuggingFace Spaces leaderboard for brain alignment scores
  • Pull request#20siddhant-rajhans2026-04-02 16:32

Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 6 stars here means stars gained during the window, not the repo's star count.