NeuroTechX/moabb

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Mother of All BCI Benchmarks

Stars: 1.1k
Forks: 264
Open beginner issues: 0
Indexed issues: 121
Avg merge: 1d 13m
Merged PRs (30d): 23

Dominant language: Python
License: BSD-3-Clause
Last GitHub push: Sep 18, 2026
Latest indexed: Sep 19, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: help wanted

Beginner friendly Everything

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121 open issues indexed

compute_pvals_wilcoxon picks the one-sided tail from the mean difference, not from the signed-rank statistic Open

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

NeuroTechX/moabb#1176 · Opened Sep 4, 2026
Massively use lazy imports! Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

NeuroTechX/moabb#1153 · Opened Aug 21, 2026
Ship the reference benchmark pipelines in the package, with an accessor Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

NeuroTechX/moabb#1149 · Opened Aug 21, 2026
Four dataset/paradigm defects found in a full-catalogue sweep (BNCI2022_001 interval, Kaneshiro2015 paradigm tag, RestingStateToP300Adapter default, MartinezCagigal2023Pary sub-16) Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

NeuroTechX/moabb#1143 · Opened Aug 16, 2026
Broken links detected in documentation Open

broken-links documentation

Difficulty 3/5 1-2 days Newbie friendliness 65/100

NeuroTechX/moabb#1131 · Opened Aug 3, 2026
[Visualization] Critical Difference Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#1127 · 1 comment · Opened Jul 24, 2026
[Dataset][Bug] Zhou2020 S-subjects (1–12) loaded as generic EEG1–EEG41 with no montage Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#1120 · Opened Jul 8, 2026
WithinSession/WithinSubjectSplitter overwrite an explicit n_splits (and shuffle/random_state) in cv_kwargs Open

NeuroTechX/moabb#1106 · 1 reaction · 2 assignees · Opened Jun 27, 2026
Allow a metadata-aware splitter as cv_class (used directly, not wrapped as the inner groups-CV) Open

NeuroTechX/moabb#1104 · 1 comment · 1 reaction · 2 assignees · Opened Jun 27, 2026
`nemar_subject_template` is not flexible enough. In BIDS, the subject label can be any string: https://bids-specification.readthedocs.io/en/stable/glossary.html#subject-entities Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

NeuroTechX/moabb#1098 · Opened Jun 24, 2026
Lazier data loading and static dataset analysis Open

help wanted

Difficulty 5/5 Over a week Newbie friendliness 35/100

NeuroTechX/moabb#1092 · 5 comments · Opened Jun 19, 2026
[follow-up] Optionally wire transfer-learning splitter into CrossSubjectEvaluation Open

Difficulty 4/5 3-5 days Newbie friendliness 65/100

NeuroTechX/moabb#1088 · Opened Jun 18, 2026
Update moabb to use nemar-py as we finish to re-host the datasets Open

NeuroTechX/moabb#1084 · 2 comments · 1 reaction · 2 assignees · Opened Jun 18, 2026
Update the plot_bids_conversion.py to use the official API example Open

NeuroTechX/moabb#1082 · 1 comment · 1 reaction · 2 assignees · Opened Jun 17, 2026
New CrossSubjecEvaluation that supports transfer learning methods Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

NeuroTechX/moabb#1077 · 8 comments · Opened Jun 11, 2026
Keras_DeepConvNet.yml and Keras_ShallowConvNet.yml pipelines skipping datasets silently Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

NeuroTechX/moabb#1072 · 4 comments · Opened May 17, 2026
Change citation for misc to better index. Open

NeuroTechX/moabb#1071 · 3 comments · 1 reaction · 2 assignees · Opened May 11, 2026
Rozado2015 have strange values Open

Difficulty 4/5 3-5 days Newbie friendliness 15/100

NeuroTechX/moabb#1070 · Opened May 10, 2026
Generated documentation categories are wrong Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

NeuroTechX/moabb#1067 · 1 comment · Opened May 5, 2026
Make the paradigms more broadly Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

NeuroTechX/moabb#1056 · 11 comments · Opened Apr 10, 2026
More description and validation of the metadata Open

Difficulty 4/5 3-5 days Newbie friendliness 30/100

NeuroTechX/moabb#1051 · 6 comments · Opened Apr 4, 2026
Use openneuro/nemar versions of the dataset Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

NeuroTechX/moabb#1044 · 1 comment · Opened Mar 23, 2026
Do we need Pyrieman in the main dependancies or could it go to the doc dependancies? Open

Difficulty 2/5 1-3 hours Newbie friendliness 55/100

NeuroTechX/moabb#1033 · 8 comments · Opened Mar 10, 2026
Broken links detected in documentation Open

broken-links documentation

Difficulty 2/5 1-3 hours Newbie friendliness 50/100

NeuroTechX/moabb#1031 · Opened Mar 9, 2026
[DOC] The stimulus presentation needs to be more exact, but it needs to be based on the events. Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

NeuroTechX/moabb#1026 · Opened Mar 6, 2026
MNE label options are not a good option for accessing and changing the label. we should manipulate the the label pipeline Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

NeuroTechX/moabb#1021 · 1 comment · Opened Mar 4, 2026
Development and stable version webpage Open

NeuroTechX/moabb#983 · 1 reaction · 2 assignees · Opened Feb 20, 2026
Customizing `processing_pipeline` for benchmarking Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

NeuroTechX/moabb#964 · 2 comments · Opened Feb 6, 2026
[Dataset] Add Wagner2019 Walking with Auditory Pacing dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#944 · Opened Jan 17, 2026
[Dataset] Add Brantley2018 Walking Motor Execution dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

NeuroTechX/moabb#943 · Opened Jan 17, 2026
[Dataset] Add Luciw2014 Grasp-and-Lift Motor Execution dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#942 · Opened Jan 17, 2026
[Dataset] Add Kim2018 Motor Imagery dataset (wheelchair control) Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

NeuroTechX/moabb#938 · Opened Jan 17, 2026
[Dataset] Add Ahn2013 EEG+MEG Motor Imagery dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#936 · Opened Jan 17, 2026
[Dataset] Add BNCI 005-2015 Covert Shifts of Attention dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#920 · Opened Jan 16, 2026
[Dataset] Add BNCI 007-2014 Two-finger Gameplay dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 42/100

NeuroTechX/moabb#919 · Opened Jan 16, 2026
[Dataset] Add FieldTrip open data datasets Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

NeuroTechX/moabb#916 · Opened Jan 16, 2026
[Dataset] Add datasets from ResearchGate public EEG list Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

NeuroTechX/moabb#915 · Opened Jan 16, 2026
[Dataset] Add datasets from meagmohit EEG-Datasets list Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

NeuroTechX/moabb#914 · Opened Jan 16, 2026
[Dataset] Add datasets from OpenLists ElectrophysiologyData repository Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

NeuroTechX/moabb#913 · Opened Jan 16, 2026
[Dataset] Add arxiv 2024 benchmark datasets (arxiv:2402.08656) Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#910 · Opened Jan 16, 2026
[Dataset] Add datasets from Neurocomputing 2024 review paper Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

NeuroTechX/moabb#909 · Opened Jan 16, 2026
[Dataset] Add OpenNeuro Motor Imagery dataset (ds004362) Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

NeuroTechX/moabb#908 · Opened Jan 16, 2026
[Dataset] Add PLoS One MI dataset - 12 subjects, Grasp/Elbow/Rest Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

NeuroTechX/moabb#905 · Opened Jan 16, 2026
[Dataset] Add PLoS One MI dataset - 30 subjects, Left vs Rest Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#903 · Opened Jan 16, 2026
[Dataset] Add PLoS One MI dataset - 13 subjects, Execution/Imagination/Observation Open

Difficulty 3/5 1-2 days Newbie friendliness 45/100

NeuroTechX/moabb#902 · Opened Jan 16, 2026
[Dataset] Add PLoS One MI dataset - 12 subjects, 9 elbow tasks Open

Difficulty 4/5 3-5 days Newbie friendliness 38/100

NeuroTechX/moabb#901 · Opened Jan 16, 2026
[Dataset] Add Ma2022 Motor Imagery dataset (25 subjects, 5 sessions) Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#893 · Opened Jan 16, 2026
[Dataset] Add 30 Subjects SSVEP AR dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#892 · Opened Jan 16, 2026
[Dataset] Add Pan2024 SSVEP dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

NeuroTechX/moabb#888 · Opened Jan 16, 2026
[Dataset] Add Inner Speech dataset Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

NeuroTechX/moabb#876 · Opened Jan 16, 2026

NeuroTechX/moabb

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