Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.26.0 · метрики 1.13.0 · 2026-07-22 19:55 UTC

meta-pytorch / attention-gym

Helpful tools and examples for working with flex-attention

PythonBSD-3-Clause★ 1 211 зірок⑂ 78 форківз лип. 2024 р.Переглянути на GitHub ↗

meta-pytorch/attention-gym має індекс здоров’я 67 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (82/100), найнижчий — AI Readiness (53/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

67
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

67
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Власність

Meta PyTorchОрганізація
1 389 підписників58 публічних репозиторіївз черв. 2022 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIattn_gym0.0.4694418 днів тому

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

68Помірний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
13.8/36Ритм комітів — 20/52 тижнів із комітами
14.5/18Обсяг комітів — 40 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year40
human_commit_share1
days_since_last_push0
active_weeks_last_year20
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 4 релізів
7.2/36Свіжість релізів — останній реліз 418 дн. тому
19.8/27Ритм релізів — реліз кожні ~98,6 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count4
latest_release_tagv0.0.4
releases_from_tagsні
days_since_latest_release418
mean_days_between_releases98,6
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

66Помірний · 18% загального індексу
Як обчислюється оцінка
50/60Зірки — 1 211 зірок
15.7/25Форки — 78 форків
6.2/15Спостерігачі — 14 спостерігачів
Використані вхідні дані
forks78
stars1 211
watchers14
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (BSD-3-Clause)
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateні
Як обчислюється оцінка
24.6/80Щомісячні завантаження — 69 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesattn_gym
dependents
ecosystemspypi
total_downloads
monthly_downloads69
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

61Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
4.5/22.5Розподіл комітів — головний контриб’ютор — автор 80% комітів
13.5/13.5Широта контриб’юторів — 20 контриб’юторів
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Використані вхідні дані
bus_factor1
contributors_sampled20
top_contributor_share0,8
Як обчислюється оцінка
45.2/46.8Вирішення issue — закрито 97% issue
33.2/38.3Прийняття PR — злито 86/99 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 2/30 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs86
open_issues4
closed_issues118
issue_closed_ratio0,967
closed_unmerged_prs13
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
22.6/25Охоплення власника — 1 389 підписників у meta-pytorch
21.1/25Послужний список — 58 публічних репозиторіїв, вік облікового запису ~4 р.
Використані вхідні дані
followers1 389
owner_typeOrganization
is_verified
owner_loginmeta-pytorch
public_repos58
account_age_days1 504
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
14/35Свіжість публікацій — остання публікація 418 дн. тому
12/20Історія версій — 4 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesattn_gym
ecosystemspypi
any_deprecatedні
min_days_since_publish418

Інженерна якість

Чи наявні базові інженерні практики та документація?

82Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 5 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

65Помірний
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
0/10Теми
0/10Wiki
Використані вхідні дані
topics
has_wikiні
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

59Помірний · 16% загального індексу

Стан безпеки

49У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — немає даних
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 2/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — немає даних
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
3/5SAST — SAST tool is not run on all commits -- score normalized to 6
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4,9
Виключено з оцінювання (немає даних або не застосовно): branch_protection, packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
25/25Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages1
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:attn_gym@0.0.4 — тим, що тягне за собою встановлення опублікованого пакета, — 1 пакетів. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

53Помірний · 0% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — AGENTS.md, CLAUDE.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 85 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,85
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes2 680
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
0/10Відтворюване середовище
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
55/55Керовані розміри файлів — 0/62 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes48 779
source_files_sampled62
oversized_source_files0
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples, notebooks
Використані вхідні дані
example_dirsexamples, notebooks
has_mcp_signalні
api_schema_files

Ключові факти

1 211зірок GitHub
20контриб'юторів
40комітів за останні 12 місяців
0днів від останнього пушу
4релізів
1бас-фактор
4відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

Докладніше

Історія зірок і форків 0 ★ / 78 ⇿
0Зірки
78Форки
4Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

0204060807842024-082025-072026-07
Мажорні 0Мінорні 0Патчі 4

Кожна точка охоплює 2 днів.

OpenSSF Scorecard 4.9 / 10
4.9сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).Scorecard v5.5.0 · 2026-07-22 19:54 UTC

10Binary-Artifactsno binaries found in the repo
н/дBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 2/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
н/дPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
6SASTSAST tool is not run on all commits -- score normalized to 6
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Прямі залежності 1
РеєстрПакетОбмеження версіїМаніфест
PyPItorchpyproject.toml
Усі залежності 1

Повний розв'язаний набір залежностей із графа залежностей GitHub: 1 прямих і 0 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPItorchпряма
Сповіщення про залежності 0

Встановлення pypi:attn_gym@0.0.4 тягне 1 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.

Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 875,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Python": 251379
      },
      "pushed_at": "2026-07-22T00:33:38Z",
      "created_at": "2024-07-31T20:31:21Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T22:57:48Z",
      "description": "Helpful tools and examples for working with flex-attention",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "BSD-3-Clause",
      "default_branch": "main",
      "license_spdx_raw": "BSD-3-Clause",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://pytorch.org",
      "name": "Meta PyTorch",
      "type": "Organization",
      "login": "meta-pytorch",
      "company": null,
      "location": null,
      "followers": 1389,
      "avatar_url": "https://avatars.githubusercontent.com/u/107212512?v=4",
      "created_at": "2022-06-09T18:30:11Z",
      "is_verified": null,
      "public_repos": 58,
      "account_age_days": 1504
    },
    "license": {
      "state": "standard",
      "spdx_id": "BSD-3-Clause",
      "raw_spdx": "BSD-3-Clause",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.0.4",
          "kind": "patch",
          "published_at": "2025-05-30T19:26:22Z"
        },
        {
          "tag": "v0.0.3",
          "kind": "patch",
          "published_at": "2024-12-09T19:03:11Z"
        },
        {
          "tag": "v0.0.2",
          "kind": "patch",
          "published_at": "2024-08-17T00:33:18Z"
        },
        {
          "tag": "v0.0.1",
          "kind": "patch",
          "published_at": "2024-08-07T21:17:08Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "ecdd322fa51913e09cd93f66cd1dba5db7d2f55b",
          "body": null,
          "is_bot": false,
          "headline": "design (#222)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-16T00:57:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a473821748271e77a3618288f62e04f68e2dcd87",
          "body": null,
          "is_bot": false,
          "headline": "Support padded VSA tiles in Flex FLASH (#221)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-15T21:43:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d83614be37267e8c77527b3b61fe345068dc648",
          "body": null,
          "is_bot": false,
          "headline": "Add FlexAttention determinism guide (#219)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-15T01:22:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "153bec7a94504ddc3997a409a8278da3d24dcdce",
          "body": null,
          "is_bot": false,
          "headline": "Add in graphformer (#218)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-03T17:46:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bc96b278759cf624392c26f327283846b016ed9",
          "body": null,
          "is_bot": false,
          "headline": "Add block-diffusion (#217)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-03T07:31:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70ab2d6fe07ed04c635cbb766b590022caac9b97",
          "body": "Sandwich relative positional bias (arXiv 2212.10356): the position-position\ninner product of sinusoidal embeddings with ALiBi-style per-head compression\nratios.\n\nThe cos sum over frequencies has no closed form and score_mod cannot perform\nreductions, so the bias is precomputed as a 1-D relative-dist\n[…]\nl use).\n\nTests validate against the paper's reference construction (appendix E) on\nCPU/CUDA, compiled flex vs SDPA with the materialized bias including\ngradients, and the flex FLASH backend.\n\nFixes #1",
          "is_bot": false,
          "headline": "Add Sandwich score mod (#216)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-03T07:21:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dcd51fecdd50856db80fe81ee06baf1cc86163a4",
          "body": "Bidirectional sliding window composed via or_masks with symmetric global\nattention driven by a captured is_global boolean tensor, so global\npositions are data-dependent (CLS, task tokens) rather than a fixed\nprefix. Includes reference-mask tests, a compiled flex vs SDPA\ncorrectness check, and a docs entry.\n\nFixes #3",
          "is_bot": false,
          "headline": "Add Longformer-style global + sliding window mask (#215)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-03T01:25:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ddabe537194a8f217b03e6c8de9d083ef26db59",
          "body": "test_mask was called with S=32768 instead of the max_seq_len parameter,\nso custom sequence lengths were silently ignored and crashed when the\ngenerated offsets did not match the hard-coded size.\n\nFixes #124",
          "is_bot": false,
          "headline": "Fix hard-coded seq len in run_document_masking (#214)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-03T01:12:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a387e43988ccf8afd24c610a7068b28d784c8d22",
          "body": "* Add FastWan e2e example: FlexAttention VSA in a real video model\n\nRuns FastVideo/FastWan2.1-T2V-1.3B-Diffusers (3-step DMD, trained with VSA\nat 0.8 sparsity) with swappable self-attention backends:\n\n- dense: plain SDPA reference\n- upstream: FastVideo vsa kernel at (4,4,4) 64-token cubes\n- flex: at\n[…]\nruns on grids that only divide the\n  upstream tiling (e.g. --num_frames 13)\n- compile the flex region once at construction; use match/case for mode\n  dispatch\n\n* Default the VSA example to FastWan 14B",
          "is_bot": false,
          "headline": "Add FastWan e2e example: FlexAttention VSA in a real video model (#213)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-07-02T22:54:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ce794b1c109a3898f551a9f268b04f039f7537df",
          "body": "FA4 block sparsity requires the mask KV block size to exactly match its KV\ntile size (tile_n, 128 on SM100), so the previous (256, 256) mask from\ncreate_vsa_flash_block_mask was rejected with:\n  ValueError: Block sparsity requires sparse_block_size[1]=128 to match tile_n.\n\nEmit BLOCK_SIZE=(tile_nume\n[…]\n SM100).\n\nVerified on B200: test/test_vsa.py (15 passed, incl. the SM100 FLASH test\nthat previously failed) and examples/vsa.py for FLASH/TRITON/default, which\nassert against a dense masked reference.",
          "is_bot": false,
          "headline": "Fix VSA flex FLASH block mask for FA4's KV tile constraint",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2026-07-02T21:07:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "62163397afdc66528fdc41a7b43ba722e77695b0",
          "body": null,
          "is_bot": false,
          "headline": "add vsa (#211)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-06-27T05:18:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "222a90baef6028f3af508b396656b8525b758538",
          "body": null,
          "is_bot": false,
          "headline": "add cc support (#210)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-06-27T05:09:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb57539995f017504e3bb373c8318a330d89d8e4",
          "body": null,
          "is_bot": false,
          "headline": "Add jetspec (#209)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-06-26T23:27:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ffd588353c0c7af2cb9173033614f30110367df",
          "body": null,
          "is_bot": false,
          "headline": "Add shared prefix mask (#205)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-05-28T03:47:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6a753335cb29d155876e09467cf24778feb713d",
          "body": null,
          "is_bot": false,
          "headline": "Add a packed causal offset specific mask (#204)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-05-28T03:47:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29185740237a6e02c55740be8333cb744abccbd7",
          "body": null,
          "is_bot": false,
          "headline": "actual ring attention example (#200)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-04-13T02:03:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dbc8fbff003a08d584857ed44413a10c0f23efc1",
          "body": null,
          "is_bot": false,
          "headline": "cleanup (#199)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-04-12T22:01:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f146e4884398badc45139ca11e5b570b906bc54c",
          "body": null,
          "is_bot": false,
          "headline": "Docs site (#198)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-04-01T01:50:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ecae904e43f5ac832325af6d693b301c6830ab6",
          "body": null,
          "is_bot": false,
          "headline": "Add ring attention like impl showing direct backward call (#196)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-03-31T04:00:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79bf506b4346726db9c50308864b337569347e95",
          "body": "* Add fa4 as a backend\n\n* tweaks\n\n* more\n\n* add activation attention",
          "is_bot": false,
          "headline": "Script updates + lse trick (#195)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-02-08T18:45:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6ff207805fad70e56282a678ffcba7692dfc923",
          "body": null,
          "is_bot": false,
          "headline": "switch to prek (#193)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-01-13T04:07:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe851b3472baf4fada00f40901fd3261e357a041",
          "body": null,
          "is_bot": false,
          "headline": "Update limitations (#192)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-01-13T04:03:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "18042c3c6c980cef1791e5527327e42f29a1384a",
          "body": "* update-scripts\n\n* Add some more configs",
          "is_bot": false,
          "headline": "update-scripts (#188)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2026-01-13T03:07:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "672e59b9e26910ef339607d5ff17335aa5c56bf0",
          "body": "* Fix get_mask_mod and get_score_mod to use correct batch indices, in order to properly compute attention on the right input sequences\n\n* Removed conditional in mask mod and score mod\n\n* Apply pre-commit changes",
          "is_bot": false,
          "headline": "Fix get_mask_mod and get_score_mod to use correct batch indices (#190)",
          "author_name": "Muhammad Shahir Abdurrahman",
          "author_login": "man2machine",
          "committed_at": "2026-01-08T04:01:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a8e73e5bef3795e523516ad8bdde31d5e177278c",
          "body": "/attention-gym/examples# python benchmark.py\r\nTraceback (most recent call last):\r\nFile \"/root/attention-gym/examples/benchmark.py\", line 53, in <module>\r\nflex_attention = torch.compile(_flex_attention, dynamic=False, mode=\"max-autotune-no-cudagraphs\")\r\n^^^^^^^^^^^^^^^\r\nNameError: name '_flex_attention' is not defined. Did you mean: 'flex_attention'?",
          "is_bot": false,
          "headline": "fix variable name error (#191)",
          "author_name": "Li Dong",
          "author_login": "donglixp",
          "committed_at": "2026-01-06T17:45:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "34ea78d0d5c383da83582985ef6ce966edc711c9",
          "body": "stack-info: PR: https://github.com/meta-pytorch/attention-gym/pull/186, branch: drisspg/stack/26",
          "is_bot": false,
          "headline": "Add bwd to flash exmample (#186)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-12-22T16:49:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9296bb44e2c83e9db70d2431d26c461f784728d4",
          "body": null,
          "is_bot": false,
          "headline": "Update bench (#183)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-12-18T21:54:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e9f966daa60749611d8769e8655c6831857bb54",
          "body": null,
          "is_bot": false,
          "headline": "better impl (#182)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-12-16T00:54:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc1e34e3edbe79bd39553ab8e1b3874e7e004ce0",
          "body": null,
          "is_bot": false,
          "headline": "Add small exmaple script on use flex flash (#181)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-12-03T00:24:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "319f5e0a2a6dcc4799021b64cc16feb1e7aacaee",
          "body": null,
          "is_bot": false,
          "headline": "Add option for AOTI backend for AOT precompile (#177)",
          "author_name": "James Wu",
          "author_login": "jamesjwu",
          "committed_at": "2025-11-18T20:38:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3c2a579ccf0e628dc29821dd9fa4f400e3ae0d0",
          "body": null,
          "is_bot": false,
          "headline": "Explain subtle flag (#180)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-11-14T18:33:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1313b59204ebb64974d9f7b6f647cc574343daf7",
          "body": null,
          "is_bot": false,
          "headline": "Add scripts (#178)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-11-13T21:16:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9dfdce38877f0b5f505df53bf1153ba80c557cbb",
          "body": null,
          "is_bot": false,
          "headline": "Add grabber script (#169)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-11-12T16:08:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "101a7a9653a43b8b33240cedbcb38e71d3cedc43",
          "body": "* Example script using aoti\n\n* Add flex_aoti\n\n* add flex\n\n* Add aot flex script not aoti",
          "is_bot": false,
          "headline": "Example script using aoti (#176)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-11-07T19:50:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0236f317aec884ff7415ea3fdd370899a9089f8c",
          "body": null,
          "is_bot": false,
          "headline": "tweaks (#175)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-11-06T01:33:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc39d5dd9fae526c81c0ffca001be97670fbcd4f",
          "body": null,
          "is_bot": false,
          "headline": "[doc] renaming argument to solve mismatch with description. (#170)",
          "author_name": "Ambroise Odonnat",
          "author_login": "ambroiseodt",
          "committed_at": "2025-10-23T16:56:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e36dd9f18997fdf1562a896df035540f33e3f0d",
          "body": null,
          "is_bot": false,
          "headline": "Add test script (#168)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-10-17T18:05:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d955666e83acbb0e272d3e35db4cdba77a3c31f6",
          "body": "* Update git ignore\n\n* updates to script",
          "is_bot": false,
          "headline": "tweaks (#164)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-09-10T01:50:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af7ba103597d8a220b0a05047d981460b754d644",
          "body": "* Replace 'pytorch-labs' with 'meta-pytorch' in 2 files\n\n* Replace 'pytorch-labs' with 'meta-pytorch' in 2 files",
          "is_bot": false,
          "headline": "[EZ] Replace `pytorch-labs` with `meta-pytorch` (#162)",
          "author_name": "Zain Rizvi",
          "author_login": "ZainRizvi",
          "committed_at": "2025-08-22T23:34:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "066913c495b2ac2ed00877a90f6cb19a8e25e7d5",
          "body": null,
          "is_bot": false,
          "headline": "Update flex-perf-script (#160)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-08-14T01:14:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14fd5f446136cee27d3f36a3366db4e359b8a62a",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/158, branch: drisspg/stack/23",
          "is_bot": false,
          "headline": "add marimo notebook on debugging (#158)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-18T02:42:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "189dc56bb477d39f53c3b0f7a8cf03f51654cbf6",
          "body": null,
          "is_bot": false,
          "headline": "Add script + configs (#157)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-17T03:20:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2dd65a45ee87c43e061a4e957a80a37258c9d610",
          "body": null,
          "is_bot": false,
          "headline": "Add test workflow (#156)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-15T00:17:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82b4371f4e51563021173b9ce5a41be1a5f88a4c",
          "body": null,
          "is_bot": false,
          "headline": "Add causal specific bm generator (#155)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-15T00:12:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe29a1d7f4d18bbecb0888b18ba723b725b3935f",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/154, branch: drisspg/stack/19",
          "is_bot": false,
          "headline": "Add max memory usage to bench (#154)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-14T17:02:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46f7c8cff6c42dd357c479943ad6f6ba44b14509",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/153, branch: drisspg/stack/18",
          "is_bot": false,
          "headline": "Update bench (#153)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-11T18:49:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd54fcdae7cb33d5b5384628abc76116c7e33ec8",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/152, branch: drisspg/stack/17",
          "is_bot": false,
          "headline": "Fix format (#152)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-11T18:01:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "913eabe977d51161164c282e84897f447ba42b3d",
          "body": null,
          "is_bot": false,
          "headline": "Fix bench_block_mask so it can run. (#150)",
          "author_name": "Lucas Beyer",
          "author_login": "lucasb-eyer",
          "committed_at": "2025-07-11T17:59:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b184f2a152932bcd23e3db79ce90408a037d1cca",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/151, branch: drisspg/stack/16",
          "is_bot": false,
          "headline": "pre-commit (#151)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-07-11T17:33:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e9df080b8b75af7364f8a05a858308f94422ab1",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/147, branch: drisspg/stack/15",
          "is_bot": false,
          "headline": "Fix ruff (#147)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-06-23T23:27:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a836257430cd9684e5d0ad9f10e2f3aa512ec88d",
          "body": null,
          "is_bot": false,
          "headline": "Support SVG spatial and temporal mask (#146)",
          "author_name": "Haocheng Xi",
          "author_login": "haochengxi",
          "committed_at": "2025-06-23T23:18:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9e260f15930c81fbbf54f5e927fb09b355d772d",
          "body": "ghstack-source-id: 3165f821a599678e1349dbcc452a45cff267f8a1\nPull-Request-resolved: https://github.com/pytorch-labs/attention-gym/pull/136\n\nstack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/144, branch: drisspg/stack/13",
          "is_bot": false,
          "headline": "Add benchmark for measuring create_block_mask creation time (#144)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-06-10T22:16:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "80e3d3b6c6ca9dc0bd94eb60eabbcaa720231cf3",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/143, branch: drisspg/stack/12",
          "is_bot": false,
          "headline": "Add claude md files (#143)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-06-05T14:09:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87a9b932ec2c3a5c3eaf7a689022185abb002349",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/142, branch: drisspg/stack/11",
          "is_bot": false,
          "headline": "Fix publsih (#142)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-05-30T19:20:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5466332b26e063c87e41f1282111fed3ba4fa2bd",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/141, branch: drisspg/stack/10",
          "is_bot": false,
          "headline": "add benchmark (#141)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-05-30T19:15:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1de7070680905341e23b4bbde7bc61bf8346e426",
          "body": "* Add Sliding Tile Attention impl\n\n* Fix format",
          "is_bot": false,
          "headline": "Add Sliding Tile Attention impl (#140)",
          "author_name": "tmux",
          "author_login": "yibozhong",
          "committed_at": "2025-05-28T17:50:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24cfc76773604905e8251a1abaae33ae69dd2968",
          "body": null,
          "is_bot": false,
          "headline": "Proper doc string deepseek ref in latent_attention.py (#139)",
          "author_name": "Pavel T",
          "author_login": "curlup",
          "committed_at": "2025-05-23T22:10:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a65742f797c0837200516589b721703b42b2ab3",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/134, branch: drisspg/stack/9",
          "is_bot": false,
          "headline": "Make matplotlib lazy (#134)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-04-11T20:56:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "15201f402531f188e4115756b824d0c3a1b81f84",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/132, branch: drisspg/stack/8",
          "is_bot": false,
          "headline": "add batchify mask-mod (#132)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-04-05T19:12:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "001b36d625aceae8a03f59241113e4797122db1d",
          "body": null,
          "is_bot": false,
          "headline": "Fix natten x y dims (#128)",
          "author_name": "Fernando Cossio",
          "author_login": "fcossio",
          "committed_at": "2025-03-18T21:19:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41a96b6cbb0a2cc0aa89523f8bc1783bcb4a88c4",
          "body": null,
          "is_bot": false,
          "headline": "Change import structure (#125)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-03-09T23:49:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf70245667249dc1051bfd6182ab2671fd056245",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/113, branch: drisspg/stack/6",
          "is_bot": false,
          "headline": "Add example for showcasing how to do multi-latent Attention (#113)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-02-18T20:20:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af82ef0aea9896c42dfe980c52eb826781b7192e",
          "body": null,
          "is_bot": false,
          "headline": "fix ci (#114)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-02-08T02:19:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "630cae22271f4ec1350f8204e0b2d3c21078f90d",
          "body": null,
          "is_bot": false,
          "headline": "Add option for cauasl (#107)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2025-01-26T19:14:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "41ef5bff15033269b8cd8a012214a637345c1ddd",
          "body": null,
          "is_bot": false,
          "headline": "adapt paged attention implementation from pytorch (#105)",
          "author_name": "Boyuan Feng",
          "author_login": "BoyuanFeng",
          "committed_at": "2025-01-15T19:53:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "232f8c6954b552707c455266f03f9abc68e2ce35",
          "body": "* e2e example for paged attention",
          "is_bot": false,
          "headline": "Add end-to-end example for paged attention (#104)",
          "author_name": "Boyuan Feng",
          "author_login": "BoyuanFeng",
          "committed_at": "2025-01-15T01:01:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e4d04aa1c500879400ba2547e106f135fd5a4c1",
          "body": null,
          "is_bot": false,
          "headline": "Fix typos: `casual` -> `causal` (#102)",
          "author_name": "Andrew Gu",
          "author_login": "awgu",
          "committed_at": "2025-01-10T17:18:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a710e189d601cb2c7c7676fa95582626da44775b",
          "body": null,
          "is_bot": false,
          "headline": "Reduce memory usage (#100)",
          "author_name": "Yichen Yan",
          "author_login": "oraluben",
          "committed_at": "2025-01-05T01:56:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60f0f87efb44540092553ee19402106c3a8bf3fa",
          "body": null,
          "is_bot": false,
          "headline": "Add `tabulate` used in example to dependencies (#99)",
          "author_name": "Yichen Yan",
          "author_login": "oraluben",
          "committed_at": "2025-01-03T04:23:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54e4fc77892773e0522ccd79c69e6e8d5cf5f584",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/91, branch: drisspg/stack/4",
          "is_bot": false,
          "headline": "Remove persisted credential (#91)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-12-13T06:09:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dabfa8beffcc8bffac883872ef07a25da093f60d",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/90, branch: drisspg/stack/3",
          "is_bot": false,
          "headline": "Fix Ruff (#90)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-12-12T19:58:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b32a6b5c46dd96aaa19a1c26e2cbe226e1152373",
          "body": "* Add natten with static tiling\n\n* move natten correctness test to test folder",
          "is_bot": false,
          "headline": "Add natten with static tiling & Morton Curve (#87)",
          "author_name": "Joy Juechu Dong",
          "author_login": "joydddd",
          "committed_at": "2024-12-12T19:51:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "290c1e74d156f633061b0b6cd78bd6427e4b4842",
          "body": null,
          "is_bot": false,
          "headline": "fix alibi bias (#86)",
          "author_name": "Kashif Rasul",
          "author_login": "kashif",
          "committed_at": "2024-12-03T12:40:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bbf437e9ea7d802c0ee71d067787f7b57605f9ff",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/85, branch: drisspg/stack/3\r\n\r\nCo-authored-by: sngkim <sangkim.dev@gmail.com>",
          "is_bot": false,
          "headline": "Add Dilated Sliding Window mask_mod (#85)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-11-24T20:06:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36f8bd5ded5b3469f7892099590bb2405cc8f744",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/64, branch: drisspg/stack/1",
          "is_bot": false,
          "headline": "Fix typo in readme (#64)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-10-23T17:15:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "54755782172e89045bc908365f18ab75ae685708",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/61, branch: drisspg/stack/1",
          "is_bot": false,
          "headline": "Fix Format (#61)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-10-21T23:26:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0e0b44d6edea8d1f7b15db9dada0b83f4f481dfb",
          "body": null,
          "is_bot": false,
          "headline": "Fix minor typo in example (#57)",
          "author_name": "ZincCat",
          "author_login": "zinccat",
          "committed_at": "2024-10-21T23:24:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7c93ded4abf9fd8d7dc9d8bcbf57e420b891e2d",
          "body": "stack-info: PR: https://github.com/pytorch-labs/attention-gym/pull/52, branch: drisspg/stack/1",
          "is_bot": false,
          "headline": "Fix import of transformmodindex on nightly (#52)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-10-15T03:17:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75867424a1d4391bff49527029d3612a09dd67e2",
          "body": null,
          "is_bot": false,
          "headline": "Use hatch vcs for versioning (#24)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-17T00:31:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "043a4a39d9b6214fb73833f1bca25b0fb8a4fde0",
          "body": null,
          "is_bot": false,
          "headline": "Update softcapping.py (#23)",
          "author_name": "Horace He",
          "author_login": "Chillee",
          "committed_at": "2024-08-16T21:05:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e0d1b8053a19b339ddf7c8015f2c4e02bf5b92c",
          "body": null,
          "is_bot": false,
          "headline": "NATTEN example (#16)",
          "author_name": "Birch-san",
          "author_login": "Birch-san",
          "committed_at": "2024-08-14T05:01:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9128c27c25301d992c4fcf22e5b0015c9b0ee5c9",
          "body": null,
          "is_bot": false,
          "headline": "Fix a typo (#13)",
          "author_name": "Sang Kim",
          "author_login": "kim-sangyeon",
          "committed_at": "2024-08-12T00:11:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf80fecf39edee616be620ed6204aec786403b9a",
          "body": null,
          "is_bot": false,
          "headline": "Remove gh release (#7)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-07T21:22:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b977b2bac650701f8d602ae1083a74a0b5f71fcd",
          "body": null,
          "is_bot": false,
          "headline": "add pypi tag publish flow (#6)",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-07T21:16:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ad3232041beca3a9b599beb753e532a242218a2",
          "body": null,
          "is_bot": false,
          "headline": "Fix link in README.md (#4)",
          "author_name": "ZincCat",
          "author_login": "zinccat",
          "committed_at": "2024-08-07T19:20:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21f12351b4af46cc755b422aa9417f382ac50d6f",
          "body": null,
          "is_bot": false,
          "headline": "clean up doc string",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-07T03:01:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "757b03dc9d69f19340716c10bdb4355ec49c8c4c",
          "body": null,
          "is_bot": false,
          "headline": "add approx softcap",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-07T02:59:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "738268eae279c48dc8c4d1c6f40b3cfaec648831",
          "body": null,
          "is_bot": false,
          "headline": "update ruff format",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-06T20:40:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b6361893f43bb265f4c7bcf577ab46eab52dcd5",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-06T19:07:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75ab8c8ab403c6f810f7f9e46384c2c51f9cdf90",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-05T01:39:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d77b2069687199a604ad2f6c72c36d535d8cd56",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-05T01:29:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0be5f59b8319e0e1140a7ecc176f0656f5b7d765",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-05T01:28:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1f3f36163dd7f565e129a48f51944dbf8542b3a",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-05T01:25:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6086bbfbb5cc4a435d63c140504ee621499ce70d",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-05T01:09:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9ce9d52a91e0f393e4f9bfbd2dd02e6e37c50d9",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md",
          "author_name": "Driss Guessous",
          "author_login": "drisspg",
          "committed_at": "2024-08-05T01:08:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "511d418a1244c4a9f2c387b6ee7b4bde72f842e6",
          "body": null,
          "is_bot": false,
          "headline": "add flamingo mask",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-02T04:13:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bbcd9a9c262be2c4d5a7365bfc522d41a67923a",
          "body": null,
          "is_bot": false,
          "headline": "add tanh",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-02T04:00:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60c387bb9632165af8783fa46faa631af554b5ba",
          "body": null,
          "is_bot": false,
          "headline": "add notebook",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-02T02:14:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a7f2299a5cff3fd17e89c1aad7b30a7b7deb3d9",
          "body": null,
          "is_bot": false,
          "headline": "little cleanup",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-01T03:13:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1288ac6cf0e8abaf090deac7fe782e30033a8209",
          "body": null,
          "is_bot": false,
          "headline": "readme changes",
          "author_name": "drisspg",
          "author_login": "drisspg",
          "committed_at": "2024-08-01T01:26:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 4,
      "commits_last_year": 40,
      "latest_release_at": "2025-05-30T19:26:22Z",
      "latest_release_tag": "v0.0.4",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 20,
      "days_since_latest_release": 418,
      "mean_days_between_releases": 98.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "attn_gym",
          "exists": true,
          "license": null,
          "keywords": [
            "License :: OSI Approved :: BSD License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3"
          ],
          "ecosystem": "pypi",
          "matches_repo": null,
          "registry_url": "https://pypi.org/project/attn_gym/",
          "is_deprecated": false,
          "latest_version": "0.0.4",
          "repository_url": null,
          "versions_count": 4,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 69,
          "first_published_at": "2024-08-07T21:17:59.666823Z",
          "latest_published_at": "2025-05-30T19:26:59.739718Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 418
        }
      ]
    },
    "popularity": {
      "forks": 78,
      "stars": 1211,
      "watchers": 14,
      "fork_history": {
        "days": [
          {
            "date": "2024-08-07",
            "count": 1
          },
          {
            "date": "2024-08-08",
            "count": 3
          },
          {
            "date": "2024-08-10",
            "count": 1
          },
          {
            "date": "2024-08-12",
            "count": 1
          },
          {
            "date": "2024-08-13",
            "count": 1
          },
          {
            "date": "2024-08-16",
            "count": 1
          },
          {
            "date": "2024-08-19",
            "count": 1
          },
          {
            "date": "2024-08-20",
            "count": 1
          },
          {
            "date": "2024-08-21",
            "count": 1
          },
          {
            "date": "2024-09-03",
            "count": 1
          },
          {
            "date": "2024-09-19",
            "count": 1
          },
          {
            "date": "2024-09-26",
            "count": 1
          },
          {
            "date": "2024-09-29",
            "count": 1
          },
          {
            "date": "2024-09-30",
            "count": 1
          },
          {
            "date": "2024-10-06",
            "count": 1
          },
          {
            "date": "2024-10-21",
            "count": 1
          },
          {
            "date": "2024-10-27",
            "count": 1
          },
          {
            "date": "2024-11-06",
            "count": 1
          },
          {
            "date": "2024-11-09",
            "count": 1
          },
          {
            "date": "2024-12-02",
            "count": 1
          },
          {
            "date": "2024-12-10",
            "count": 1
          },
          {
            "date": "2024-12-17",
            "count": 1
          },
          {
            "date": "2024-12-28",
            "count": 1
          },
          {
            "date": "2025-01-03",
            "count": 1
          },
          {
            "date": "2025-01-08",
            "count": 1
          },
          {
            "date": "2025-01-12",
            "count": 1
          },
          {
            "date": "2025-01-13",
            "count": 2
          },
          {
            "date": "2025-02-03",
            "count": 1
          },
          {
            "date": "2025-02-26",
            "count": 1
          },
          {
            "date": "2025-03-03",
            "count": 1
          },
          {
            "date": "2025-03-18",
            "count": 1
          },
          {
            "date": "2025-03-26",
            "count": 1
          },
          {
            "date": "2025-03-29",
            "count": 1
          },
          {
            "date": "2025-04-03",
            "count": 1
          },
          {
            "date": "2025-04-08",
            "count": 1
          },
          {
            "date": "2025-04-15",
            "count": 1
          },
          {
            "date": "2025-04-16",
            "count": 1
          },
          {
            "date": "2025-04-23",
            "count": 1
          },
          {
            "date": "2025-05-08",
            "count": 1
          },
          {
            "date": "2025-05-23",
            "count": 1
          },
          {
            "date": "2025-05-28",
            "count": 1
          },
          {
            "date": "2025-06-02",
            "count": 1
          },
          {
            "date": "2025-06-05",
            "count": 1
          },
          {
            "date": "2025-06-06",
            "count": 1
          },
          {
            "date": "2025-06-23",
            "count": 1
          },
          {
            "date": "2025-06-29",
            "count": 1
          },
          {
            "date": "2025-07-02",
            "count": 1
          },
          {
            "date": "2025-07-06",
            "count": 1
          },
          {
            "date": "2025-07-11",
            "count": 1
          },
          {
            "date": "2025-07-28",
            "count": 1
          },
          {
            "date": "2025-07-30",
            "count": 1
          },
          {
            "date": "2025-08-24",
            "count": 1
          },
          {
            "date": "2025-09-11",
            "count": 1
          },
          {
            "date": "2025-10-08",
            "count": 1
          },
          {
            "date": "2025-10-16",
            "count": 1
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2025-10-26",
            "count": 1
          },
          {
            "date": "2025-11-10",
            "count": 1
          },
          {
            "date": "2025-12-01",
            "count": 1
          },
          {
            "date": "2025-12-03",
            "count": 1
          },
          {
            "date": "2025-12-17",
            "count": 1
          },
          {
            "date": "2025-12-26",
            "count": 1
          },
          {
            "date": "2026-01-06",
            "count": 2
          },
          {
            "date": "2026-01-07",
            "count": 1
          },
          {
            "date": "2026-02-13",
            "count": 1
          },
          {
            "date": "2026-02-21",
            "count": 1
          },
          {
            "date": "2026-03-03",
            "count": 1
          },
          {
            "date": "2026-03-12",
            "count": 1
          },
          {
            "date": "2026-03-16",
            "count": 1
          },
          {
            "date": "2026-03-17",
            "count": 1
          },
          {
            "date": "2026-04-04",
            "count": 1
          },
          {
            "date": "2026-04-05",
            "count": 1
          },
          {
            "date": "2026-05-05",
            "count": 1
          },
          {
            "date": "2026-07-16",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 78,
        "total_forks": 78
      },
      "star_history": null,
      "open_issues_and_prs": 8
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 48779,
      "source_files_sampled": 62,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "AGENTS.md",
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 2680
    },
    "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": 1,
        "malicious_count": 0,
        "assessed_package": "pypi:attn_gym@0.0.4",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "torch",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": null
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "torch",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 1,
        "direct_count": 1,
        "indirect_count": 0
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 4,
        "merged_prs": 86,
        "open_issues": 4,
        "closed_ratio": 0.967,
        "closed_issues": 118,
        "closed_unmerged_prs": 13
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "drisspg",
          "commits": 88,
          "avatar_url": "https://avatars.githubusercontent.com/u/32754868?v=4"
        },
        {
          "type": "User",
          "login": "BoyuanFeng",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/23176869?v=4"
        },
        {
          "type": "User",
          "login": "zinccat",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/52513999?v=4"
        },
        {
          "type": "User",
          "login": "oraluben",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/5031346?v=4"
        },
        {
          "type": "User",
          "login": "yibozhong",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/181932888?v=4"
        },
        {
          "type": "User",
          "login": "ZainRizvi",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/4468967?v=4"
        },
        {
          "type": "User",
          "login": "kim-sangyeon",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/55663336?v=4"
        },
        {
          "type": "User",
          "login": "curlup",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/338607?v=4"
        },
        {
          "type": "User",
          "login": "man2machine",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/40589352?v=4"
        },
        {
          "type": "User",
          "login": "lucasb-eyer",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/1476029?v=4"
        }
      ],
      "contributors_sampled": 20,
      "top_contributor_share": 0.8
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "claude-code.yml",
        "docs.yml",
        "prek.yml",
        "publish-to-pypi.yml",
        "test.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": null,
            "reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "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 2/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "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": 10,
            "reason": "15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "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": 6,
            "reason": "SAST tool is not run on all commits -- score normalized to 6",
            "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": "ecdd322fa51913e09cd93f66cd1dba5db7d2f55b",
        "ran_at": "2026-07-22T19:54:58Z",
        "aggregate_score": 4.9,
        "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": "2026-07-22T18:34:01Z",
      "oldest_open_prs": [
        {
          "number": 148,
          "created_at": "2025-07-02T08:17:02Z",
          "last_comment_at": "2025-07-11T18:01:16Z",
          "last_comment_author": "drisspg"
        },
        {
          "number": 202,
          "created_at": "2026-05-05T17:58:24Z",
          "last_comment_at": "2026-05-21T13:00:21Z",
          "last_comment_author": "ishaannk"
        },
        {
          "number": 223,
          "created_at": "2026-07-17T21:23:12Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 225,
          "created_at": "2026-07-22T18:33:43Z",
          "last_comment_at": "2026-07-22T18:33:49Z",
          "last_comment_author": "meta-cla"
        }
      ],
      "last_merged_pr_at": "2026-07-16T00:57:16Z",
      "ci_last_conclusion": "SKIPPED",
      "oldest_open_issues": [
        {
          "number": 19,
          "created_at": "2024-08-15T02:18:40Z",
          "last_comment_at": "2025-03-25T09:41:26Z",
          "last_comment_author": "alxndrTL"
        },
        {
          "number": 25,
          "created_at": "2024-08-17T08:15:08Z",
          "last_comment_at": "2024-08-22T06:28:34Z",
          "last_comment_author": "Chillee"
        },
        {
          "number": 201,
          "created_at": "2026-05-05T17:33:45Z",
          "last_comment_at": "2026-05-05T18:04:55Z",
          "last_comment_author": "ishaannk"
        },
        {
          "number": 208,
          "created_at": "2026-05-30T22:10:29Z",
          "last_comment_at": "2026-06-16T04:45:35Z",
          "last_comment_author": "drisspg"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/meta-pytorch/attention-gym",
    "host": "github.com",
    "name": "attention-gym",
    "owner": "meta-pytorch"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 67,
      "inputs": {
        "security": 59,
        "vitality": 68,
        "community": 66,
        "governance": 61,
        "engineering": 82
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 68,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "commits_last_year": 40,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 20
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "20/52 weeks with commits",
                "points": 13.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 20
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "40 commits in the last year",
                "points": 14.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 40
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "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": 60,
            "inputs": {
              "releases_count": 4,
              "latest_release_tag": "v0.0.4",
              "releases_from_tags": false,
              "days_since_latest_release": 418,
              "mean_days_between_releases": 98.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "4 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 418 days ago",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 418
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~98.6 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 98.6
                    }
                  }
                ],
                "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": 6,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 6 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 66,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "forks": 78,
              "stars": 1211,
              "watchers": 14,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "1,211 stars",
                "points": 50,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 1211
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "78 forks",
                "points": 15.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 78
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "14 watchers",
                "points": 6.2,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "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": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "at_risk",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 31,
            "inputs": {
              "packages": [
                "attn_gym"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 69
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "69 downloads/month across pypi",
                "points": 24.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 69,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 61,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 20,
              "top_contributor_share": 0.8
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 80% of commits",
                "points": 4.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "20 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "merged_prs": 86,
              "open_issues": 4,
              "closed_issues": 118,
              "issue_closed_ratio": 0.967,
              "closed_unmerged_prs": 13
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "97% of issues closed",
                "points": 45.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 97
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "86/99 decided PRs merged",
                "points": 33.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 86,
                      "decided": 99
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 2/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "followers": 1389,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "meta-pytorch",
              "public_repos": 58,
              "account_age_days": 1504
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,389 followers of meta-pytorch",
                "points": 22.6,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1389,
                      "login": "meta-pytorch"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "58 public repos, account ~4 yr old",
                "points": 21.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 58
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "good",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "packages": [
                "attn_gym"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 418
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 418 days ago",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 418
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "4 published versions",
                "points": 12,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 82,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "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": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 59,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 49,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.9
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "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 2/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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": "15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "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": "SAST tool is not run on all commits -- score normalized to 6",
                "points": 3,
                "status": "partial",
                "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:attn_gym@0.0.4 runtime dependency closure — what installing the published package pulls in — 1 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:attn_gym@0.0.4",
                  "assessed": 1
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 1,
              "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": 1,
              "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": "excellent",
            "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": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 7
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "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": 53,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.85,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 2680
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "85 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 85,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 33,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "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": 55,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48779,
              "source_files_sampled": 62,
              "oversized_source_files": 0
            },
            "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": "0/62 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 62,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T19:55:27.720630Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/meta-pytorch/attention-gym.svg",
  "full_name": "meta-pytorch/attention-gym",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.26.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаPyPI.