Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.5.0 · 2026-08-02 12:56 UTC

mas-bandwidth / serialize

A simple bitpacking serializer for C++

C++BSD-3-Clause★ 134 зірки⑂ 15 форківз груд. 2023 р.Переглянути на GitHub ↗

mas-bandwidth/serialize має індекс здоров’я 60 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (82/100), найнижчий — Engineering Quality (46/100). Останнє оновлення було 6 днів тому. Більшість нещодавньої роботи виконує один учасник.

60
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).

60
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні 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.

Зважений загальний бал 57 калібровано до 60 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

Más Bandwidth LLCОрганізація
151 підписник46 публічних репозиторіївз лип. 2023 р.

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

Метрики за категоріями

Життєздатність

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

82Відмінний · 21% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 6 дн. тому
6.9/36Ритм комітів — 10/52 тижнів із комітами
17.6/18Обсяг комітів — 91 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year91
human_commit_share1
days_since_last_push6
active_weeks_last_year10
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 14 релізів
36/36Свіжість релізів — останній реліз 7 дн. тому
27/27Ритм релізів — реліз кожні ~0,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count14
latest_release_tagv1.5.0
releases_from_tagsні
days_since_latest_release7
mean_days_between_releases0,3
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?

48Слабкий · 17% загального індексу
Як обчислюється оцінка
34.5/60Зірки — 134 зірок
9.6/25Форки — 15 форків
1.7/15Спостерігачі — 3 спостерігачів
Використані вхідні дані
forks15
stars134
watchers3
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)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
readme_badges
has_contributingні
has_issue_templateні
has_code_of_conductні
readme_badge_services
has_pull_request_templateні

Сталість та врядування

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

51Помірний · 23% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
4.7/22.5Розподіл комітів — головний контриб’ютор — автор 79% комітів
9.5/13.5Широта контриб’юторів — 7 контриб’юторів
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Використані вхідні дані
bus_factor1
contributors_sampled7
top_contributor_share0,79
Як обчислюється оцінка
31.5/42Вирішення issue — закрито 75% issue
24/30Прийняття PR — злито 16/20 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
0/15OpenSSF Scorecard: Code-Review — Found 1/16 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs16
open_issues1
closed_issues3
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0,75
closed_unmerged_prs4
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
15.7/25Охоплення власника — 151 підписників у mas-bandwidth
18.3/25Послужний список — 46 публічних репозиторіїв, вік облікового запису ~3 р.
Використані вхідні дані
followers151
owner_typeOrganization
is_verified
owner_loginmas-bandwidth
public_repos46
account_age_days1 121

Інженерна якість

Чи наявні базові інженерні практики та документація?

46Слабкий · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 4 процес(ів) CI
0/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 10 out of 10 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsні
has_editorconfigні
has_linter_configні
has_precommit_configні

Документація

50Помірний
Як обчислюється оцінка
30/30README
0/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 4 тем
0/10Wiki
Використані вхідні дані
topicsbitpacker, bitpacking, bits, serialize
has_wikiні
homepage
has_readmeтак
has_docs_dirні
has_descriptionтак

Безпека

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

55Помірний · 16% загального індексу

Стан безпеки

55Помірний
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 10 out of 10 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 1/16 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5Ліцензія — license file detected
7.5/7.5Maintained — 30 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
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file 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_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5,5
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.

52Помірний · 4% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентів — CLAUDE.md
0/15Машиночитана документація (llms.txt)
29.3/40Читабельна історія комітів — намір зазначено у 55 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,55
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes14 320
Як обчислюється оцінка
0/18Розгортання однією командою
0/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — C++ (статично типізована)
0/10Відтворюване середовище
10/10Підтверджена практика роботи з агентами — 57 з останніх 100 комітів створено агентом або з його зазначенням
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_testsні
lockfiles
has_dockerfileні
typed_languageтак
bootstrap_files
has_devcontainerні
has_linter_configні
typecheck_configs
agent_commit_share0,57
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
45/45Типізований код — C++ (статично типізована)
45.8/55Керовані розміри файлів — 1/6 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageC++
largest_source_bytes149 818
source_files_sampled6
oversized_source_files1

Ключові факти

134зірок GitHub
7контриб'юторів
91комітів за останні 12 місяців
6днів від останнього пушу
14релізів
1бас-фактор
1відкритих issue
пакетних екосистем

Попередження щодо збору даних

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

Докладніше

Історія зірок і форків 0 ★ / 15 ⇿
0Зірки
15Форки
7Релізи

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.

03581013151512024-012025-042026-07
Мажорні 0Мінорні 2Патчі 5

Кожна точка охоплює 3 днів.

OpenSSF Scorecard 5.5 / 10
5.5сукупно

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 · 2026-08-02 12:56 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests10 out of 10 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 1/16 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 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
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Усі залежності 0

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

РеєстрПакетВерсіяЗв'язок
Сповіщення про залежності не оцінено

Звірка сповіщень не відбулася для цього звіту: No resolved dependencies to assess

Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [
        "bitpacker",
        "bitpacking",
        "bits",
        "serialize"
      ],
      "is_fork": false,
      "size_kb": 232,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "C++": 200192,
        "CMake": 4244,
        "Python": 4306
      },
      "pushed_at": "2026-07-26T21:18:25Z",
      "created_at": "2023-12-24T22:02:55Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-26T21:18:27Z",
      "description": "A simple bitpacking serializer for C++",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "BSD-3-Clause",
      "default_branch": "main",
      "license_spdx_raw": "BSD-3-Clause",
      "primary_language": "C++",
      "significant_languages": [
        "C++"
      ]
    },
    "owner": {
      "blog": "https://mas-bandwidth.com",
      "name": "Más Bandwidth LLC",
      "type": "Organization",
      "login": "mas-bandwidth",
      "company": null,
      "location": "United States of America",
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      "avatar_url": "https://avatars.githubusercontent.com/u/138895540?v=4",
      "created_at": "2023-07-07T15:13:19Z",
      "is_verified": null,
      "public_repos": 46,
      "account_age_days": 1121
    },
    "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": "v1.5.0",
          "kind": "minor",
          "published_at": "2026-07-25T20:13:17Z"
        },
        {
          "tag": "v1.4.4",
          "kind": "patch",
          "published_at": "2026-07-18T19:43:55Z"
        },
        {
          "tag": "v1.4.3",
          "kind": "patch",
          "published_at": "2026-07-10T03:31:14Z"
        },
        {
          "tag": "v1.4.2",
          "kind": "patch",
          "published_at": "2026-07-10T03:17:15Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2026-07-10T02:48:56Z"
        },
        {
          "tag": "v1.3.1",
          "kind": "patch",
          "published_at": "2026-07-09T18:42:33Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2026-07-09T14:40:26Z"
        },
        {
          "tag": "v1.2.5",
          "kind": "patch",
          "published_at": "2026-06-11T18:24:50Z"
        },
        {
          "tag": "v1.2.4",
          "kind": "patch",
          "published_at": "2023-12-27T01:35:27Z"
        },
        {
          "tag": "v1.2.3",
          "kind": "patch",
          "published_at": "2026-07-22T22:40:22Z"
        },
        {
          "tag": "v1.0.3",
          "kind": "patch",
          "published_at": "2026-07-22T22:40:21Z"
        },
        {
          "tag": "v1.0.2",
          "kind": "patch",
          "published_at": "2026-07-22T22:40:20Z"
        },
        {
          "tag": "v1.0.1",
          "kind": "patch",
          "published_at": "2026-07-22T22:40:19Z"
        },
        {
          "tag": "v1.0",
          "kind": "other",
          "published_at": "2026-07-22T22:40:18Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "19d332e3f6c78743b80a4e453fa4ec0468a6dc87",
          "body": "…ocs (#24)\n\nserialize.h says it at :870, :918 and :933 -- 'All checking is performed by debug\nasserts on write.' I audited this header, quoted that line in my own notes, and\nfiled the write path as a defect anyway. Recording it so the next pass does not.\n\nAlso records two things worth keeping. The B\n[…]\ngranule write and ASan is blind to it; an identical raw memcpy is also\nunreported. I nearly recorded 'no ASan report' as evidence of safety here.\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: the write/read rule, which this header states in its own d…",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T21:18:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5518bc7968a99e763cb81456f7f44eb839e44d80",
          "body": "CLAUDE.md: add the HOT block — decisions that read as bugs",
          "is_bot": false,
          "headline": "Merge pull request #23 from mas-bandwidth/docs/hot-block",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T19:40:00Z",
          "body_truncated": false,
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        },
        {
          "oid": "34d2d8488bd78a74c307e6519f5f9808f509230e",
          "body": "Coverage was 6/12 across the lane and the four flagship libraries were the gap, which\nis the worst possible place for it: these are the repos most likely to be reasoned\nabout by someone who did not write them.\n\nDISTILLED, NOT INVENTED. Every item below was already documented somewhere in this\nfile; \n[…]\n\ncrash a debug server.\n\nGlenn, 2026-07-26, emphatic: the per-repo hot block and the per-bud queue are \"the most\nimportant things while you work.\"\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: add the HOT block — the four C libraries had none",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T19:38:01Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "98be7dda36848fdbc767c5686dc841aa80cea5b4",
          "body": "Add SECURITY.md",
          "is_bot": false,
          "headline": "Merge pull request #22 from mas-bandwidth/docs/security-policy",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T18:36:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0269861d1d0c4e61cc640850d70d1b9f4bbbae24",
          "body": "This repo had no security policy, so a finder had no documented private channel and\nwould reasonably have opened a public issue. yojimbo has had one; netcode, reliable and\nserialize had none.\n\nFollows yojimbo's reporting section, with the scope written for what this library\nactually does rather than\n[…]\nyer that does -- and that this does NOT put\nmemory safety out of scope, since a stream is only trustworthy if the layer above really\nverified it.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add SECURITY.md",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T18:26:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f42b74c7f246c7a0d8e22f732b2a8e6c1cf21e86",
          "body": "ci: filter the push trigger to main, like the other three C libraries",
          "is_bot": false,
          "headline": "Merge pull request #21 from mas-bandwidth/ci/filter-push-trigger",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T18:03:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6141454382e7651ab577e366d649cd07f7b8e84",
          "body": "ci.yml used a bare `on: push:` with no filter, so the full matrix fired on every\nbranch AND every tag. A branch push plus its pull request ran the whole thing twice,\nand every release tag ran it a third time. netcode, reliable and yojimbo all filter\nto main; serialize was the odd one out.\n\nNot a cor\n[…]\nre branch by pushing to it; that capability should be replaced\nrather than quietly dropped, and dispatch makes it explicit instead of accidental.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: filter the push trigger to main, like the other three C libraries",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T18:02:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "bcc96f7a838a442ff866e38983220ee70ead0360",
          "body": "…g (#20)\n\nGlenn, 2026-07-26: \"credit where credit is due... adjust all crediting asks\nin all our open source repositories to credit Glenn Fiedler and Rowan Claude.\nWe can skip the Mas Bandwidth LLC thing, it is clumsy. Just the people.\"\n\nStill an official request, not a license term: the license is unchanged and\nthe BSD copyright notice remains the only legal requirement.",
          "is_bot": false,
          "headline": "Crediting: credit Glenn Fiedler and Rowan Claude, drop the LLC headin…",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-26T15:27:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9e907febc07a48f73ecc18f4b0aa888cdcddf57c",
          "body": "* serialize 1.5.0\n\n* serialize 1.5.0",
          "is_bot": false,
          "headline": "serialize 1.5.0 (#19)",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-25T20:12:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d997df91487effa3d40adcea63dc5443ebe74cb8",
          "body": "…#18)\n\nThe action tells contributors they can retrigger the check by commenting\n`recheck`. `suggest-recheck` defaults to true, so every \"please sign\"\ncomment it posts ends with \"You can retrigger this bot by commenting\nrecheck in this Pull Request\". The step gate never accepted that comment.\nA contr\n[…]\ntising the path. Rejected: the capability is worth having,\nand it is what this file's own \"recording a signature by hand\" procedure\nnow ends in.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CAA: accept `recheck`, the recovery path the bot already advertises (…",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-25T15:08:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "83cf1344445c80196fc259bd3b9b82bb500de15c",
          "body": "…ntly (#16)\n\nThe Contributor Assignment Agreement workflow has two defects, and both have\nalready cost us real signatures.\n\n1. It failed on every signature posted on an issue.\n\n   contributor-assistant/github-action is pull-request-only by design. It opens\n   with a GraphQL query for repository.pull\n[…]\nng itself.\nThe signature ledger stays a human-curated legal record.\n\nThe header comment now documents both limits and the manual recording path.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CAA: stop failing on issue threads, and stop dropping signatures sile…",
          "author_name": "Rowan Claude",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-24T21:10:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e90640ff986a928c7657d9c923a4b01cf708dc36",
          "body": "Wire-format standard, conformance checker, and clean-room wide-string support",
          "is_bot": false,
          "headline": "Merge pull request #15 from mas-bandwidth/relicense/serialize-clean-room",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-22T02:46:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19f0d14437c5e0b0b6baa081f90ba51679b29e76",
          "body": "I wrote four conformance checkers today and wired none of them into CI. A\nchecker nobody runs is exactly the drift they exist to prevent — I stated the\ndoctrine and then did not apply it to my own work.\n\nEach job parses artifacts the real library produces using ONLY what the\nspecification states, wi\n[…]\nts are written against STANDARD.md, so a silent drift there makes those\nimplementations wrong with no symptom until two of them refuse to talk.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: run the conformance checkers",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T19:14:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "5788266319f1d58a910ee49be7863ea70bd6e71d",
          "body": "The wstring path had no dedicated test. It was exercised only incidentally — a\nfield inside test_serialize, two calls in test_read_write, and the golden\nvector — none of which touched a boundary, and none of which touched the\ndocumented failure behaviour at all.\n\ntest_wstring_validation covers:\n  - \n[…]\nted on its own merits. Rewriting code to move a blame\ncount would be theatre; writing the missing test for a documented safety\nproperty is not.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "test: real wide-string coverage, including the documented failure path",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T18:40:43Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "684c4418e03760bd6c1cb4449fd2d80ba501b88b",
          "body": "Git treats every distinct name/email pair as a separate person. Without this,\nany contribution or ownership analysis silently miscounts — and it did. On\n2026-07-21, a copyright-ownership review across these four libraries initially\nattributed ~2,200 of Glenn's own lines to third parties, because he \n[…]\n).\n\nThe file invites contributors to correct their own entry. It exists to credit\npeople accurately, not to overrule how they wish to be named.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "add .mailmap: canonical identities for ownership analysis",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T18:32:08Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e5db36dbf85d71f8b81f2cc9191c79a221c92c14",
          "body": "Stripping the UTF-8 BOM from serialize.h broke all four Windows CI jobs. The\nBOM was load-bearing and I removed it as cruft — the second time today I have\nmade exactly that mistake, after Glenn had to tell me serialize_restrict was\nload-bearing for the same reason.\n\nWHY IT BROKE. serialize.h contain\n[…]\nabout my vantage point, not about\nthe code. Verified before and after: build clean, tests pass, golden wire bytes\nunchanged, conformance 20/20.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix the Windows build my BOM removal broke",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T18:06:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a0ed9d1554651da65dc4bb4516b2a7b3d7932bf5",
          "body": "The conformance checker proves what the document SAYS is true. It cannot catch\nwhat the document OMITS, or a claim in the prose that the checker itself never\nencoded. Cross-checking every macro in serialize.h against the text found both.\n\nERROR — serialize_uint64 was misdescribed. The int64 section \n[…]\nConformance still green (20 checks), and now the prose and the checker agree\nabout uint64 instead of merely both being individually defensible.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "STANDARD.md: fix an error and three omissions the coverage audit found",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T17:01:23Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ae9d165263fefdbd6cd13c9ffdc5e7061e2bfddc",
          "body": "This morning's verification of serialize/STANDARD.md was a one-off script in a\nscratch directory. A specification verified once and then left alone drifts,\nand a drifted spec is worse than none because people build on it. This is the\nsame check, committed and runnable.\n\n20 checks decoding golden_wir\n[…]\nrly published\nthe wrong conclusion in this very message.\n\nThird of four. netcode and reliable have the same tools/conformance; yojimbo is\nnext.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "conformance: make the STANDARD.md check permanent and runnable",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T16:45:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "30b95c0ad6655981775211ec9c91181ba0145cb5",
          "body": "serialize had no format specification. netcode has one (512 lines) and it is\nthe reason netcode is the only library here where an independent\nimplementation — or a clean-room rewrite — could be done properly. This closes\nthat gap for serialize.\n\nCovers: LSB-first bit packing into 64-bit little-endia\n[…]\nan room\nfor this library, never the implementation side. Where document and code\ndisagree, the code is authoritative and the document is a bug.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "STANDARD.md: specify the serialize wire format",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T15:43:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0191b8d56920bc455a5d9e1dec50323c910dc222",
          "body": "An implementer that had never read the removed code wrote it back from the\nin-house specification alone. Build clean (0 warnings), ctest 1/1, and the\ngolden wire-format bytes matched ON THE FIRST ATTEMPT.\n\nTHE SEPARATION, stated precisely so nobody later overclaims it. This is the\nstandard dirty-tea\n[…]\nhe sibling does not have).\n\nExternally-attributed lines in serialize.h: 61 -> 17 (all now call sites and\ntest scaffolding, not implementation).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "clean room step 2: wide-string support reimplemented from specification",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T15:28:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "58a44a4a4c7a9a1adfb2a34abf8f3f37d1e789ec",
          "body": "…site\n\nRemoves the six wstring implementation constructs from serialize.h:\n  #include <wchar.h>\n  serialize_wstring_internal()   (33 lines)\n  serialize_wstring  macro       (8)\n  read_wstring       macro       (9)\n  write_wstring      macro       (12)\n  serialize_copy_wstring()       (13)\n\nDELIBERAT\n[…]\nremoved code writes it back from\nthat specification alone. I did the deletion and will not write the\nreplacement — the separation is the point.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "clean room step 1: strip the wstring IMPLEMENTATION, keep every call …",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T15:22:00Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "680b951527bbbcac25742b816f7bac44c176aa20",
          "body": "serialize.h was the only file in the repo carrying a byte-order mark (efbbbf).\nIt arrived with an editor that saves UTF-8-with-BOM and has been there since\n2026-03. A BOM ahead of the header guard is not portable: some older\npreprocessors and several build/lint tools treat it as a stray token or fai\n[…]\nean one of the 62 externally-attributed lines in this file was a byte-order\nmark rather than authored expression.\n\nBuild clean, ctest 1/1 pass.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "serialize.h: strip the UTF-8 BOM",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-21T14:32:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fe2df46b43cd8fb2d504307847da52cba6479954",
          "body": "…ing before merge.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add the Contributor Assignment Agreement (CAA) gate: PRs require sign…",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-18T22:27:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3a066b8bc8798b6b6dfbfecfd348ad63f82c3bd4",
          "body": "…diting)\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 1.4.4 (dead-code cleanup, release-check workflow, cre…",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-18T19:36:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2ac1098aff5c733f4b568a8239ecaafe13b9cf6b",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "FUNDING: add Patreon (patreon.com/MasBandwidth)",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-18T18:46:25Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4e186d6ac6d903fa036b3fed653174900209ec90",
          "body": "…th LLC\". License unchanged.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add crediting request: \"serialize - Glenn Fiedler\" under \"Mas Bandwid…",
          "author_name": "Rowan",
          "author_login": "rowan-claude",
          "committed_at": "2026-07-18T17:40:38Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "04c04dc425a430f86e9004a035e2a3529b155593",
          "body": "Found during a dead code review of the serialize.modern port: the clamp\ntemplate has no callers anywhere in the repo, and TestData::v32/v64 are\ndeclared and zeroed but never serialized or checked. No behavior change;\nthe golden wire format test confirms the wire bytes are untouched.\n\nAlso re-anchors the CLAUDE.md line references, two of which had already\ndrifted before this change.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove dead code: unused clamp helper and unserialized test fields",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-13T02:00:50Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "79a329fee32c9739cc3b9dda644ab6aa176e86ed",
          "body": "Add release version check workflow",
          "is_bot": false,
          "headline": "Merge pull request #12 from mas-bandwidth/add-release-check",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T05:51:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6564169d43b285bbac50d95954ced331759c8e8b",
          "body": "Fails the tag build if a release tag does not match the version\nrecorded in the repo, so a release can't ship with stale version\nmetadata (as netcode v1.3.2 did with its CMake project version).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add release version check workflow",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T05:47:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1708e04fe7c5b0d5b1011563e58640476d2c13bd",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 1.4.3",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T03:29:17Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d2e5b47f15e8c44f72f2369053108fd50622a15f",
          "body": "Simplifies the write side contract: instead of multiple-of-4 size plus\n8 bytes of allocation slack, the buffer size is simply a multiple of 8,\nwhich contains every qword store within the buffer itself — no slack\nneeded on the write side. The debug assert now enforces multiple of 8,\ncatching non-conforming buffers immediately. README, constructor docs\nand CLAUDE.md all state the same rule.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Write buffer sizes must be a multiple of 8 bytes",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T03:27:59Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bc5a2e6e555fbaeb911e3c7427ec6da66d418b72",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: v1.4.2 is released",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T03:17:30Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d932ddc782b6a16c97e101fcab178b363ffa4979",
          "body": "The writer keeps its plain 64 bit scratch and identical two-op hot\npath, but flushes a qword when the scratch fills instead of a dword\nwhen it half fills, recovering the bits that spilled past 64 only\ninside the flush branch. The flush runs half as often. Measured on\nApple Silicon: bitpacker write 4\n[…]\nu++98/c++11/c++17 with\nzero warnings, golden wire format test untouched, ASan+UBSan+alignment\nclean, 200k differential fuzz driver inputs clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "64 bit flush writer: writes are ~25% faster",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T03:15:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d70bdaabba213c7ef61063eb63d2a6000a7c9e67",
          "body": "The limitations section still described the pre-1.4.0 contracts: 4 byte\nbuffer alignment (no longer required anywhere), the round-up-to-4 read\nallocation (now: extend at least 8 bytes past the data), and the 256 MB\nbuffer limit (gone with 64 bit bit counts).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "README: update limitations for the 1.4.0 reader and 64 bit counts",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T02:58:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f71f50e29514b5b3cd29f4b2465df95e6994dcf5",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: v1.4.0 is released",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T02:51:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ff717ba2e93e77fd23d09d88a0974e04526c36d4",
          "body": "All bit and byte counters in BitWriter, BitReader and the three stream\nclasses widen from int to int64_t, along with the buffer size and byte\ncount parameters and the bits/bytes processed accessors. Buffer sizes\nare now effectively unlimited (previously capped at 256 MB because bit\ncounts were 32 bi\n[…]\n gnu++98/c++11/c++17 with\nzero warnings, ASan+UBSan+alignment clean including the large buffer\ntest, 200k differential fuzz driver inputs clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "64 bit bit counts: remove the 256 MB buffer limit",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T02:43:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f29bc7a49da3475b5ef411327048cd5d63f5ffa0",
          "body": "The reader no longer maintains scratch state with a word refill branch.\nEach ReadBits loads a 64 bit window from the current byte position with\nmemcpy and shifts by the bit remainder, so reads carry no dependency\nbetween calls except advancing the bit index. Measured on Apple\nSilicon: bitpacker read\n[…]\nu++98/c++11/c++17,\nASan+UBSan+alignment clean (which proves the new contract is honored\neverywhere), 200k differential fuzz driver inputs clean.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Branchless BitReader: reads are ~4x faster",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-10T02:28:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "fb3f6aceafa1b064fd19a93ef43b7d1daa2941a9",
          "body": "Covers in-source CMake generation (CMakeCache.txt, CMakeFiles/, install\nand test scripts, generated Makefile), alternative build directory\nnames (out/, cmake-build-*), built binaries and intermediates, Visual\nStudio and Xcode project generation, and libFuzzer artifacts. Verified\nthat a full in-source configure and build leaves git status clean and\nthat no tracked file matches any pattern.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Expand .gitignore: never check in binaries or CMake generated files",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T20:59:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3812fd93d37cfa34dc90f7e2ce0d26b07b37fad1",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "BUILDING.md: document Homebrew install",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T19:56:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e5052db925a819a4e26c7317c9709f3bcc724a48",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: v1.3.1 is released",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T18:42:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5d959a2cf6a19061f8b6d120676c4b7f1c67765f",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 1.3.1",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T18:36:56Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bb4e83e412fd7f880d19d05dcb5f68a6a1760027",
          "body": "test_unaligned_writer used alignas(4), a C++11 keyword, which broke\nconsumers that compile the embedded tests in pre-C++11 mode (yojimbo's\nmacOS CI). A uint32_t backing array guarantees the alignment in C++98.\nThe test suite now compiles clean at gnu++98, c++11 and c++17.\n\nThe wstring checks in Read\n[…]\n a narrow\nstring, which warned as C4566 on MSVC with a western code page. Use\nexplicit code points, as the golden wire format test already does.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Test section: no C++11 alignas, no non-ASCII literals in checks",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T18:23:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "db678e5e68af0a7dd26eb1b7d636abcfeb2f9781",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: v1.3.0 is released",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T14:41:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dfba6bc803fcf0513fbb9ea4c2c161810e15866a",
          "body": "serialize.h now includes exactly what library code needs: stdint.h,\nstddef.h, string.h, wchar.h, math.h (plus conditional assert.h and\nglibc endian.h). Removed stdarg.h, inttypes.h and memory.h, which had\nzero usage sites, and stdio.h/stdlib.h, which were only used by the\nembedded tests and now live\n[…]\n macro family.\n\nexample.cpp and bench.cpp now include stdio.h/stdlib.h themselves\ninstead of relying on serialize.h providing them transitively.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Trim header includes to only what the library uses",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T14:28:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0ab926ee35340ebb50c7f7bcf41ee817625a8d28",
          "body": "Invalid packet data must abort the entire serialize immediately rather\nthan continuing deeper or looping on malicious bounds; the library is\nlow-level C-style without exceptions, so early-return macros are the\npragmatic mechanism. Moved to known limits by design, alongside the\nread buffer contract.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: macro early-return is the intended security posture",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T14:18:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cea6b39be5fa1a61af55333fe0d6e81a53ae8930",
          "body": "The MSVC warning disables (4127, 4244) are now wrapped in push/pop so\nthey no longer alter warning state for every translation unit that\nincludes the header. Code using the serialize macros compiles at the\nincluding file's warning state; this repo's own executables opt back\ninto the disabled warning\n[…]\nest.cpp.\n\nNo wire format or release behavior changes: the golden wire format\ntest is unchanged and benchmark numbers are unchanged within noise.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Header hygiene: push/pop MSVC pragmas, member init, explicit asserts",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T14:08:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "61ddebce0a7f5440a3d7307694eb0f1f36b206ae",
          "body": "…lision\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: yojimbo depends on serialize.h, macro overlap is not a col…",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T13:40:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7bd14340af35387ee47e609efde489e28dd48921",
          "body": "Debug asserts verify correctness; in release, correctness is the\ncaller's responsibility. The exception is network input, which the read\npath validates and drops at runtime. Reclassified from sharp edge to\nknown limit by design.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: unchecked release writes are the intended trust model",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T13:39:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cf86efd82968ef413725dad1248d4e345a9f0bca",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "CLAUDE.md: gcc benchmark inflation is fixed",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T13:33:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "9c99e942ec93fd2315ca817a0a931d07095f7f2e",
          "body": "Even with the escape barrier, gcc still reported ~470M packets/s\nstream write: with only one field varying and all field bit widths\nconstant, it precomputed the scratch words for the loop-invariant\nfields at compile time and only patched in the varying bits. Packet\nfields are now driven by a seriall\n[…]\nt be constant folded. Read variants bumped from 16 to 64\nand built from the same generator. clang write/read numbers are\nunchanged within noise.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Vary all packet fields per iteration in the stream benchmark",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T13:27:29Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "497931c2e9f7d467be7931c8f50be68a22812b4c",
          "body": "The previous fix (varying the packet per iteration) was not enough:\ngcc still deleted the serialization work because nothing observed the\noutput buffer inside the loop (~134 GB/s reported), and hoisted most\nof the read decode because only one decoded field fed the sink. Add a\nbench_escape barrier (e\n[…]\nape; compiler barrier on MSVC) after each\nserialize so the buffer and the decoded packet are observed. clang\nnumbers are unchanged within noise.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix stream benchmark dead code elimination on gcc for real",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T13:20:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "29449b4fda8d359e93e40802e19a43310192efe7",
          "body": "Serializes a full range 64 bit integer in [min,max] using the minimal\nnumber of bits on the wire. Built as an exact parallel of the 32 bit\npath: bits_required64, SerializeInteger64 on WriteStream, ReadStream\nand MeasureStream, and the serialize_int64 / read_int64 / write_int64\nmacros. Range arithmet\n[…]\nhe hostile read\nand differential round trip passes. The golden wire format test is\nuntouched and still passes: existing wire data is unaffected.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add serialize_int64 macro",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T13:04:46Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a8a5502f016752eba6d3afb80769d240ed2e7a22",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update CLAUDE.md: verified state, open items",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T06:25:57Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2306f42385f7470e0a9f3936d009dcd2646e7b0a",
          "body": "The stream write/read loops serialized an identical packet to the same\nbuffer every iteration, so gcc proved the loop body pure and deleted\nthe serialization work, reporting ~150 GB/s fiction on Linux. The\npacket now varies per iteration on the write side, and reads cycle\nacross 16 pre-written variant buffers. clang/MSVC numbers are\nunchanged within noise.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix stream benchmark being optimized away by gcc",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T06:23:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "24f1b76b1271856d4efd9712e825b5d80dc3d2a7",
          "body": "The serialize::serialize INTERFACE target now carries only the include\npath: warning and fast-math flags are scoped to this repo's executables,\nand the test/example/bench targets only build when serialize is the top\nlevel project (override with SERIALIZE_BUILD_TESTS). Adds install rules\nand package \n[…]\nv1.2.5).\n\nVerified: top level build and tests, add_subdirectory consumer (no flag\nleakage, no dev targets), and install + find_package consumer.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Make CMake consumer friendly and add version macros",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T06:19:26Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "12e75cefe91ce9eefe55488291ae7015509d0918",
          "body": "Cross-compiles the test suite with g++-s390x-linux-gnu, statically\nlinked so the binaries need no s390x sysroot, and runs it under QEMU\nuser emulation in both Debug and Release. This is the first real\nexercise of the bswap / host_to_network path, and the golden wire\nformat test proves a big endian machine produces wire bytes identical\nto the little endian platforms.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add big endian CI coverage via s390x cross-compile and QEMU",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T06:14:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cec06689d42b49f7921505ce3c2af83edd6924c3",
          "body": "bench.cpp measures the raw bitpacker (mixed bit widths through\nBitWriter/BitReader) and the stream + serialize macro path with a\nrepresentative packet, reporting best-of-5 trials. CI runs it on\nRelease jobs for each platform; numbers from shared runners are\nindicative only.\n\nReference numbers on Apple Silicon (M-series, clang -O3):\nbitpacker write ~4.6 GB/s, read ~2.1 GB/s, stream write ~26M\npackets/s, stream read ~45M packets/s.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add throughput benchmark",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T06:09:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b732fd80a76c6caa936e00d53eaf0d7875c406c3",
          "body": "BitWriter previously stored each flushed dword through uint32_t*\ndirectly, which made unaligned write buffers undefined behavior and was\nasymmetric with BitReader, which loads words via memcpy. All three\nwriter store paths (WriteBits, FlushBits, WriteBytes) now go through\nmemcpy with byte-based addr\n[…]\nhin a dword, so the guarantee stays locked in under the\nCI sanitizer job. The golden wire format test confirms the bytes\nproduced are unchanged.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Store bit writer words with memcpy so write buffers need no alignment",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T06:02:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d6a20f89b4612fae46a411fa81f9c8c2cddf40bf",
          "body": "No longer needed in this library. The fuzz harness op slot it occupied\nnow exercises ranged integers of varying width instead.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove serialize_ack_relative_internal",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T05:51:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "02e9f4d48d2c1815c1cba3bee63868c6c9d88c25",
          "body": "The golden test pins the exact bytes the serializer produces for a\nfixed set of values covering every primitive, and verifies both that\nwrites produce those bytes and that those bytes decode to the expected\nvalues. It runs on every CI platform, so any wire format change or\nplatform divergence fails \n[…]\nStream, and compared, trapping on any write/read asymmetry.\nMeasureStream runs the same ops and must never measure fewer bits than\nwere written.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add golden wire format test and differential round-trip fuzzing",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T05:46:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cb95267ba6ca54b57ad64206c4a0f3e0c8e7f168",
          "body": "Runs the libFuzzer harness for an hour every night at 08:00 UTC, with\nthe corpus cached across runs so coverage accumulates. Crash\nreproducers are uploaded as workflow artifacts on failure. Can also be\ntriggered manually with a custom duration via workflow_dispatch.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add nightly fuzz workflow",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T05:16:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "112d9a91d4992c91bc598bb63c59c1df86ecac56",
          "body": "Removes @param allocator docs for constructor parameters that don't\nexist in this library, and rewrites the BaseStream::SetContext docs to\ndescribe contexts as they work here rather than referencing yojimbo\nconnections.\n\nAdds fuzz.cpp, a libFuzzer harness that drives every ReadStream\nprimitive with \n[…]\nts stay live: malicious input must fail reads by\nreturning false, never by tripping an assert. CI runs the harness for\n60 seconds on every push.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix doc comments inherited from yojimbo and add libFuzzer harness",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T05:06:37Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "444b9ea73f841f3a918f0258a5ed52e56565ce87",
          "body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CI badge to README and ASan+UBSan job to CI",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T04:55:02Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "fc2e1dabd6c71ce074db2af0e278c6e18e7085db",
          "body": "Replaces premake5 with a CMakeLists.txt that builds the header-only\nlibrary plus test and example binaries with the same flags as before.\nAdds a GitHub Actions workflow that builds and runs the tests in Debug\nand Release on Linux (ubuntu-24.04), macOS Apple Silicon (macos-15),\nand Windows x64 (windows-2025).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Switch build system from premake to CMake and add CI",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T04:38:24Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "049d42bbcf9802af1ea610b64cf32e4fa43df72c",
          "body": null,
          "is_bot": false,
          "headline": "claude fix",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-09T03:24:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2fbbd70dcad2e2d7a84a702a38050aa46483691",
          "body": null,
          "is_bot": false,
          "headline": "minor doc fix",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-07T08:45:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "05940c9ec6f71f3ea806867e0810bd4c9b737eaf",
          "body": null,
          "is_bot": false,
          "headline": "nan fix",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-07T08:33:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3124bbb2d22735a974c82963b70cf28b401a313f",
          "body": null,
          "is_bot": false,
          "headline": "more fixes...",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-07T08:28:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c9501b5391f8649da70dcf482caf51dcaab0dab",
          "body": null,
          "is_bot": false,
          "headline": "more fixes",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-07T08:20:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2daaba38ddfbc341d05ba0f20761b31421a5cff8",
          "body": null,
          "is_bot": false,
          "headline": "security audit complete",
          "author_name": "Glenn Fiedler",
          "author_login": "gafferongames",
          "committed_at": "2026-07-07T08:04:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b899696ed4cb844ae2cb386bd3f2c08f601aed09",
          "body": null,
          "is_bot": false,
          "headline": "update copyright",
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                "key": "binary_artifacts",
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                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "10 out of 10 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 1/16 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "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 fuzzed",
                "points": 5,
                "status": "met",
                "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": "30 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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "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": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 5
            },
            "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": 52,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.55,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 14320
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": "55 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 29.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 55,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 21,
            "inputs": {
              "has_nix": false,
              "has_tests": false,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.57,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "C++ (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "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": "57 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 57,
                      "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "primary_language": "C++",
              "largest_source_bytes": 149818,
              "source_files_sampled": 6,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/6 source files over 60KB",
                "points": 45.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 6,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [],
      "labels": [],
      "scores": {},
      "primary": null,
      "evidence": [],
      "artifacts": [],
      "confidence": "none",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": false
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-02T12:56:43.829858Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mas-bandwidth/serialize.svg",
  "full_name": "mas-bandwidth/serialize",
  "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 v2.5.0, схема v0.27.0 — повна методологія · вікі метрик.

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