Публічний реєстрПомірний
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-27 19:41 UTC
SimonWaldherr / GopherLLM
SimonWaldherr/GopherLLM має індекс здоров’я 53 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (74/100), найнижчий — Community & Adoption (24/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
53
загалом / 100Індекс 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.
53
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)
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
Simon WaldherrОсобистий обліковий запис
313 підписників371 публічний репозиторійз лют. 2010 р.RUBIX GmbH
Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| Go | github.com/SimonWaldherr/GopherLLM | v0.3.1 | - | 5 | 8 днів тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
74
Активність розробки
56Помірний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 3.5/36 | Ритм комітів — 5/52 тижнів із комітами |
| 16.7/18 | Обсяг комітів — 71 комітів за останній рік |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Використані вхідні дані
| commits_last_year | 71 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 5 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 3 релізів |
| 36/36 | Свіжість релізів — останній реліз 8 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~7,4 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 3 |
| latest_release_tag | v0.3.1 |
| releases_from_tags | ні |
| days_since_latest_release | 8 |
| mean_days_between_releases | 7,4 |
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?
24
Популярність і впровадження
1Критичний
Як обчислюється оцінка
| 0/60 | Зірки — 2 зірок |
| 0/25 | Форки — 0 форків |
| 0/15 | Спостерігачі — 0 спостерігачів |
Використані вхідні дані
| forks | 0 |
| stars | 2 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
50Помірний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 0/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
63
Стійкість мейнтейнерів (бас-фактор)
27Критичний
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 5/22.5 | Розподіл комітів — головний контриб’ютор — автор 78% комітів |
| 2.7/13.5 | Широта контриб’юторів — 2 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0,778 |
Реактивність на issue та PR
72Добрий
Як обчислюється оцінка
| 0/46.8 | Вирішення issue — немає issue або даних |
| 38.2/38.3 | Прийняття PR — злито 2/2 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
Використані вхідні дані
| merged_prs | 2 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
Виключено з оцінювання (немає даних або не застосовно): Вирішення issue. Залишкові ваги перенормовано.
Власність та опіка
66Помірний
Як обчислюється оцінка
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 18/25 | Охоплення власника — 313 підписників у SimonWaldherr |
| 25/25 | Послужний список — 371 публічних репозиторіїв, вік облікового запису ~16 р. |
Використані вхідні дані
| followers | 313 |
| owner_type | User |
| is_verified | — |
| owner_login | SimonWaldherr |
| public_repos | 371 |
| account_age_days | 6 014 |
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у go |
| 35/35 | Свіжість публікацій — остання публікація 8 дн. тому |
| 20/20 | Історія версій — 5 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | github.com/SimonWaldherr/GopherLLM |
| ecosystems | go |
| any_deprecated | ні |
| min_days_since_publish | 8 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
57
Інженерні практики
68Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 1 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Документація
40У зоні ризику
Як обчислюється оцінка
| 30/30 | README |
| 0/25 | Каталог документації |
| 0/15 | Сайт документації / домашня сторінка |
| 0/10 | Опис репозиторію |
| 0/10 | Теми |
| 10/10 | Wiki |
Використані вхідні дані
| topics | — |
| has_wiki | так |
| homepage | — |
| has_readme | так |
| has_docs_dir | ні |
| has_description | ні |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
35
Стан безпеки
35У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 8 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — немає даних |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3,5 |
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? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.
49
Контекст і настанови для агентів
8Критичний
Як обчислюється оцінка
| 0/45 | Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора |
| 0/15 | Машиночитана документація (llms.txt) |
| 8.1/40 | Читабельна історія комітів — намір зазначено у 11 з 72 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,153 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — Makefile |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — Go (статично типізована) |
| 0/10 | Відтворюване середовище |
| 10/10 | Підтверджена практика роботи з агентами — 6 з останніх 72 комітів створено агентом або з його зазначенням |
| 0/8 | Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | — |
| has_dockerfile | ні |
| typed_language | так |
| bootstrap_files | Makefile |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | — |
| agent_commit_share | 0,083 |
| toolchain_manifests | go.mod, testdata/consumer/go.mod |
| dependency_bot_commit_share | 0 |
Читабельність коду для моделей
98Відмінний
Як обчислюється оцінка
| 45/45 | Типізований код — Go (статично типізована) |
| 53.4/55 | Керовані розміри файлів — 4/140 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Go |
| largest_source_bytes | 141 263 |
| source_files_sampled | 140 |
| oversized_source_files | 4 |
Ключові факти
2зірок GitHub
2контриб'юторів
71комітів за останні 12 місяців
0днів від останнього пушу
3релізів
1бас-фактор
0відкритих issue
Goпакетних екосистем
Попередження щодо збору даних
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Докладніше
OpenSSF Scorecard 3.5 / 10
3.5сукупно
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/28 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| н/д | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Усі залежності не зібрано
Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 1778,
"has_wiki": true,
"homepage": null,
"languages": {
"Go": 1213142,
"CSS": 46915,
"HTML": 23897,
"Assembly": 58377,
"Makefile": 18680,
"JavaScript": 141263
},
"pushed_at": "2026-07-27T18:46:07Z",
"created_at": "2026-06-09T20:22:14Z",
"owner_type": "User",
"updated_at": "2026-07-27T18:47:42Z",
"description": null,
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Go",
"significant_languages": [
"Go"
]
},
"owner": {
"blog": "https://simonwaldherr.de/",
"name": "Simon Waldherr",
"type": "User",
"login": "SimonWaldherr",
"company": "RUBIX GmbH ",
"location": "Bavaria, Germany",
"followers": 313,
"avatar_url": "https://avatars.githubusercontent.com/u/198920?v=4",
"created_at": "2010-02-07T11:54:23Z",
"is_verified": null,
"public_repos": 371,
"account_age_days": 6014
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.3.1",
"kind": "patch",
"published_at": "2026-07-19T17:17:56Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2026-07-11T21:59:39Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2026-07-04T20:58:20Z"
}
],
"recent_commits": [
{
"oid": "854b220a61582a1da4e30624c1a31d5677424eea",
"body": null,
"is_bot": false,
"headline": "better agent and support for more models",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-27T18:46:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b92975e591d028ffb85e229aadb3226dda9a9b73",
"body": null,
"is_bot": false,
"headline": "improve MoE",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T22:25:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "636a5cdc95d46deba09e13a20f27b256c95b1700",
"body": null,
"is_bot": false,
"headline": "more and better model support",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T21:57:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7703aa9ae320508fea85751826db04bd84a82959",
"body": null,
"is_bot": false,
"headline": "better support for more models",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T20:02:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e64605dc054fd20f9bab360788dcea4ca19742dd",
"body": null,
"is_bot": false,
"headline": "add share and wiki feature",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T19:12:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5476efc238964f0fb2a656f2b95779f8dcaa55d7",
"body": null,
"is_bot": false,
"headline": "add support for bert/nomic embedding and other improvements",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T17:49:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "371c76a7054e27bb4215ce330d6b05037accea1c",
"body": null,
"is_bot": false,
"headline": "fix gitignore, remember last used model",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T17:01:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4230d2e44bd2cc75ae62f034a09ba18d1d648e10",
"body": null,
"is_bot": false,
"headline": "restructure the package",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T16:54:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "880acb7bb8830027ede86fbef90c8f4b8a274676",
"body": null,
"is_bot": false,
"headline": "move files",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T16:42:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b579abb3d7d634ff245dde9149216c1d41efd856",
"body": null,
"is_bot": false,
"headline": "improve UI and add RAG features (wip)",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T15:53:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "400cd10c9810134d8f7de39859b3ffa790827645",
"body": null,
"is_bot": false,
"headline": "Reuse KV cache across chat turns",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-26T08:36:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1e3928a83921e9172f8952ebbbe604c0c1228d40",
"body": null,
"is_bot": false,
"headline": "Preserve conversations with chat branches",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T22:36:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bd406d3fa5c33cfdd07ea1b90edbbb747adecb19",
"body": null,
"is_bot": false,
"headline": "Add smart context windows for long chats",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T14:34:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba41a1015ab25daff61bb909530c582f58eb3f2a",
"body": null,
"is_bot": false,
"headline": "Add web autotuning controls and chat settings",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T14:11:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9ad19f01fb08aca2e12985fef90262e94cb60ee8",
"body": null,
"is_bot": false,
"headline": "improve Web UI",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T12:20:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0085603b71c5843900cbedde8646a4822413c021",
"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n Perf/auto tuning (#2)",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T12:08:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "69ce8708b5c210ff537f2e3dd7f4246911a4e854",
"body": null,
"is_bot": false,
"headline": "improve web ui",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T12:08:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62c162e67f12bcbb9bb9ace3e3f9b72577f81195",
"body": "* gofmt: realign composite literals in server.go and kv_f16_test.go\n\nBoth files had struct-tag and comment alignment that gofmt disagrees\nwith: the ollamaModelDetails model_info map in server.go and two table\nliterals in kv_f16_test.go. Pre-existing, and `make fmt-check` catches\nthem on any LF check\n[…]\nat calibration\nstill picks the same knobs and still reports a measured speedup.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Perf/auto tuning (#2)",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T12:08:06Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e08035a0cddaca8b8bb2fc3213ae5e2af82fc14d",
"body": null,
"is_bot": false,
"headline": "go fmt",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T11:45:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f898769e18e8653cd514b52fcb4c88f61209362",
"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n add --auto: measure the runtime knobs on the actual model and hardware\n matvec: put the greedy Q6_K argmax on the int8 kernel\n tokenizer: classify Tekken pre-tokenizer as GPT2BPE\n sampling: extract duplicated repeat-penalty loop into helper",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T11:45:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6af07b86a1739ad9602e2a50eff1c126b2f4a578",
"body": null,
"is_bot": false,
"headline": "gitignore",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T11:45:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d940c69dd543df5b7a043dfba13759dcfa3a4ef3",
"body": "Perf/auto tuning",
"is_bot": false,
"headline": "Merge pull request #1 from SimonWaldherr/perf/auto-tuning",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T11:42:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "07a6373f228db74a8d84a85c36dc3d66d69c68be",
"body": "Several of this repo's performance defaults were each picked from\nmeasurements on one machine, and several are genuinely\nhardware-dependent: whether the int8-activation kernels beat the exact\nfloat ones depends on AVX2/F16C, whether oversubscribed dispatch helps\ndepends on having heterogeneous cores\n[…]\nng scheme at ~1.2x. An\nn-gram-drafted speculative decoder was built and measured at 0.81x, so it\nis documented as a dead end rather than shipped.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "add --auto: measure the runtime knobs on the actual model and hardware",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T11:31:38Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "520a4384ab90e75080c25d39a0906dee54cdd0a2",
"body": "Weight.ArgmaxMatvec's Q6_K case was the only remaining Q6_K matvec still\nrunning the old per-block float kernel (dotQ6KF32SIMDWithXSums). Because\nthe greedy fast path exists precisely to skip materializing 131k logits,\nthat made it a net loss rather than an optimization: on Ministral-3 3B\nQ4_K_M the\n[…]\nl.\n\nNote this path only engages for RepeatPenalty == 1 plus temperature 0 or\ntop-k 1, so the CLI default (--repeat-penalty 1.1) never reached it.\n\nCo-Authored-By: Claude Opus 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "matvec: put the greedy Q6_K argmax on the int8 kernel",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-25T11:31:05Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0d62dc6c0b96b13a1a82496baba39e758260fa96",
"body": null,
"is_bot": false,
"headline": "harden model switching and generation paths",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-24T23:10:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a4f0ceac6a81095afa6c2416cee6b85dd04fe524",
"body": "Mode detection routed to GPT2BPE only on model==\"gpt2\" or a \"qwen\"/\"gpt\"\npre string, but the pretokenizer has a dedicated Tekken path keyed on the\npre string containing \"tekken\". A Tekken GGUF whose tokenizer.ggml.model\nfield is not literally \"gpt2\" would silently fall through to\nSentencePiece and mis-tokenize. Match on \"tekken\" explicitly and add a\nregression test.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "tokenizer: classify Tekken pre-tokenizer as GPT2BPE",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-24T22:38:16Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "599a1e329d0f44a5a3157790bfe0d4a25956be2c",
"body": "The repeat-penalty loop was copy-pasted verbatim across the greedy\n(temp==0) and sampling branches of SampleWithScratch. Extract it into\napplyRepeatPenalty so the penalty semantics live in one place.\n\nNo behavior change.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "sampling: extract duplicated repeat-penalty loop into helper",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-24T22:32:20Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "8f22c7a6e587d260e7bd1d7d9cc7d4184c678667",
"body": null,
"is_bot": false,
"headline": "fix CI",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-19T17:14:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0002dff114264babc502b03144f15da968e7c767",
"body": null,
"is_bot": false,
"headline": "improve reasoning handling and prepare Soofi-support",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-19T11:31:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6977b5209dece445ddf1ce66ce9cb5f67ac33907",
"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n performance experiment for amd64\n many various improvements\n OS independent improvement\n add support for more models and improve on amd64",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-18T21:22:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6ae799b506b1ce52ad929cb2a52c72f536f87abc",
"body": null,
"is_bot": false,
"headline": "performance experiment for amd64",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-18T20:31:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97e25a4a9e71af2cbb9b4972eb9435a54a679ec8",
"body": null,
"is_bot": false,
"headline": "many various improvements",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-18T19:53:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "759058d9dac64aad48a73ea4bc852331aa48d5a4",
"body": null,
"is_bot": false,
"headline": "OS independent improvement",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-18T16:24:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7d5b44add95087a55ce0f22f2ca9a77e9b4958fe",
"body": null,
"is_bot": false,
"headline": "add support for more models and improve on amd64",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-18T14:52:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9dc718d580a303419e77e325b550925416932e0a",
"body": null,
"is_bot": false,
"headline": "Improve API test coverage",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-12T20:17:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3146271ef7c3a13b038a95e6eeff7d676d911762",
"body": null,
"is_bot": false,
"headline": "fix the Windows cross-build failure",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-11T21:56:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c58fce8b07a2afedb2d4cfbb3e999deccf3fcf1a",
"body": null,
"is_bot": false,
"headline": "optimize greedy Metal decode",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-11T14:00:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a5deba1a22bf0d8989ea7434f318f515fada98a",
"body": null,
"is_bot": false,
"headline": "improve for mac",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-11T12:55:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c9f94035ade5c7888daf16515a1888c87b01aff",
"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n amd64 improvement",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-11T11:08:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e88f93bcacc806ad2622ff8c268c8c14a9ef633",
"body": null,
"is_bot": false,
"headline": "mac improvement",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-11T11:08:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0981d319990ddd1b548308fc33b1c5ffc878d12",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "amd64 improvement",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-07T21:42:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6b8a76d599382bb50b44f827362ac80b9abd3b2c",
"body": null,
"is_bot": false,
"headline": "Optimize greedy decode and streaming UI",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-06T23:55:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "229b61258122cded95b745924f300d678563e3bf",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "improve speed",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-06T22:50:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a45f4d5fd7b278413684de0acfbe8be6a1c0a538",
"body": null,
"is_bot": false,
"headline": "bench",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-06T17:06:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c3b48089ceca218ee048baa235cbd629b3addc1a",
"body": "Add TTFT/request metrics, mixed Q4_K/Q6_K attention fusion, fused prefill handling, and adaptive prefill chunk sizing for 3B-class models. Verified with real Ministral-3B local benchmarks and go test ./....",
"is_bot": false,
"headline": "Optimize local GGUF inference latency",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-06T10:39:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f0e754781444ca1b3459f00a35c3becb421aa5fa",
"body": null,
"is_bot": false,
"headline": "Avoid overchunking large matvecs",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-04T20:38:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a71cbefa80ab0fdee6f722f3d7e1583a3d8ade6",
"body": null,
"is_bot": false,
"headline": "try to speed up",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-04T20:33:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eb7fcf31b4c79517af9ba040a63cdb05fb2ed08c",
"body": null,
"is_bot": false,
"headline": "Speed up quantized inference",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-04T19:57:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6f4b10674c98a63683046374b6ad21805d7ddc0f",
"body": "* 'main' of https://github.com/SimonWaldherr/GopherLLM:\n go fmt\n add a demo for the package\n finalize package\n Create arch_improvements_test.go\n more comments and a tiny fix\n add gguf analyzer\n improvements and fixes for the new package\n make it a real package\n improve support and doc\n add\n[…]\ning agentic/tools\n more bench, more speed\n add more tests and bench\n speed up\n\n# Conflicts:\n#\tMakefile\n#\tREADME.md\n#\tcmd/gopherllm/main.go\n#\tmetal.go\n#\tmodel.go\n#\truntime.go\n#\tsampling.go\n#\tsimd.go",
"is_bot": false,
"headline": "Merge branch 'main' of https://github.com/SimonWaldherr/GopherLLM",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-04T19:05:20Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b61734fda5de692ef5c80ea5cbd00e65bf899fa8",
"body": null,
"is_bot": false,
"headline": "some improvement-experiments",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-07-04T18:53:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bea146ff7d661d47b693344291bd0c3b449f5784",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "go fmt",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:43:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2fd82c87a5ad2c709a0d7a51feaa28dde678421b",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "add a demo for the package",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:42:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a42faebe62553fe8cc5e498c9008dcb07fc23b2a",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "finalize package",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:38:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4ecc97828a8c2de6659e617db6d9562d0be08a6e",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "Create arch_improvements_test.go",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:36:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b08706983f2218a9920a98dce21f0c7a291c036c",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "more comments and a tiny fix",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:36:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eddb822954cd85a657ed3547395a355530d0ac72",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "add gguf analyzer",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:34:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b136cf3a444f1a62146f9c42896b259bb2f28f2d",
"body": null,
"is_bot": false,
"headline": "improvements and fixes for the new package",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:26:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "575fa32fa5fead2b0f0cf9d36b02aa2849739364",
"body": "Refactor GopherLLM from a monolithic package into a properly importable Go module\n\nCo-Authored-By: Simon Waldherr <git@simon.waldherr.eu>\nCo-Authored-By: Copilot <198982749+Copilot@users.noreply.github.com>",
"is_bot": false,
"headline": "make it a real package",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:14:55Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "b01c052271c5e909fd67ad39a8b68575c13e34ca",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "improve support and doc",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T18:07:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8a534709459557b30462321e1719e0b368cd1663",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "add more comments",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T17:42:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "10f3a53d7b64f72c300bf246a183f12780cf2e02",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "better docs and comments, supporting agentic/tools",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T17:37:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1511f45edda3d4022b7c55785be4504baaab47e3",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "more bench, more speed",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T14:03:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bfd0818ea7812a340b764c4e51b04ccb68f956d1",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "add more tests and bench",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T13:40:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a5a03835b17f9e65c7942faa729cf04a54647b2d",
"body": "Co-Authored-By: Simon Waldherr <git@simon.waldherr.eu>",
"is_bot": false,
"headline": "speed up",
"author_name": "Simon Waldherr",
"author_login": "sw-rubix",
"committed_at": "2026-07-04T13:28:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "95db6bfb289785b67d605570ce95ff66f2cbaa6a",
"body": null,
"is_bot": false,
"headline": "speed up",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-10T21:14:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08fb1d738271ce78adcf645b04ada6cbc6f64287",
"body": null,
"is_bot": false,
"headline": "sampler speedup",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-10T18:30:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4fc8799fefda87b77bf8555414e2ed8244315e0f",
"body": null,
"is_bot": false,
"headline": "improve bench and make",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-10T17:57:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03e725b159a8f4749598a145cc8515263c2f5350",
"body": null,
"is_bot": false,
"headline": "add CI",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-10T17:57:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ccbc05decf5767f3e36af381896ecbb2a92ef6e4",
"body": null,
"is_bot": false,
"headline": "update README and NEON",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-09T21:08:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06de890c4de3a7e0eef3e2bdf0efb99c11b09367",
"body": null,
"is_bot": false,
"headline": "add first NEON kernels",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-09T21:00:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09e8c9feea6e8a0af5c3a1aee6f54eddfc0eccdb",
"body": null,
"is_bot": false,
"headline": "add README.md and some tiny improvements",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-09T20:36:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "830100d9014b96dfa70f2d5db9f1f24f0d0b64d8",
"body": null,
"is_bot": false,
"headline": "init",
"author_name": "Simon Waldherr",
"author_login": "SimonWaldherr",
"committed_at": "2026-06-09T20:25:26Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 3,
"commits_last_year": 71,
"latest_release_at": "2026-07-19T17:17:56Z",
"latest_release_tag": "v0.3.1",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 5,
"days_since_latest_release": 8,
"mean_days_between_releases": 7.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": false,
"has_contributing": false,
"health_percentage": 28,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "github.com/SimonWaldherr/GopherLLM",
"exists": true,
"license": null,
"keywords": [],
"ecosystem": "go",
"matches_repo": true,
"registry_url": "https://pkg.go.dev/github.com/SimonWaldherr/GopherLLM",
"is_deprecated": false,
"latest_version": "v0.3.1",
"repository_url": "https://github.com/SimonWaldherr/GopherLLM",
"versions_count": 5,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": null,
"latest_published_at": "2026-07-19T17:14:42Z",
"latest_version_yanked": null,
"days_since_latest_publish": 8
}
]
},
"popularity": {
"forks": 0,
"stars": 2,
"watchers": 0,
"fork_history": {
"days": [],
"complete": true,
"collected": 0,
"total_forks": 0
},
"star_history": null,
"open_issues_and_prs": 0
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [
"go.mod",
"testdata/consumer/go.mod"
],
"largest_source_bytes": 141263,
"source_files_sampled": 140,
"oversized_source_files": 4,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"go.mod"
],
"advisories": {
"error": null,
"scope": null,
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"go"
],
"dependencies": [],
"all_dependencies": {
"error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
"source": null,
"packages": [],
"collected": false,
"truncated": false,
"total_count": null,
"direct_count": null,
"indirect_count": null
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 2,
"open_issues": 0,
"closed_ratio": null,
"closed_issues": 0,
"closed_unmerged_prs": 0
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "SimonWaldherr",
"commits": 56,
"avatar_url": "https://avatars.githubusercontent.com/u/198920?v=4"
},
{
"type": "User",
"login": "sw-rubix",
"commits": 16,
"avatar_url": "https://avatars.githubusercontent.com/u/15730227?v=4"
}
],
"contributors_sampled": 2,
"top_contributor_share": 0.778
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml"
],
"has_docs_dir": false,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 0,
"reason": "branch protection not enabled on development/release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "2 out of 2 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 0/28 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 8 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 0,
"reason": "project was created within the last 90 days. Please review its contents carefully",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"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": "854b220a61582a1da4e30624c1a31d5677424eea",
"ran_at": "2026-07-27T19:41:17Z",
"aggregate_score": 3.5,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-27T18:47:35Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-25T12:08:06Z",
"ci_last_conclusion": "FAILURE",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/SimonWaldherr/GopherLLM",
"host": "github.com",
"name": "GopherLLM",
"owner": "SimonWaldherr"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"security": 35,
"vitality": 74,
"community": 24,
"governance": 63,
"engineering": 57
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 74,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 56,
"inputs": {
"commits_last_year": 71,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 5
},
"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": "5/52 weeks with commits",
"points": 3.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 5
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "71 commits in the last year",
"points": 16.7,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 71
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"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": 100,
"inputs": {
"releases_count": 3,
"latest_release_tag": "v0.3.1",
"releases_from_tags": false,
"days_since_latest_release": 8,
"mean_days_between_releases": 7.4
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "3 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 3
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 8 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 8
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~7.4 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 7.4
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "repository_too_young",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "critical",
"name": "Community & Adoption",
"value": 24,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 1,
"inputs": {
"forks": 0,
"stars": 2,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "2 stars",
"points": 0,
"status": "missed",
"details": [
{
"code": "stars",
"params": {
"count": 2
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 0
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "0 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 63,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 27,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 2,
"top_contributor_share": 0.778
},
"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 78% of commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 78
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "2 contributors",
"points": 2.7,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 2
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 72,
"inputs": {
"merged_prs": 2,
"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 0
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "2/2 decided PRs merged",
"points": 38.2,
"status": "met",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 2,
"decided": 2
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/28 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
"followers": 313,
"owner_type": "User",
"is_verified": null,
"owner_login": "SimonWaldherr",
"public_repos": 371,
"account_age_days": 6014
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "313 followers of SimonWaldherr",
"points": 18,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 313,
"login": "SimonWaldherr"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "371 public repos, account ~16 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 371
}
},
{
"code": "account_age_years",
"params": {
"years": 16
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"github.com/SimonWaldherr/GopherLLM"
],
"ecosystems": "go",
"any_deprecated": false,
"min_days_since_publish": 8
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on go",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "go"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 8 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 8
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "5 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 5
}
}
],
"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": "moderate",
"name": "Engineering Quality",
"value": 57,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"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": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"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": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "at_risk",
"name": "Documentation",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"has_description": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"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": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 35,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 35,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 2 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 0/28 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 8 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "project was created within the last 90 days. Please review its contents carefully",
"points": 0,
"status": "missed",
"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 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": "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": 6
},
"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": "at_risk",
"name": "AI Readiness",
"value": 49,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 8,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.153,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "11 of 72 human commits state their intent (structured subject or explanatory body)",
"points": 8.1,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 11,
"sampled": 72
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": true,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.083,
"toolchain_manifests": [
"go.mod",
"testdata/consumer/go.mod"
],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
"points": 11,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"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": "6 of the last 72 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 6,
"sampled": 72
}
}
],
"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": 98,
"inputs": {
"primary_language": "Go",
"largest_source_bytes": 141263,
"source_files_sampled": 140,
"oversized_source_files": 4
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Go (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "Go"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "4/140 source files over 60KB",
"points": 53.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 140,
"oversized": 4
}
}
],
"max_points": 55
}
]
}
],
"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",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-27T19:41:24.604905Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SimonWaldherr/GopherLLM.svg",
"full_name": "SimonWaldherr/GopherLLM",
"license_state": "standard",
"license_spdx": "MIT"
}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 v0.27.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — Go.