toncho11 / moabb

Повний розв'язаний набір залежностей із графа залежностей GitHub: 25 прямих і 26 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Встановлення pypi:moabb@1.5.0 тягне 53 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": true,
      "size_kb": 38281,
      "has_wiki": true,
      "homepage": "https://neurotechx.github.io/moabb/",
      "languages": {
        "Python": 3262471
      },
      "pushed_at": "2026-06-19T09:12:04Z",
      "created_at": "2022-04-06T09:15:26Z",
      "owner_type": "User",
      "updated_at": "2026-06-15T14:07:47Z",
      "description": "Mother of All BCI Benchmarks",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "BSD-3-Clause",
      "default_branch": "develop",
      "license_spdx_raw": "BSD-3-Clause",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "User",
      "login": "toncho11",
      "company": null,
      "location": "France",
      "followers": 19,
      "avatar_url": "https://avatars.githubusercontent.com/u/1851997?v=4",
      "created_at": "2012-06-14T22:00:43Z",
      "is_verified": null,
      "public_repos": 33,
      "account_age_days": 5154
    },
    "license": {
      "state": "standard",
      "spdx_id": "BSD-3-Clause",
      "raw_spdx": "BSD-3-Clause",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": false
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.4.5",
          "kind": "patch",
          "published_at": "2022-02-22T11:26:28Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2021-03-29T01:21:01Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2019-02-01T14:59:55Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "68022240adc6efe313638b01807401310176790c",
          "body": "* Initial plan\n\n* Fix BNCI2014_001 stimulus timeline\n\nAgent-Logs-Url: https://github.com/NeuroTechX/moabb/sessions/43729bfe-3d86-49d4-afa9-dac038b40e33\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Clarify MI cue overlap handling\n\nAgent-Logs-Url: https://githu\n[…]\nrs.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix BNCI2014_001 stimulus timeline metadata (#1074)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-05-20T23:06:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4f44a903deda10c6582cdafb37e27b733014be7d",
          "body": "…igshare rate-limiting (#1068)\n\n* Fix loaders for BNCI2020_002, MartinezCagigal2023, and MAMEM Figshare\n\n- BNCI2020_002 (`_convert_attention_shift`): the F-contiguous\n  `bciexp.data` array was being flattened with the default C-order\n  reshape, which produced a trial-fastest interleaved layout\n  (`f\n[…]\nss the\n  changed files (BNCI2020_002 reshape comment, ``_load_or_fetch_filelist``\n  / ``_dataset_root`` / ``_filelist_cache_path``, ``fs_get_file_list``,\n  whats_new entries, and the test docstrings).",
          "is_bot": false,
          "headline": "Fix BNCI2020_002 reshape, MartinezCagigal2023 stim_trial, and MAMEM F…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-05-07T08:59:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "912530a276a412a0727e87cc340d4df782d7375d",
          "body": null,
          "is_bot": false,
          "headline": "Fix Wairagkar2018 dataset zip extraction (#1066)",
          "author_name": "Baris",
          "author_login": "baris-talar",
          "committed_at": "2026-04-27T15:48:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "12efe37b3ae9407d849429e4a9aa82db68c937cf",
          "body": "… (#1065)\n\n* Refactor RomaniBF2025ERP to add an end buffer to the epoch extraction\n\nUpdated the RomaniBF2025ERP class. Modified example usage and adjusted the crop method to account for the calibration buffer.\n\nSigned-off-by: Michele Romani <BRomans@users.noreply.github.com>\n\n* [pre-commit.ci] auto \n[…]\nBRomans@users.noreply.github.com>\n\n---------\n\nSigned-off-by: Michele Romani <BRomans@users.noreply.github.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Refactor RomaniBF2025ERP to add an end buffer to the epoch extraction…",
          "author_name": "Michele Romani",
          "author_login": "BRomans",
          "committed_at": "2026-04-24T06:49:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5607beb37adc18a15d2cbbc23cbff8ffc65b75af",
          "body": "…rial (#1063)",
          "is_bot": false,
          "headline": "chore: bump pyriemann to >=0.11 and re-enable artifact rejection tuto…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-04-21T08:51:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6df9e2a441cc2814829e2b103f0da2db37b278b",
          "body": "…ech (#1062)",
          "is_bot": false,
          "headline": "remove(bcicomp2020is): drop BCI Competition 2020 Track 3 Imagined Spe…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-04-20T19:31:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46d21c79584d810b969adb27e7e8a7847b7ef5b5",
          "body": "* adding Nieto speech imagery dataset and fixing other SI sets\n\n* re-adding Nieto and fixing Nguyen/Aguilera\n\n* fixing intervals\n\n* fixing Nieto2022 for relabeling\n\n* adding contribution name\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\n* fix(nguyen2017): remove unused ch_names variable\n\n[…]\n_.\n\n---------\n\nCo-authored-by: alberto <albertotates@hotmail.es>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Speech Imagery datasets deepcheck PR (#1061)",
          "author_name": "Alberto",
          "author_login": "donalbertico",
          "committed_at": "2026-04-20T14:10:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "71b975e32727801d20537c05961d249f6714dc94",
          "body": "Use os.makedirs(exist_ok=True) to avoid FileExistsError when parallel\nSphinx-Gallery examples concurrently create the output directory.",
          "is_bot": false,
          "headline": "[HOTFIX] fix race condition in benchmark output directory creation",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-04-16T12:13:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fed921a3574579d1fdd23525bd0c62d13415725b",
          "body": "… (#1060)\n\n* feat(seo): comprehensive SEO, social sharing, and LLM discoverability optimization\n\nAdd OpenGraph + Twitter Cards via sphinxext-opengraph with per-page auto-generated\nsocial preview cards. Add JSON-LD structured data (SoftwareApplication, DataCatalog,\nDataset, BreadcrumbList) to layout.\n[…]\n\n* fix(seo): remove hidden BSD-3 license label from OG card\n\n* fix(seo): add CITE IF YOU USE label next to DOI in footer\n\n* fix(ci): exclude social_card_gen.html from codespell (base64 false positive)",
          "is_bot": false,
          "headline": "feat(seo): comprehensive SEO, social sharing, and LLM discoverability…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-04-16T11:20:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0d883626c54ee567de9384f985cf5e7aaa799189",
          "body": "…f' (#1059)\n\n* fix(encoding): handle UnicodeEncodeError when GBK codec fails on '\\xef'\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\n* docs: add whats_new entry for sli930 encoding fix (#1059)\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "fix(encoding): handle UnicodeEncodeError when GBK codec fails on '\\xe…",
          "author_name": "sli930",
          "author_login": "sli930",
          "committed_at": "2026-04-16T09:21:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "650b37457482d764af35cc282a58a0574114865b",
          "body": null,
          "is_bot": false,
          "headline": "[HOTFIX] pump the version",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-04-15T10:14:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b930ed2e6d89daff681a099464805812de7485f4",
          "body": null,
          "is_bot": false,
          "headline": "Add 7 imagined speech dataset adapters (#1057)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-04-12T14:24:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f1d1ec70083dc2276be1f4e885eb5943afe3d3c",
          "body": "* [pre-commit.ci] pre-commit autoupdate\n\nupdates:\n- [github.com/psf/black-pre-commit-mirror: 25.12.0 → 26.3.1](https://github.com/psf/black-pre-commit-mirror/compare/25.12.0...26.3.1)\n- [github.com/PyCQA/isort: 7.0.0 → 8.0.1](https://github.com/PyCQA/isort/compare/7.0.0...8.0.1)\n- [github.com/astral\n[…]\nstring reference so future ruff runs leave it alone.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": true,
          "headline": "[pre-commit.ci] pre-commit autoupdate (#1053)",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-04-10T15:06:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bed0ef27236ad2944a6926814345e7d103032d96",
          "body": "* Initial plan\n\n* fix: correct paper DOI for Thielen2021 dataset\n\nAgent-Logs-Url: https://github.com/NeuroTechX/moabb/sessions/07cd95fd-5be9-4b4f-ab04-dae4a0475130\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* fix(Thielen2021): point associated_paper_doi to th\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Fix Thielen2021 paper DOI pointing to wrong publication (#1055)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-04-10T13:02:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "86fbbcb6fdf3c3e86d4e795eaed0066eb0b1e1c2",
          "body": "…(#1050)\n\n* Document MNE entry points in preprocessing and paradigm pipelines\n\n- Add docstrings for get_filter/crop/resample_pipeline (BaseRaw.filter/crop/resample)\n- Clarify NamedFunctionTransformer role (methodcaller + MNE Raw methods)\n- Document SetRawAnnotations, RawToEvents, RawToEpochs, relate\n[…]\nents\", \"create epochs\")\n- Tutorial: show filter bank as HTML diagram instead of print loop\n\n* docs: add HTML repr enhancement to whats_new.rst\n\n---------\n\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Docs: clarify MNE call sites in preprocessing and paradigm pipelines …",
          "author_name": "Zachary Munro",
          "author_login": "zmunro",
          "committed_at": "2026-04-06T13:43:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d7603e3f09e15a3afae1bb95eaf43557a106e342",
          "body": "* Fix BIDS conversion issues for multiple datasets\n\n- bids_interface: crop signal to exact data records for BDF/EDF export\n  (handles both integer and non-integer sampling rates), add standard\n  montage fiducials when missing from head coordinate frame\n- bnci_2016_002: fix KeyError in event_mapping \n[…]\ny for both the directory name fix and\nthe rstrip fix.\n\n---------\n\nSigned-off-by: Bru <b.aristimunha@gmail.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix/bids conversion fixes (#1052)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-04-06T13:42:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e0c6dc68dffa9375bded8c930f95077f9b0f8eef",
          "body": "* Fix BIDS conversion issues for multiple datasets\n\n- bids_interface: crop signal to exact data records for BDF/EDF export\n  (handles both integer and non-integer sampling rates), add standard\n  montage fiducials when missing from head coordinate frame\n- bnci_2016_002: fix KeyError in event_mapping \n[…]\nks\n\n* Update whats_new for v1.6 BIDS conversion fixes\n\n---------\n\nSigned-off-by: Bru <b.aristimunha@gmail.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix/bids conversion fixes (#1049)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-30T08:59:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d233a7460f9fabb48570dcef6b51a190ad0ae8d1",
          "body": "* Debugged Forenzo2023 path\n\n* Updated what's new file",
          "is_bot": false,
          "headline": "Debugged Forenzo2023 path (#1048)",
          "author_name": "Ethan Davis",
          "author_login": "davisethan",
          "committed_at": "2026-03-27T08:26:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a753959f796f81e5d5a3da6c1f6ebb691242386d",
          "body": "* fix(Lee2019): session key off-by-one causes silent data loss\n\n* fix(base): session filtering now matches compound keys by integer prefix\n\nThe session selection in BaseDataset.get_data() used exact string matching,\nwhich silently dropped all data for datasets with compound session keys\n(e.g., \"0tra\n[…]\nhe existing session_run_pattern(), so sessions=[0] correctly matches\n\"0train\". Also hoists loop-invariant computation out of the subject loop.\n\n---------\n\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "fix(Lee2019): session key off-by-one causes silent data loss (#1046)",
          "author_name": "Benedetto Leto",
          "author_login": "ben9809",
          "committed_at": "2026-03-25T18:45:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8f5310f7ac27a4e3e076420f7cb70b119c53c9cf",
          "body": null,
          "is_bot": false,
          "headline": "HOTFIX: add macro table generation to docs build",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-23T14:21:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "72d35fad68af715fa185c07d822bb20deadf22ac",
          "body": "* feat: add unified interactive macro table for dataset summary\n\nAdd a single interactive dashboard that consolidates all 148 dataset\nmetadata entries into one searchable, filterable, sortable table with\n58 columns (15 visible by default, rest togglable via ColVis).\n\nNew files:\n- scripts/generate_ma\n[…]\ny/except\n  import for dataset_constants to support both Sphinx build (bare\n  module on sys.path) and pytest (package-relative import)\n- Add changelog entry in whats_new.rst for the macro table feature",
          "is_bot": false,
          "headline": "feat: unified interactive macro table for dataset summary (#1043)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-23T13:13:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "140809d8c48bdf2be953951ff75f688122edee34",
          "body": "* chore: bump version to 1.5.0 and update citations for release\n\nUpdate version string, CITATION.cff date, citation year to 2026,\nadd Hajhassani to author lists, and add v1.6 dev section in whats_new.\n\n* docs: fix 2726 Sphinx documentation build warnings\n\n- Export GuttmannFlury2025_ME from datasets \n[…]\nor. Add Begany, K. to README.md and\ncite.rst citations (previously only in CITATION.cff). Remove\ndocs/source/README.md from tracking since it is auto-generated by the\ndocs Makefile copy-readme target.",
          "is_bot": false,
          "headline": "Release 1.5.0 (#1041)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-21T19:49:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9a89dff20ff7b053ca1131f4c39d9a1b5d584ded",
          "body": "* Clean up _evaluate_fold and optimize joblib memory usage\n\n- Remove dead _fit_and_score() function\n- Remove unused paradigm/mne_labels params from _evaluate_fold()\n- Pass X, y, metadata as top-level positional args to delayed() for\n  joblib auto-mmap, avoiding N array copies for N parallel tasks\n\n*\n[…]\nalid() for consistency with\nother evaluation classes. Remove dead code branch and update docstring\nin _open_lock_hdf5 since filelock is always available.\n\n* ci: retrigger CI after codecarbon 3.2.4 fix",
          "is_bot": false,
          "headline": "Full parallel (#967)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-20T14:29:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a5369721e73701f7797c2bba217c32348247181f",
          "body": "* Add interactive neural signature figures for all BCI paradigms (#1039)\n\nImplements paradigm-specific neurophysiological signature visualizations\nas interactive Plotly HTML files, following the MNE reference tutorials\nlinked in the issue:\n\n- Motor Imagery: ERD/ERS time-frequency maps via compute_tf\n[…]\nres module, BIDS integration, plotly\noptional dependency, and test coverage in the v1.5 changelog.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: interactive neural signature figures for all BCI paradigms (#1040)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-18T11:01:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ecc9aecd0f1446efbc34af6ef1571eccdd3a99b9",
          "body": "* Add 3 MI dataset adapters: Ma2022, Tavakolan2017, Zhang2017 (49 subjects, 10 sessions)\n\n- Ma2022 (SHU): 25 subjects, 5 cross-sessions, 2-class L/R hand MI, BIDS/EDF from Figshare\n- Tavakolan2017: 12 subjects, 4 sessions, 3-class same-limb MI (rest/grasp/elbow), Dryad CC0\n- Zhang2017: 12 subjects, \n[…]\nalways discarding them.\n\n* Add new dataset classes to API documentation\n\nRegister all new MI, ERP/P300, and SSVEP dataset classes in the\nSphinx autosummary tables so they appear in the generated docs.",
          "is_bot": false,
          "headline": "Add 40+ new dataset adapters: MI, P300, ERP, visual imagery (#1038)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-16T08:46:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3bd06eb7a8c2838605301107aa3314b6811bf7b6",
          "body": "* fix: improve code robustness and add type hints\n\n- fix crash in huebner_llp.py when regex match returns None\n- replace assert with raise ValueError/TypeError across 14 locations\n  in analysis, pipelines, paradigms, and datasets modules\n- fix pipeline name collision FIXME in pipelines/utils.py\n- ad\n[…]\nhecker_cvep.py\n- update tests to expect ValueError instead of AssertionError\n\n* docs: add changelog entries for code robustness and type hints\n\n---------\n\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "fix: improve code robustness and add type hints (#1036)",
          "author_name": "Sarthak Tayal",
          "author_login": "tayal-sarthak",
          "committed_at": "2026-03-14T14:51:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2f47eb4cc65946002c51733c94b1c95a50c42d9",
          "body": "* Fix HED annotation semantics for Motor Imagery per Kay's expert review\n\n- Add specific arrow direction visuals (Leftward/Rightward/Downward/Upward)\n  to standard MI events instead of generic Visual-presentation\n- Flatten action verbs (Move, Flex, Stretch, Turn, Close, Open, Grasp) to\n  be siblings\n[…]\n2014_004, Lee2019_MI, Zhou2016, Shin2017A, GrosseWentrup2009.\n\nAlso fix BNCI2014_001 stimulus_type from \"visual_cue\" to \"arrow_cue\".\n\n* Update changelog with per-dataset arrow-cue HED override details",
          "is_bot": false,
          "headline": "Fix HED annotation semantics per Kay's expert review (#1037)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-12T18:02:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f28f7f91ce39146ad9e746b1e4501472d9902763",
          "body": "* Fix HED annotation semantics for Motor Imagery per expert review\n\nRestructure MI event tags to properly decompose stimulus and action\nper HED annotation semantics Rules 2b/2e/2f:\n- Separate Sensory-event (Visual-presentation) from Agent-action\n- Remove conflated Cue + Experimental-stimulus roles\n-\n[…]\nual-presentation)\" was repeated ~50 times. Extracting it into a\nmodule-level constant makes future HED schema updates a one-line change.\n\n* Add changelog entry for HED annotation semantics fix (#1035)",
          "is_bot": false,
          "headline": "Fix HED annotation semantics for Motor Imagery per expert review (#1035)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-11T14:17:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a82a1e311baef8aa4ba2e143cd788945fadbf5ca",
          "body": "* Initial plan\n\n* Fix test badge to use develop branch and correct URL format\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix test badge to show develop branch status only (#1032)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-09T12:59:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "396cee34f951bd678731bf5d9d53c693e625921d",
          "body": "* updating the dataset information\n\n* [pre-commit.ci] auto fixes from pre-commit.com hooks\n\n* Add whats_new entries for BIDS compliance fixes\n\nDocument five BIDS-related bug fixes: electrodes.json sidecar generation,\nHardwareFilters nested format, DOI prefix, multi-session overwrite handling,\nand Of\n[…]\ny-patch wrapper works with both old and new mne_bids versions\nwhere overwrite became keyword-only.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix BIDS details (#1027)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-09T09:21:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "919a4c2f8cedbf3e98e75c102dc64d92a1d77a6b",
          "body": "…1030)\n\n* feat: add `return_all_modalities` to dataset to optionally fetch non-eeg channels\n\n- Introduce `return_all_modalities` parameter in `BaseDataset` class.\n- Update `BIDSInterfaceRawEDF._write_file` to keep non-eeg channels when parameter is active.\n- Refactor `schirrmeister2017`, `braininvad\n[…]\nous session). Change to overwrite=True since each session writes\nto a distinct BIDS path.\n\n---------\n\nCo-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix and extend return_all_modalities for non-EEG channel retention (#…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-07T18:05:16Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9b3aa1edaab02a88c9630c6896fedb46bfc899fe",
          "body": "* Initial plan\n\n* Fix test badge to only show develop branch status\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix test badge to reflect develop branch status only (#1029)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-07T14:07:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e469b96a8140b95ea67c6821ed10df36aa372d4f",
          "body": "* Move Page Views block into Citation & Impact card\n\nRemove the standalone Page Views section from above Class Labels and\nmerge it as a single rich row inside the Citation & Impact card.\nThe new row uses a mini two-column grid (metrics text + sparkline)\nthat stays consistent with the existing label/\n[…]\n Remove BDF from convert_to_bids supported formats\n\nBDF is not a valid format for the EEG datatype in the BIDS\nspecification. The BIDS validator rejects .bdf files with\n\"Not allowed for EEG datatype\".",
          "is_bot": false,
          "headline": "Refine dataset docs overview cards and summary pages (#1025)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-06T13:13:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "22bfb8a1e85d15907e6b47dfba563e2c59ac56c8",
          "body": "* Add 8 SSVEP dataset adapters for moabb integration\n\nNew ssvep_moabb_adapters/ package with verified data loaders for:\n- Liu2020BETA: 70 subjects, 40-class JFPM benchmark (Tsinghua)\n- Liu2022EldBETA: 100 elderly subjects, 9-class JFPM (Figshare)\n- Kim2025BetaRange: 40 subjects, 40-class extended-fr\n[…]\nax computed from ages list\n- Liu2022EldBETA: fix age_min from 52 to 51 (actual min from BIDS data)\n\n* Address PR review comments and harden dataset extraction\n\n* Address remaining PR revision comments",
          "is_bot": false,
          "headline": "Add 8 SSVEP dataset adapters (357+ subjects, 9 classes) (#1024)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-05T16:15:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "48beb2e45a0e6c11ed842868bc3a6f67e6afe6bc",
          "body": "…(#1023)",
          "is_bot": false,
          "headline": "Add trial introspection tools for Stieger2021 variable-length epochs …",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-04T23:33:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1951f1ac82b388b9d0e721fa31d745562864b127",
          "body": "…palette (#1019)",
          "is_bot": false,
          "headline": "Add chance level visualization, distribution plots, and CVD-friendly …",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-04T21:53:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f30b57ae12d9ea0819a5b71ad8935b93aa7b7544",
          "body": "…gs (#1022)\n\n* Remove redundant autoattribute METADATA from MartinezCagigal docstrings\n\nThe `.. autoattribute:: METADATA` directive in both MartinezCagigal2023Checker\nand MartinezCagigal2023Pary docstrings caused Sphinx to dump the raw\nDatasetMetadata dataclass into the Overview tab. This metadata i\n[…]\nant and producing messy documentation output.\n\n* Add changelog entry for PR #1022\n\nAdd bug-fix entry for removing redundant autoattribute METADATA\nfrom MartinezCagigal2023 Checker and Pary docstrings.",
          "is_bot": false,
          "headline": "Remove redundant autoattribute METADATA from MartinezCagigal docstrin…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-04T19:48:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8fb2ee22ee6c0c9a381008758075c5253a09ba17",
          "body": "* Enrich documentation metadata for 6 datasets\n\nFill missing documentation fields from published papers for datasets\nthat were lacking investigators, institution, country, and other\ncritical metadata:\n\n- Hinss2021: add investigators, institution (ISAE-SUPAERO), country\n  (FR), ethics (CER 2021-342),\n[…]\nETADATA\n- Track c-VEP literature review DOI in Pary METADATA\n- Update _collect_dois() and test_docstring_dois_tracked to check\n  related_paper_dois\n- Update doi_cache.json with 7 newly discovered DOIs",
          "is_bot": false,
          "headline": "Enrich documentation metadata for 6 datasets (#1017)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-03T17:12:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "03ca1ee51cbc046ff3742609ec1e2c62af3c40e8",
          "body": "* Fix critical trigger alignment bug in Liu2024 dataset\n\nThe STI channel contains 120 triggers (40 trials x 3 stages: instruction=1,\nMI=2, break=3). create_event_array() used np.nonzero() which grabbed the\nfirst 40 of all 120 triggers—a mix of instruction, MI, and break onsets—and\npaired them with 4\n[…]\nls=29\n  and the paper's stated \"29 EEG recording electrodes and 2 EOG electrodes\"\n- Change \"BIDS\" to \"EEG-BIDS\" matching paper terminology\n- Use \"SD=\" instead of \"±\" for clinical assessment statistics",
          "is_bot": false,
          "headline": "Fix critical trigger alignment bug in Liu2024 dataset (#1016)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-03T15:18:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1662c31bfdf16c7f4ebfb4e2ae5a4395327cac88",
          "body": "- Add whats_new entry for license chip feature (gh-1015)\n- Replace manual _CC_ICON_CACHE dict with @functools.lru_cache\n- Collapse _normalize_license alias lookups, removing unreachable branch\n- Remove dead fallback in license chip rendering",
          "is_bot": false,
          "headline": "Add changelog entry and simplify license chip code",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-03T12:27:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "736fc0c3fb7f7d5035407334401f848c55364396",
          "body": null,
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-03T12:27:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a889a42695e63c828dacce8f3085910caa7648e4",
          "body": "Display license information from DocumentationMetadata as a clickable\nchip on each dataset page. Creative Commons licenses show their official\ncomponent icons (CC, BY, NC, SA, ND, Zero) inline, loaded from external\nSVG files in _static/icons/cc/. Non-CC licenses (ODC, GPL) show\ntext-only chips. All chips link to the license deed.",
          "is_bot": false,
          "headline": "Add license chip with official CC icons to dataset pages",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-03T12:27:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f3c6d8f3547e97c729121f729e896739af90615e",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #1011 from NeuroTechX/fix/issue-997-potato-plot",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-03T06:37:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9fa030ab9c75d7ad3fe27e9648011fc455641dac",
          "body": null,
          "is_bot": true,
          "headline": "[pre-commit.ci] auto fixes from pre-commit.com hooks",
          "author_name": "pre-commit-ci[bot]",
          "author_login": "pre-commit-ci[bot]",
          "committed_at": "2026-03-02T20:38:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b6b5e94948287be853f520514b15ab74b604b72",
          "body": null,
          "is_bot": false,
          "headline": "Improve 2D potato calibration visualization",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T20:34:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38ed532387977befdc4a6930c6437957991c21fd",
          "body": "…ontours\n\nReplace dense 20-level contourf across the entire z-score map with a\ntwo-layer strategy: filled contours masked to inside the potato (z<=3),\nsparse dashed grey outline contours outside, and a prominent black\nboundary line. This makes the potato boundary much easier to distinguish.",
          "is_bot": false,
          "headline": "Improve 2D potato plot: fill only inside boundary, add sparse outer c…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T18:38:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3786c549e054f091fd032744eea37a33f507ceb8",
          "body": "Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>\nSigned-off-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Update examples/advanced_examples/plot_riemannian_artifact_rejection.py",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T18:30:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2689d7c0aa54d72a8a5a998694b521d4bcecc9c1",
          "body": "…d GA pageview enrichments (#1014)\n\n* Enhance dataset documentation with interactive card, visual grid, and tabbed layout\n\nAdd a three-layer redesign for dataset documentation pages:\n\nLayer 1 - Enhanced header card with paradigm chip, stat badges\n(subjects, sessions, channels, sampling rate, classes\n[…]\non hierarchy\n\n* Align API datasets section intro text\n\n---------\n\nSigned-off-by: Bru <b.aristimunha@gmail.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Dataset docs: fix citation DOI source, remove metadata title icon, an…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T15:36:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cf82872f00ac0322c8544e8a109f4577bf1d74ef",
          "body": "…age (#1007)\n\n* Initial plan\n\n* Merge dataset creation tutorials and add BIDSDataset section\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Add whats_new entry for tutorial merge (pre-commit clean)\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Merge duplicate dataset creation tutorials and add BIDS dataset cover…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-02T14:13:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "7d4eb6b81e5195585acd06db6113de136b44ef3b",
          "body": "* Initial plan\n\n* Add SlidingEstimator tutorial for time-resolved EEG decoding\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Add whats_new entry for SlidingEstimator tutorial; pre-commit checks pass\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* updating the sliding\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add SlidingEstimator tutorial for time-resolved EEG decoding (#1013)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T14:05:40Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "206ebf2350b2d2718ae5bab5e10c0223205839b6",
          "body": "Rename all 5 call sites from _predict_clean_mask to predict_clean_mask\nto match the function definition on line 111.",
          "is_bot": false,
          "headline": "Fix undefined name _predict_clean_mask (F821)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T13:21:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d2bf1d6e00b07f81ee011373937ebdb262cf9921",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'develop' into fix/issue-997-potato-plot",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T12:31:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a47c0c830d78473233172c5c924476946ef42e53",
          "body": "Signed-off-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Update examples/advanced_examples/plot_riemannian_artifact_rejection.py",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T12:30:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45a23ef09cce7cfb861fb39cbea7f93c470facf8",
          "body": "Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>\nSigned-off-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Apply suggestions from code review",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T12:29:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eff9c9c3326434e87941b8eb971cef27f628da64",
          "body": "Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>\nSigned-off-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Apply suggestions from code review",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-02T12:28:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "add075d05d50a026137e72c04a0dea9a89e0c4a0",
          "body": null,
          "is_bot": false,
          "headline": "Add 5 new SSVEP classifiers and fix label handling (#1009)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T23:01:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98c2428712608c035c184f2ad76cf93e1c92dda3",
          "body": "* Initial plan\n\n* Add SlidingEstimator tutorial for time-resolved EEG decoding\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Add whats_new entry for SlidingEstimator tutorial; pre-commit checks pass\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@user\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Add time-resolved decoding tutorial using SlidingEstimator (#1008)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-01T21:44:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bdd8bcb090f99858c305c8f647a5f66b67e49eb7",
          "body": null,
          "is_bot": false,
          "headline": "updating the whats new",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T20:13:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bb8a0ba11405f893faa2a66ce7bfe6ed82076f0",
          "body": "Use pyRiemann PR423 capabilities (per-potato metric and custom method_combination) to replace manual iRPF combination logic, and point pyriemann dependency to GitHub source for the new API.",
          "is_bot": false,
          "headline": "Simplify potato tutorial using new PotatoField API",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T20:06:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "65d15057b545fc8ededa0b36ebe6fbfa293dbd71",
          "body": "- handle Potato/PotatoField predict label encodings robustly\\n- align 2D potato plot with pyRiemann-style offline calibration and clearer channels\\n- clarify RPF combined-score wording for dependent p-values",
          "is_bot": false,
          "headline": "Improve potato tutorial artifact visualization",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T20:00:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "80123da202f1c7d08afa4a20d6af4877973c878b",
          "body": "…ayout (#1000)\n\n* Enhance dataset documentation with interactive card, visual grid, and tabbed layout\n\nAdd a three-layer redesign for dataset documentation pages:\n\nLayer 1 - Enhanced header card with paradigm chip, stat badges\n(subjects, sessions, channels, sampling rate, classes, trial duration),\na\n[…]\nput\n\n* Address remaining dataset-card review comments\n\n---------\n\nSigned-off-by: Bru <b.aristimunha@gmail.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Enhance dataset docs with interactive card, visual grid, and tabbed l…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T19:34:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d46283fc3d5dd35ce539b71c895e309003ae4980",
          "body": "* Fix CI dataset cache reuse\n\nUse stable dataset cache keys, keep PR jobs restore-only, and save refreshed caches only from develop/master pushes to avoid cache churn and repeated downloads.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n* chore: trigger CI for cache verification\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix CI dataset cache reuse across runs (#1010)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T19:04:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2133c75e0a09cad964f0c0b9cfe879bac8f3a681",
          "body": "* Initial plan\n\n* Fix UtilEvaluation class not discovered by pytest: rename to TestUtilEvaluation and fix self.skipTest to pytest.skip\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Add whats_new.rst entry for TestUtilEvaluation fix, attributed to Bruno Aristim\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Fix TestUtilEvaluation not discovered or executed by pytest (#1005)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-01T15:50:27Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a57f6d6d0e7d1f6cc525a24e4eb4e0bc19c80a91",
          "body": "* Initial plan\n\n* Fix: Add P300 to paradigms list in benchmark docstring\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Add P300 benchmark fix to what's new and pass pre-commit checks\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Add P300 to benchmark paradigms docstring (#1006)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-01T15:50:04Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "93201e9d62654ffb3ef9f7989dd57f33841104d4",
          "body": "…init__.py` (#1004)\n\n* Initial plan\n\n* Replace wildcard imports with explicit imports in paradigms/__init__.py\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Use Name-as-Name re-export syntax, add whatsnew entry, fix pre-commit issues\n\nCo-authored-by: bruAristi\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Replace wildcard imports with explicit imports in `moabb/paradigms/__…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-01T15:49:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "15fbc9344656031a8a89b260ed921cdd0abccde3",
          "body": "* Initial plan\n\n* Exclude subject 88 from PhysionetMI and update documentation\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Add what's new entry for PhysionetMI subject 88 exclusion\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Add documentation note for PhysionetMI subject 88 (128 Hz) (#1003)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-01T15:48:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "98ec8a5602c48542cc2e84977065c86c59713199",
          "body": "* Initial plan\n\n* Add copy/CSV export buttons to benchmark results page\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Add what's new entry for copy/CSV export buttons (by Bruno Aristimunha)\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Add copy/CSV export buttons to benchmark results tables (#1002)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-03-01T15:48:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "74910fb5651acc26bdbc3ef62743a423cf9b0905",
          "body": "* Fix metadata across 45 datasets based on paper-validated corrections\n\nValidated METADATA blocks for all 45 MOABB datasets against their\noriginal publications. Key corrections (~920 total):\n\n- Country codes: full names → ISO 3166-1 alpha-2 (41 datasets)\n- Preprocessing conflation: removed analysis \n[…]\nresolves correctly, and add it to doi_cache.json.\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix metadata across 45 datasets based on paper validation (#1001)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T12:32:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "149973a72fbb4a662f8f3acc9b8f1b0a100b8f08",
          "body": "…999)\n\n* Expose subjects and sessions params on all dataset constructors\n\nAllow users to filter subjects and sessions at construction time\n(e.g. PhysionetMI(subjects=[1,2,3])) instead of only at get_data()\ncall time. This improves API discoverability and enables upfront\nvalidation of subject IDs.\n\nC\n[…]\nSplitter got too few samples per fold) and braindecode\ntest_bids tests that expect 60 annotations.\n\n---------\n\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Standardize dataset constructor signatures with runtime validation (#…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-03-01T01:50:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b77c6b154d4514959a5997fbea999138a974dd94",
          "body": null,
          "is_bot": false,
          "headline": "Fix all 216 pytest warnings across the test suite (#995)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-28T20:21:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c9f2f341312689d026b34cc11eeddac38a8fca71",
          "body": "Replace specific path-based patterns for PDFs and lock files with\nbroader global patterns to prevent these file types from being\naccidentally tracked.",
          "is_bot": false,
          "headline": "Update .gitignore to globally exclude .lock, .zip, .html, and .pdf files",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-28T11:13:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c43f12b66d9a344b9c394bb836441cc4fbc42e42",
          "body": "* Add persistent DOI resolution cache for test_doi_validation\n\nThe test_dois_resolve test makes HTTP requests to doi.org for ~89 unique\nDOIs, taking ~9 minutes and frequently failing due to rate limiting.\n\nAdd a persistent JSON cache (doi_cache.json) so DOIs are resolved once\nand reused across test \n[…]\ndebase DOIs against\ndoi_cache.json, failing with actionable fix instructions when entries\nare missing. Track newly resolved DOIs and print a summary at session\nend showing what was added to the cache.",
          "is_bot": false,
          "headline": "Add persistent DOI resolution cache for tests (#996)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-27T20:47:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "37ae9c7fd425432f84da08551287c282c7b6b66f",
          "body": "…aper-sourced enrichment (#974)",
          "is_bot": false,
          "headline": "Enrich BIDS cache with comprehensive metadata, HED annotations, and p…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-27T18:52:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "973a01a8cb227f9678cbd4683b8c5c1fa7a5a3a6",
          "body": "* Fix Liu2024 download failure by using correct Figshare domain (#992)\n\nThe figshare.com/ndownloader URLs are now blocked by AWS WAF, returning\na 202 challenge response instead of the actual file. Switch to\nndownloader.figshare.com which correctly redirects to S3.\n\nAlso add BadZipFile handling to recover from previously cached corrupt\ndownloads.\n\n* Add whats_new entry for Liu2024 download fix",
          "is_bot": false,
          "headline": "Fix Liu2024 download failure by using correct Figshare domain (#994)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-26T19:53:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6bffcc9196368e15836e18c1a251ec17cff55d0",
          "body": "…-merge",
          "is_bot": false,
          "headline": "Merge pull request #993 from NeuroTechX/fix/romani-bf2025-description…",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-26T17:34:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6dea1689d9c1a66eb0a792dbabad93e4fbdf066b",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'develop' into fix/romani-bf2025-description-merge",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-26T17:33:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "362c2872cdecb5cfb163646e32efb76edefdc4e0",
          "body": "…ance (#986)\n\n* Initial plan\n\n* Move lock file to code/ folder for BIDS validator compliance\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Use per-session lock files to avoid collapsing session names\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@use\n[…]\n-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\nCo-authored-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Move BIDS cache lock file to `code/` folder for BIDS validator compli…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-02-26T16:11:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "200a91be6269d6a2001ce962ccecf893e371e2b0",
          "body": "…xport (#988)\n\n* Initial plan\n\n* Add public convert_dataset_to_bids function for BIDS conversion without cache hash\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>\n\n* Make convert_to_bids a method of BaseDataset\n\nCo-authored-by: bruAristimunha <42702466+bruAristimu\n[…]\n Bru <b.aristimunha@gmail.com>\nCo-authored-by: Pierre Guetschel <25532709+PierreGtch@users.noreply.github.com>\nCo-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add public `convert_to_bids` method to `BaseDataset` for clean BIDS e…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2026-02-26T11:37:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0b53a1abd6cedd6abf64d2d329bd80df680456af",
          "body": "Signed-off-by: Bru <b.aristimunha@gmail.com>",
          "is_bot": false,
          "headline": "Merge branch 'develop' into fix/romani-bf2025-description-merge",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-26T06:21:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be6f7430a0986575c49c480c7818f28b696b1422",
          "body": "* Add Riemannian Artifact Rejection tutorial\n\nAdd advanced example demonstrating Riemannian Potato (RP) and\nRiemannian Potato Field (RPF) artifact rejection as pre-processing\nsteps in MOABB, with pipeline surgery integration and comparison\non the BNCI2014-009 P300 dataset.\n\n* Add find_steps, insert_\n[…]\nls (Fz, Cz, Pz, Oz, P3,\nP4, PO7, PO8, F3, F4, FCz, C3, C4, CP3, CPz, CP4).\n\n---------\n\nSigned-off-by: Bru <b.aristimunha@gmail.com>\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add Riemannian Artifact Rejection tutorial (#972)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-26T06:20:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "256b95b988e7b8931b94c38d1602aa454159ec77",
          "body": null,
          "is_bot": false,
          "headline": "Add whats_new entry for RomaniBF2025ERP fix (#991)",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-26T06:18:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03840122ce856bac44dd30b8986be4204c96534f",
          "body": "When _convert_events_to_labels() creates a new stim channel via\nmne.io.RawArray, the new info has description=None while the parent\nraw (from read_raw_bids) has a string description. MNE cannot merge\nthese mismatched types in add_channels(), causing sessions to be\nsilently dropped.\n\nUse force_update_info=True so MNE resolves info conflicts by keeping\nthe parent raw's metadata. Also improve the exception handler to log\nthe full traceback and identify which session is being skipped.\n\nFixes #991",
          "is_bot": false,
          "headline": "Fix RomaniBF2025ERP get_data() failing with description merge error",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-26T06:15:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "892e064534a0c35f51073c97c6a4f07f52047280",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #990 from kbegany/kb-update-metadata",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-22T10:06:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e9418579b43f0a100bb70612875256631dc8741",
          "body": null,
          "is_bot": false,
          "headline": "Handle unknown licenses",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-21T00:07:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c0f47da90da68339f5b12d30d804249c39635f7",
          "body": null,
          "is_bot": false,
          "headline": "Update change log",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-20T22:33:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d38cf6c12fec8229591cd7edb76aacc2fd7a0d4",
          "body": null,
          "is_bot": false,
          "headline": "Update DOIs to match dataset reference",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-20T22:32:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2ccddfbe02ae17b0eaac0e5c67bf9118d32201d",
          "body": null,
          "is_bot": false,
          "headline": "Update contribs",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-20T22:13:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9da23105a28984328a2e836116e0145eb0c25608",
          "body": null,
          "is_bot": false,
          "headline": "Update citation",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-20T22:11:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3771366e135dc794e7a36af28ad5d7158688db79",
          "body": null,
          "is_bot": false,
          "headline": "Cleanup formatting",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-20T21:57:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9465dd0e1d55ec5753bd6b09fdb607db56647a69",
          "body": null,
          "is_bot": false,
          "headline": "Standardize",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-20T21:52:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85418fafe409e05a3fc121f17122b914804bc346",
          "body": null,
          "is_bot": false,
          "headline": "Update license and repository metadata",
          "author_name": "kbegany",
          "author_login": "kbegany",
          "committed_at": "2026-02-20T21:46:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "333fcc3e31fde6a60aa7e3c11ac8eaef39d7043b",
          "body": null,
          "is_bot": false,
          "headline": "Add whats_new entries for dataset license metadata additions",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-20T20:55:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5aaf52610624a34a37a5c447f16e5bd94d3c9840",
          "body": "Add license info through metadata catalog overrides and family defaults\nfor datasets that lack class-level METADATA attributes:\n\n- ErpCore2021 variants: CC BY-SA 4.0 (via family defaults)\n- Castillos variants: CC BY 4.0 (via family defaults)\n- MartinezCagigal2023 variants: CC BY-NC-SA 4.0 (via family defaults)\n- Beetl2021_A/B: CC BY 4.0 (via manual overrides)\n- Kojima2024A/B: CC0 1.0 (via manual overrides)\n- Dreyer2023B/C: CC BY 4.0 (via manual overrides)",
          "is_bot": false,
          "headline": "Add licenses for datasets without class-level METADATA via catalog",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-20T20:55:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07b1dc81f7cf611bb03928034598c67908e2506e",
          "body": "Licenses added based on authoritative sources (Zenodo, GigaDB, OSF,\nHarvard Dataverse, Radboud Data Repository, TU Berlin, figshare):\n\n- BI2013a: CC BY 1.0 (Zenodo)\n- BI2014a/b, BI2015a/b, Cattan2019_VR/PHMD: CC BY 4.0 (Zenodo)\n- Dreyer2023A: CC BY 4.0 (Zenodo)\n- Lee2019 (MI/ERP/SSVEP): CC0 (GigaDB \n[…]\nhare, original author)\n\nSkipped (unknown/no formal license): EPFLP300, Nakanishi2015, Wang2016\nSkipped (no metadata catalog entry): Beetl2021, Castillos, ErpCore2021,\n  Kojima2024, MartinezCagigal2023",
          "is_bot": false,
          "headline": "Add license metadata for remaining datasets with known licenses",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-20T20:55:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "40d94db000bc90add45e35499249151b5a50e3f6",
          "body": null,
          "is_bot": false,
          "headline": "Add CC BY 4.0 license to all BNCI datasets and AlexMI",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-20T20:55:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88128760ad9ada98e4647005405c170fa709a8d4",
          "body": null,
          "is_bot": false,
          "headline": "Add parametrized test to check all datasets have license metadata",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-20T20:55:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b0833f73d278b41b84452fcfa1f5f2a0857e904",
          "body": "- Sosulski2019: CC BY-SA 4.0 (https://freidok.uni-freiburg.de/data/154576)\n- BI2012: CC BY 4.0 (https://zenodo.org/records/2649069)\n- Stieger2021: CC BY-NC 4.0 (https://github.com/bfinl/BCI_Data_Paper/blob/main/License.txt)\n- Liu2024Imagery: CC BY 4.0 (https://figshare.com/articles/dataset/EEG_datasets_of_stroke_patients/21679035/5)",
          "is_bot": false,
          "headline": "Add missing license metadata for four datasets",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-20T20:55:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ffbed40a78784a12cd9b8556af2c2f7e758bd163",
          "body": "…lth status\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Fix BNCI2015_001 dataset description: correct paper reference and hea…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-02-20T17:35:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1e9e1e6e5f24527f4546ba948c73cc74491bdea",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #982 from NeuroTechX/copilot/add-issue-report-section",
          "author_name": "Bru",
          "author_login": "bruAristimunha",
          "committed_at": "2026-02-20T17:34:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e49eb353e9b44a1efcf2382b3dc9672a9f67292e",
          "body": "…ns; add whats_new entry\n\nCo-authored-by: bruAristimunha <42702466+bruAristimunha@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Fix numpydoc compat by inserting feedback section before numpy sectio…",
          "author_name": "copilot-swe-agent[bot]",
          "author_login": "Copilot",
          "committed_at": "2026-02-20T13:04:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 3,
      "commits_last_year": 201,
      "latest_release_at": "2022-02-22T11:26:28Z",
      "latest_release_tag": "v0.4.5",
      "releases_from_tags": true,
      "days_since_last_push": 36,
      "active_weeks_last_year": 31,
      "days_since_latest_release": 1614,
      "mean_days_between_releases": 558.4
    },
    "community": {
      "has_readme": false,
      "has_license": false,
      "has_description": false,
      "has_contributing": false,
      "health_percentage": null,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "moabb",
          "exists": true,
          "license": "BSD-3-Clause",
          "keywords": [
            "eeg",
            "datasets",
            "reproducibility",
            "bci",
            "benchmark",
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Scientific/Engineering :: Artificial Intelligence",
            "Topic :: Scientific/Engineering :: Medical Science Apps."
          ],
          "ecosystem": "pypi",
          "matches_repo": false,
          "registry_url": "https://pypi.org/project/moabb/",
          "is_deprecated": false,
          "latest_version": "1.5.0",
          "repository_url": "https://github.com/NeuroTechX/moabb",
          "versions_count": 18,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 34856,
          "first_published_at": "2021-03-29T20:08:16.502372Z",
          "latest_published_at": "2026-03-21T19:50:50.764739Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 126
        }
      ]
    },
    "popularity": {
      "forks": 0,
      "stars": 0,
      "watchers": 0,
      "fork_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_forks": 0
      },
      "star_history": {
        "days": [],
        "complete": true,
        "collected": 0,
        "total_stars": 0,
        "collected_at": null
      },
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": true,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 113440,
      "source_files_sampled": 228,
      "oversized_source_files": 9,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 53,
        "malicious_count": 0,
        "assessed_package": "pypi:moabb@1.5.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0"
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.9.3"
        },
        {
          "name": "mne",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.10.0"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.5.2"
        },
        {
          "name": "h5py",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.10.0"
        },
        {
          "name": "pymatreader",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2.2"
        },
        {
          "name": "matplotlib",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.6.2"
        },
        {
          "name": "seaborn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.12.1"
        },
        {
          "name": "pyriemann",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.11"
        },
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0"
        },
        {
          "name": "pooch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.6.0"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.28.1"
        },
        {
          "name": "urllib3",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.26.15"
        },
        {
          "name": "tqdm",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.64.1"
        },
        {
          "name": "coverage",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=7.0.1"
        },
        {
          "name": "memory-profiler",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.61.0"
        },
        {
          "name": "edflib-python",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.6"
        },
        {
          "name": "edfio",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.2"
        },
        {
          "name": "filelock",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.18.0"
        },
        {
          "name": "pytest",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=8.3.5"
        },
        {
          "name": "mne-bids",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.17"
        },
        {
          "name": "scikit-learn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.6"
        },
        {
          "name": "pybv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.3"
        },
        {
          "name": "pycountry",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=24.6.1"
        },
        {
          "name": "docstring-inheritance",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "coverage",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-inheritance",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "edfio",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "edflib-python",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "h5py",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "memory-profiler",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mne",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mne-bids",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pooch",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pybv",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pycountry",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pymatreader",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyriemann",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "braindecode",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "codecarbon",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "codecov",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mne-features",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "myst-parser",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpydoc",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "optuna",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "optuna-integration",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydata-sphinx-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cases",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyxdf",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "snowballstemmer",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-bootstrap-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-copybutton",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-design",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-favicon",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-gallery",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinx-rtd-theme",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxcontrib-bibtex",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sphinxext-opengraph",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 51,
        "direct_count": 25,
        "indirect_count": 26
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 0,
        "open_issues": 0,
        "closed_ratio": null,
        "closed_issues": 0,
        "closed_unmerged_prs": 0
      },
      "bus_factor": 3,
      "bot_contributors": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "bruAristimunha",
          "commits": 249,
          "avatar_url": "https://avatars.githubusercontent.com/u/42702466?v=4"
        },
        {
          "type": "User",
          "login": "alexandrebarachant",
          "commits": 89,
          "avatar_url": "https://avatars.githubusercontent.com/u/2145718?v=4"
        },
        {
          "type": "User",
          "login": "PierreGtch",
          "commits": 69,
          "avatar_url": "https://avatars.githubusercontent.com/u/25532709?v=4"
        },
        {
          "type": "User",
          "login": "v-goncharenko",
          "commits": 45,
          "avatar_url": "https://avatars.githubusercontent.com/u/19154289?v=4"
        },
        {
          "type": "User",
          "login": "jsosulski",
          "commits": 32,
          "avatar_url": "https://avatars.githubusercontent.com/u/2545339?v=4"
        },
        {
          "type": "User",
          "login": "sylvchev",
          "commits": 21,
          "avatar_url": "https://avatars.githubusercontent.com/u/5824988?v=4"
        },
        {
          "type": "User",
          "login": "Div12345",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/47829318?v=4"
        },
        {
          "type": "User",
          "login": "carraraig",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/94047258?v=4"
        },
        {
          "type": "User",
          "login": "gcattan",
          "commits": 16,
          "avatar_url": "https://avatars.githubusercontent.com/u/6229031?v=4"
        },
        {
          "type": "User",
          "login": "ErikBjare",
          "commits": 15,
          "avatar_url": "https://avatars.githubusercontent.com/u/1405370?v=4"
        }
      ],
      "contributors_sampled": 64,
      "top_contributor_share": 0.356
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "docs.yml",
        "download-test.yml",
        "link-check.yml",
        "test-braindecode.yml",
        "test.yml",
        "whats-new.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": null,
            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 28 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 2,
            "reason": "3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "68022240adc6efe313638b01807401310176790c",
        "ran_at": "2026-07-26T07:56:15Z",
        "aggregate_score": 3.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-20T03:23:52Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": null,
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/toncho11/moabb",
    "host": "github.com",
    "name": "moabb",
    "owner": "toncho11"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "critical",
      "name": "Overall health",
      "note": "High-Risk Jurisdiction Policy applies a 50% multiplier to weighted overall health and gives it an At risk ceiling of 49.",
      "notes": [
        {
          "code": "jurisdiction_overall_adjustment",
          "params": {
            "cap": 49,
            "pct": 50
          }
        }
      ],
      "value": 22,
      "inputs": {
        "security": 34,
        "vitality": 46,
        "community": 12,
        "governance": 45,
        "engineering": 75,
        "high_risk_jurisdiction_cap": 49,
        "high_risk_jurisdiction_multiplier": 50,
        "weighted_overall_before_jurisdiction": 44,
        "overall_after_jurisdiction_multiplier": 22
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "at_risk",
        "name": "Vitality",
        "value": 46,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "commits_last_year": 201,
              "human_commit_share": 0.95,
              "days_since_last_push": 36,
              "active_weeks_last_year": 31
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 36 days ago",
                "points": 18,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 36
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "31/52 weeks with commits",
                "points": 21.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 31
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "201 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 201
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "critical",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 24,
            "inputs": {
              "releases_count": 3,
              "latest_release_tag": "v0.4.5",
              "releases_from_tags": true,
              "days_since_latest_release": 1614,
              "mean_days_between_releases": 558.4
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "3 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1614 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 1614
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~558.4 days",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 558.4
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 66,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 66 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 66
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "critical",
        "name": "Community & Adoption",
        "value": 12,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "forks": 0,
              "stars": 0,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "0 stars",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_readme": false,
              "has_license": false,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (BSD-3-Clause)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "BSD-3-Clause"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 45,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 64,
              "top_contributor_share": 0.356
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 36% of commits",
                "points": 14.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 36
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "64 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 64
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 28 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "followers": 19,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "toncho11",
              "public_repos": 33,
              "account_age_days": 5154
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "19 followers of toncho11",
                "points": 9.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 19,
                      "login": "toncho11"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "33 public repos, account ~14 yr old",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 33
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 75,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": "https://neurotechx.github.io/moabb/",
              "has_readme": false,
              "has_docs_dir": true,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://neurotechx.github.io/moabb/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 34,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier to Security posture and gives it an At risk ceiling of 49.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "jurisdiction_posture_adjustment",
                "params": {
                  "cap": 49,
                  "pct": 50
                }
              }
            ],
            "value": 18,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 3.5,
              "high_risk_jurisdiction_cap": 49,
              "high_risk_jurisdiction_multiplier": 50,
              "security_posture_after_multiplier": 18,
              "security_posture_before_jurisdiction": 35
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 28 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:moabb@1.5.0 runtime dependency closure — what installing the published package pulls in — 53 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:moabb@1.5.0",
                  "assessed": 53
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 53,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 53,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "moderate",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": true,
              "exposures": [
                {
                  "role": "top_contributor",
                  "count": 1,
                  "country": "Russia"
                }
              ],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 12
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "Russia: top_contributor (1)",
                "points": 50,
                "status": "partial",
                "details": [
                  {
                    "code": "jurisdiction_exposure",
                    "params": {
                      "role": "top_contributor",
                      "count": 1,
                      "country": "Russia"
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 55,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "moderate",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": 0.768,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "73 of 95 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 73,
                      "sampled": 95
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.18,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "18 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 18,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 113440,
              "source_files_sampled": 228,
              "oversized_source_files": 9
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "9/228 source files over 60KB",
                "points": 52.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 228,
                      "oversized": 9
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Community profile unavailable",
    "pypi package 'moabb' points at a different repository (https://github.com/NeuroTechX/moabb); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T07:56:31.465783Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/toncho11/moabb.svg",
  "full_name": "toncho11/moabb",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}