Публічний реєстрВинятковий
Звіт про здоров'я програмного забезпеченнясхема 0.30.0 · метрики 2.5.0 · 2026-08-04 02:14 UTC
maziyarpanahi / openmed
Local-first healthcare AI: clinical NER & HIPAA PII de-identification that runs 100% on-device. 2,200+ medical models, 21 languages, Apple MLX + Python, no cloud, no patient data leaving your network. Apache-2.0
maziyarpanahi/openmed має індекс здоров’я 95 зі 100, що відповідає смузі «Винятковий». Найвищий показник — Engineering Quality (100/100), найнижчий — Security (62/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
95
загалом / 100Індекс 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»).
95
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)
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 82 калібровано до 95 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).
Власність
Maziyar PanahiОсобистий обліковий запис
1 238 підписників40 публічних репозиторіївз жовт. 2013 р.@ISCPIF
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 | Теги |
|---|---|---|---|---|---|---|
| PyPI | openmed | 2.0.0 | 3 961 388 | 46 | 6 днів тому | llmnlpbiomedicalclinicalhealthcaremedicalmedical-llmsmedical-nermedical-nlpmedical-de-identificationmedical-extractionmedical-language-modelsmedical-reasoningnatural-language-processing |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
91
Активність розробки
91Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 27/36 | Ритм комітів — 39/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 3 537 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 3 537 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 39 |
Дисципліна релізів
91Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 40 релізів |
| 36/36 | Свіжість релізів — останній реліз 6 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~7,5 дн. |
| 1/10 | OpenSSF Scorecard: Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
Використані вхідні дані
| releases_count | 40 |
| latest_release_tag | v2.0.0 |
| releases_from_tags | ні |
| days_since_latest_release | 6 |
| mean_days_between_releases | 7,5 |
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
94
Популярність і впровадження
91Відмінний
Як обчислюється оцінка
| 59.8/60 | Зірки — 4 827 зірок |
| 23.1/25 | Форки — 598 форків |
| 7.8/15 | Спостерігачі — 26 спостерігачів |
Використані вхідні дані
| forks | 598 |
| stars | 4 827 |
| watchers | 26 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
92Відмінний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| readme_badges | 0 |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| readme_badge_services | — |
| has_pull_request_template | так |
Впровадження в екосистемі (завантаження)
100Винятковий
Як обчислюється оцінка
| 80/80 | Щомісячні завантаження — 3 961 388 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | openmed |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3 961 388 |
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
64
Стійкість мейнтейнерів (бас-фактор)
34У зоні ризику
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 1.5/22.5 | Розподіл комітів — головний контриб’ютор — автор 93% комітів |
| 13.5/13.5 | Широта контриб’юторів — 59 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 59 |
| top_contributor_share | 0,932 |
Реактивність на issue та PR
64Помірний
Як обчислюється оцінка
| 32/42 | Вирішення issue — закрито 76% issue |
| 25.1/30 | Прийняття PR — злито 827/989 вирішених PR |
| 6.5/13 | Newcomer PR acceptance — злито 1/2 PR від новачків за 30 дн. |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/16 approved changesets -- score normalized to 0 |
Використані вхідні дані
| merged_prs | 827 |
| open_issues | 259 |
| closed_issues | 827 |
| prs_merged_7d | 55 |
| prs_decided_7d | 60 |
| prs_merged_30d | 55 |
| prs_decided_30d | 60 |
| issue_closed_ratio | 0,762 |
| closed_unmerged_prs | 162 |
| first_time_authors_30d | 2 |
| first_time_prs_merged_30d | 1 |
| first_time_prs_decided_30d | 2 |
Власність та опіка
70Добрий
Як обчислюється оцінка
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 22.2/25 | Охоплення власника — 1 238 підписників у maziyarpanahi |
| 23.7/25 | Послужний список — 40 публічних репозиторіїв, вік облікового запису ~12 р. |
Використані вхідні дані
| followers | 1 238 |
| owner_type | User |
| is_verified | — |
| owner_login | maziyarpanahi |
| public_repos | 40 |
| account_age_days | 4 666 |
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Супровід пакетів
100Винятковий
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 6 дн. тому |
| 20/20 | Історія версій — 46 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | openmed |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 6 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
100
Інженерні практики
100Винятковий
Як обчислюється оцінка
| 24/24 | Процеси CI — 26 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | так |
| has_linter_config | так |
| has_precommit_config | так |
Документація
100Винятковий
Як обчислюється оцінка
| 30/30 | README |
| 25/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://openmed.life/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 20 тем |
| 10/10 | Wiki |
Використані вхідні дані
| topics | healthcare, llm, on-device, on-premise, sovereign-ai, mlx, swift, ios, swiftui, ner, pii, pii-detection, clinical-nlp, hipaa, local-llm, nlp, python, skills, android, javascript |
| has_wiki | так |
| homepage | https://openmed.life/ |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
62
Стан безпеки
52Помірний
Як обчислюється оцінка
| 6.8/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 16 out of 16 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 0/16 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 |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 5/5 | Fuzzing — project is fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 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 |
| 5/5 | Security-Policy — security policy file detected |
| 0.8/7.5 | Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 36 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5,2 |
Сповіщення про залежності
100Винятковий
Як обчислюється оцінка
| 35/35 | Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень |
| 25/25 | Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень |
| 0/40 | Немає задавнених сповіщень — жодне сповіщення не має дати публікації |
Використані вхідні дані
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 4 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:openmed@2.0.0 — тим, що тягне за собою встановлення опублікованого пакета, — 4 пакетів. Досяжність не аналізується.
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.
83
Контекст і настанови для агентів
85Відмінний
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — AGENTS.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 87 з 100 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,87 |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 7 963 |
Як обчислюється оцінка
| 18/18 | Розгортання однією командою — Makefile |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| 10/10 | Відтворюване середовище — Dockerfile, Nix, lockfile |
| 0/10 | Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом |
| 5/8 | Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | так |
| has_tests | так |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | Makefile |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | android/OpenMedDemo/app/build.gradle.kts, android/OpenMedScanDemo/app/build.gradle.kts, android/build.gradle.kts, android/openmedkit/build.gradle.kts, clients/go/go.mod |
| dependency_bot_commit_share | 0 |
Читабельність коду для моделей
81Відмінний
Як обчислюється оцінка
| 27/45 | Типізований код — Python з конфігурацією перевірки типів (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed) |
| 53.9/55 | Керовані розміри файлів — 28/1 440 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 365 758 |
| source_files_sampled | 1 440 |
| oversized_source_files | 28 |
Машиночитні інтерфейси
100Винятковий
Як обчислюється оцінка
| 40/40 | Схема API (OpenAPI/GraphQL/proto) — docs/api/openapi.json, openmed/service/proto/openmed.proto |
| 20/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples, notebooks |
Використані вхідні дані
| example_dirs | examples, notebooks |
| has_mcp_signal | так |
| api_schema_files | docs/api/openapi.json, openmed/service/proto/openmed.proto |
Ключові факти
4 827зірок GitHub
59контриб'юторів
3 537комітів за останні 12 місяців
0днів від останнього пушу
40релізів
1бас-фактор
259відкритих issue
Maven, PyPIпакетних 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
Історія зірок і форків 0 ★ / 598 ⇿
0Зірки
598Форки
40Релізи
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.
Мажорні 2Мінорні 14Патчі 22
OpenSSF Scorecard 5.2 / 10
5.2сукупно
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).
| 9 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 16 out of 16 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 0/16 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 8 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 10 | Fuzzing | project is fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow 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 |
| 10 | Security-Policy | security policy file detected |
| 1 | Signed-Releases | 1 out of the last 5 releases have a total of 1 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 36 existing vulnerabilities detected |
Прямі залежності 4
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | pysbd | >=0.3.4,<0.4 | pyproject.toml |
| PyPI | faker | >=22.0 | pyproject.toml |
| PyPI | jieba | >=0.42.1,<0.43 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
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
Сповіщення про залежності 0
Встановлення pypi:openmed@2.0.0 тягне 4 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.
Жодне відоме сповіщення не стосується оцінених залежностей.
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
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"author_name": "Maziyar Panahi",
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"body": "* Build signed audit report provenance\n\n* fix: record locale-rule audit provenance\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete signed audit report provenance (#2067)",
"author_name": "Maziyar Panahi",
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"committed_at": "2026-08-03T11:30:54Z",
"body_truncated": false,
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"oid": "7be34fe9808d3ccae42b583548b5b9670082ef53",
"body": "* feat: add temporal TLINK candidate extraction\n\n* feat: complete clinical temporal timeline\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete clinical temporal relations and timeline composition (#2087)",
"author_name": "Maziyar Panahi",
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"committed_at": "2026-08-03T11:30:12Z",
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{
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"headline": "feat: expand Indic NER robustness evaluation",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T11:16:13Z",
"body_truncated": false,
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"body": "Harden Indic NER checkpoint compatibility",
"is_bot": false,
"headline": "Merge pull request #2086 from maziyarpanahi/feature/v21-child-1654",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T10:29:23Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "fix: classify Indic NER documentation",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:43:04Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: harden Indic NER checkpoint compatibility",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:39:46Z",
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"body": null,
"is_bot": false,
"headline": "feat: extract medication attribute relations",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:24:43Z",
"body_truncated": false,
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{
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"body": "Wire discovered plugins into runtime registries",
"is_bot": false,
"headline": "Merge pull request #2081 from maziyarpanahi/feature/v21-child-1326",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:10:35Z",
"body_truncated": false,
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{
"oid": "f7d9b3d5240fa1dbf43ab6e84887dad70a5ef11c",
"body": "Collapse coreferent clinical relation and FHIR outputs",
"is_bot": false,
"headline": "Merge pull request #2075 from maziyarpanahi/feature/v21-child-1313",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T09:09:56Z",
"body_truncated": false,
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"oid": "2a9cd11079264f164c1656df18f80a8d5dd59369",
"body": "…n-fixtures\n\nHarden synthetic golden fixture validation",
"is_bot": false,
"headline": "Merge pull request #2080 from maziyarpanahi/feature/om-019-eval-golde…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T08:52:26Z",
"body_truncated": false,
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"oid": "b0d555d267e8fdac3d477f8350e0d685b1c5037c",
"body": "# Conflicts:\n#\tdocs/clinical/coreference.md",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1313",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T08:28:28Z",
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},
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"author_name": "Maziyar Panahi",
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"body": null,
"is_bot": false,
"headline": "fix: reject duplicate golden fixture ids",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:59:18Z",
"body_truncated": false,
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"body": "Add plugin example package and conformance kit",
"is_bot": false,
"headline": "Merge pull request #2079 from maziyarpanahi/feature/v21-child-1325",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:36:06Z",
"body_truncated": false,
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{
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"body": "…ection-detector\n\nAdd rules-first clinical section detection",
"is_bot": false,
"headline": "Merge pull request #2078 from maziyarpanahi/feature/om-086-clinical-s…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:35:28Z",
"body_truncated": false,
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},
{
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"body": "…ss-leakage-metrics\n\nComplete leakage-first eval benchmark harness",
"is_bot": false,
"headline": "Merge pull request #2063 from maziyarpanahi/feature/om-018-eval-harne…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T07:34:47Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "…-harness-leakage-metrics\n\n# Conflicts:\n#\ttests/unit/eval/test_metrics.py",
"is_bot": false,
"headline": "Merge remote-tracking branch 'origin/master' into feature/om-018-eval…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T06:56:01Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add plugin conformance kit",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T06:49:13Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add canonical clinical section detection",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T05:53:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7a293a166986511eb360dc10234199f0129f25d8",
"body": "* feat: add clinical event coreference clustering\n\n* fix: refresh coreference docs search snapshot\n\n* fix: refresh wheel size baseline\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add privacy-safe clinical event coreference candidate clustering (#2071)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T05:22:13Z",
"body_truncated": false,
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},
{
"oid": "a41bc0c15ce1ca5c53efc84346026e5d8ac785e3",
"body": null,
"is_bot": false,
"headline": "feat: add core plugin SDK registry",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T04:14:20Z",
"body_truncated": false,
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},
{
"oid": "aa86fa350b3ff9cd14d4e47f7c6f7fff0ed3d92e",
"body": null,
"is_bot": false,
"headline": "Add redaction-preserving retrieval toolkit",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:56:46Z",
"body_truncated": false,
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},
{
"oid": "07c43edfd04e7572b775a3c2afa18b983f321696",
"body": "Attach clinical event frames to coreference representatives",
"is_bot": false,
"headline": "Merge pull request #2073 from maziyarpanahi/feature/v21-child-1312",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:32:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b1c944eb760607aaab5a2a2235327064febe59c",
"body": "* feat: add temporal TLINK evaluation gate\n\n* docs: record temporal TLINK evaluation gate\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: add temporal TLINK gold and consistency metrics (#2068)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:15:32Z",
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},
{
"oid": "c7d6b40eb847ecf6f0d0e11a9958015c1a04d8ce",
"body": "* feat: anchor clinical events to DCT\n\n* fix: preserve normalized event anchors\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "feat: anchor clinical events to DCT and TIMEX values (#2062)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:56Z",
"body_truncated": false,
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},
{
"oid": "2ada930aa2aa0f3995b2075bbb901139d39b4a9a",
"body": "…ection-detection\n\nAdd clinical document type classification",
"is_bot": false,
"headline": "Merge pull request #2074 from maziyarpanahi/feature/om-042-clinical-s…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:14:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "96c17d20fdc49351e0a70e75d9b528b577f4c61f",
"body": "* Add MCP clinical workflow contracts\n\n* fix: validate clinical workflow artifacts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Complete clinical MCP workflow validation (#2072)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T03:13:36Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: collapse coreferent clinical outputs",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T02:45:45Z",
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: add clinical document type classification",
"author_name": "Maziyar Panahi",
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"committed_at": "2026-08-03T02:28:22Z",
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},
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"is_bot": false,
"headline": "feat: attach event frames to coreference representatives",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-03T01:35:43Z",
"body_truncated": false,
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"body": "Expose privacy-safe event timeline ordering",
"is_bot": false,
"headline": "Merge pull request #2066 from maziyarpanahi/feature/v21-child-1308",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:46Z",
"body_truncated": false,
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"body": "Add MCP clinical workflow discovery and golden fixture",
"is_bot": false,
"headline": "Merge pull request #2052 from maziyarpanahi/feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T23:35:11Z",
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"headline": "Merge remote-tracking branch 'origin/master' into feature/v21-child-1303",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:53:01Z",
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},
{
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"body": "…line-mapping\n\nImplement OncoTree tumor-type mapping",
"is_bot": false,
"headline": "Merge pull request #2058 from mrfeathers/feature/om-1836-oncotree-off…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:49:30Z",
"body_truncated": false,
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{
"oid": "7b8a79f60c58e76a31edf2315b2089c281b00552",
"body": "Decode temporal TLINKs into a consistent reduced graph",
"is_bot": false,
"headline": "Merge pull request #2064 from maziyarpanahi/feature/v21-child-1307",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
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{
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"body": "…cation-risk-report\n\nPreserve prediction spans in re-identification risk reports",
"is_bot": false,
"headline": "Merge pull request #2065 from maziyarpanahi/feature/om-009-reidentifi…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:07:41Z",
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},
{
"oid": "51ebd2e4e9ff432437980b74a7dd1e580f0a1e29",
"body": null,
"is_bot": false,
"headline": "chore: finalize OncoTree changelog placement",
"author_name": "Maziyar Panahi",
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{
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"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into feature/om-1836-oncotree-offline-mapping",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:06:29Z",
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{
"oid": "0fe138da00273c353470b9e5c7c846d808fbe731",
"body": null,
"is_bot": false,
"headline": "chore: prepare changelog for branch update",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T22:00:25Z",
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: complete OncoTree mapping contract",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:59:14Z",
"body_truncated": false,
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},
{
"oid": "9ed66eec5ba6f2b78344624227747a846a099a4e",
"body": "* feat: add canonical callable schema registry\n\n* fix: preserve canonical tool validation contracts\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Add a canonical callable schema registry (#2050)",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T21:50:38Z",
"body_truncated": false,
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},
{
"oid": "44fc4502f9a1d25137ca2114ae57342e812041b9",
"body": "…s (#2005)\n\nAdds an explicit optional YASBD backend while preserving the existing auto/default routing and core dependency set.\n\nCloses #1848",
"is_bot": false,
"headline": "feat: add yasbd backend options for sentence segmentation and analysi…",
"author_name": "Speed K",
"author_login": "speedyk-005",
"committed_at": "2026-08-02T21:24:54Z",
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},
{
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"body": null,
"is_bot": false,
"headline": "feat: expose privacy-safe event timeline ordering",
"author_name": "Maziyar Panahi",
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},
{
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"body": null,
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"headline": "fix: preserve risk report span inputs",
"author_name": "Maziyar Panahi",
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},
{
"oid": "c02e3daf8172271dc918320e20532c2e4b00cff0",
"body": "* Wire daily release gate orchestration\n\n* fix: make wall-time budget test deterministic\n\n---------\n\nCo-authored-by: Maziyar Panahi <5762953+maziyarpanahi@users.noreply.github.com>",
"is_bot": false,
"headline": "Wire daily release gates into staged promotion and rollback (#2045)",
"author_name": "Maziyar Panahi",
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"committed_at": "2026-08-02T20:29:36Z",
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{
"oid": "cba3e362bf51c7512b36ab86a728146acc1309e2",
"body": "…tl-loader\n\nComplete OMOP CDM vocabulary-aware loading",
"is_bot": false,
"headline": "Merge pull request #2061 from maziyarpanahi/feature/om-752-omop-cdm-e…",
"author_name": "Maziyar Panahi",
"author_login": "maziyarpanahi",
"committed_at": "2026-08-02T20:29:01Z",
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},
{
"oid": "9aa1900971da35d84c4992f5ec12f98560daf94f",
"body": null,
"is_bot": false,
"headline": "feat: decode consistent temporal TLINK graphs",
"author_name": "Maziyar Panahi",
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"committed_at": "2026-08-02T20:18:34Z",
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},
{
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"body": null,
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"headline": "Complete eval consistency metrics",
"author_name": "Maziyar Panahi",
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"committed_at": "2026-08-02T20:06:56Z",
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},
{
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"body": "Add typed TLINK candidate extraction primitives",
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"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
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"points": 59.8,
"status": "partial",
"details": [
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "598 forks",
"points": 23.1,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 598
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "26 watchers",
"points": 7.8,
"status": "partial",
"details": [
{
"code": "watchers",
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"count": 26
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}
],
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]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"readme_badges": 0,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"readme_badge_services": [],
"has_pull_request_template": true
},
"components": [
{
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"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
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}
],
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},
{
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"points": 18,
"status": "met",
"details": [],
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},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
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"details": [],
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},
{
"key": "issue_template",
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"status": "missed",
"details": [],
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},
{
"key": "pr_template",
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}
]
},
{
"key": "ecosystem_adoption",
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"notes": [
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}
},
{
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],
"value": 100,
"inputs": {
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"dependents": null,
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"components": [
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"status": "met",
"details": [
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"code": "downloads_monthly",
"params": {
"count": 3961388,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
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"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
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"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
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]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 64,
"weight": 0.23,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
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"note": null,
"notes": [],
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"inputs": {
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"contributors_sampled": 59,
"top_contributor_share": 0.932
},
"components": [
{
"key": "bus_factor",
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"points": 9,
"status": "partial",
"details": [
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"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
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"detail": "top contributor authored 93% of commits",
"points": 1.5,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 93
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
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"detail": "59 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 59
}
}
],
"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": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"merged_prs": 827,
"open_issues": 259,
"closed_issues": 827,
"prs_merged_7d": 55,
"prs_decided_7d": 60,
"prs_merged_30d": 55,
"prs_decided_30d": 60,
"issue_closed_ratio": 0.762,
"closed_unmerged_prs": 162,
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"first_time_prs_merged_30d": 1,
"first_time_prs_decided_30d": 2
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"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "76% of issues closed",
"points": 32,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 76
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
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"detail": "827/989 decided PRs merged",
"points": 25.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 827,
"decided": 989
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}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
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"detail": "1/2 first-time contributors' PRs merged in 30d",
"points": 6.5,
"status": "partial",
"details": [
{
"code": "newcomer_prs_merged",
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"merged": 1,
"decided": 2
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}
],
"max_points": 13
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{
"key": "openssf_scorecard_code_review",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 70,
"inputs": {
"followers": 1238,
"owner_type": "User",
"is_verified": null,
"owner_login": "maziyarpanahi",
"public_repos": 40,
"account_age_days": 4666
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
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"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
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"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": "1,238 followers of maziyarpanahi",
"points": 22.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 1238,
"login": "maziyarpanahi"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "40 public repos, account ~12 yr old",
"points": 23.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 40
}
},
{
"code": "account_age_years",
"params": {
"years": 12
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"openmed"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 6
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
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"detail": "latest publish 6 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 6
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}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "46 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 46
}
}
],
"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": "exceptional",
"name": "Engineering Quality",
"value": 100,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "exceptional",
"name": "Engineering practices",
"note": null,
"notes": [],
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"inputs": {
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"has_tests": true,
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"has_linter_config": true,
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},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "26 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 26
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
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"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
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"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"llm",
"on-device",
"on-premise",
"sovereign-ai",
"mlx",
"swift",
"ios",
"swiftui",
"ner",
"pii",
"pii-detection",
"clinical-nlp",
"hipaa",
"local-llm",
"nlp",
"python",
"skills",
"android",
"javascript"
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"has_wiki": true,
"homepage": "https://openmed.life/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
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"detail": "https://openmed.life/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"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": "moderate",
"name": "Security",
"value": 62,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 6.8,
"status": "partial",
"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",
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"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": [],
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},
{
"key": "code_review",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"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": "update tool detected",
"points": 7.5,
"status": "met",
"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 30 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 detected",
"points": 5,
"status": "met",
"details": [],
"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": "1 out of the last 5 releases have a total of 1 signed artifacts.",
"points": 0.8,
"status": "partial",
"details": [],
"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": "36 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:openmed@2.0.0 runtime dependency closure — what installing the published package pulls in — 4 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:openmed@2.0.0",
"assessed": 4
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 4,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 4,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "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": [
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"Iran",
"North Korea"
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"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 10
},
"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": "excellent",
"name": "AI Readiness",
"value": 83,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.87,
"agent_instruction_files": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 7963
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.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": "87 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 87,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 77,
"inputs": {
"has_nix": true,
"has_tests": true,
"lockfiles": [
"package-lock.json",
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"clients/typescript/tsconfig.json",
"js/openmedkit-react-native/tsconfig.json",
"js/openmedkit-web/tsconfig.json",
"openmed/py.typed"
],
"agent_commit_share": 0,
"toolchain_manifests": [
"android/OpenMedDemo/app/build.gradle.kts",
"android/OpenMedScanDemo/app/build.gradle.kts",
"android/build.gradle.kts",
"android/openmedkit/build.gradle.kts",
"clients/go/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": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, Nix, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, Nix, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"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": 81,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 365758,
"source_files_sampled": 1440,
"oversized_source_files": 28
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "clients/typescript/tsconfig.json, js/openmedkit-react-native/tsconfig.json, js/openmedkit-web/tsconfig.json, openmed/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "28/1440 source files over 60KB",
"points": 53.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 1440,
"oversized": 28
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "exceptional",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": true,
"api_schema_files": [
"docs/api/openapi.json",
"openmed/service/proto/openmed.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": "docs/api/openapi.json, openmed/service/proto/openmed.proto",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/api/openapi.json, openmed/service/proto/openmed.proto"
}
}
],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? 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": [
"library",
"application"
],
"labels": [
"network-service",
"cli",
"mobile",
"library"
],
"scores": {
"cli": 10,
"mobile": 6,
"library": 6,
"mcp-server": 3,
"network-service": 10
},
"primary": "network-service",
"evidence": [
{
"tier": "declared",
"label": "cli",
"source": "pypi.console_scripts",
"weight": 10
},
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "structure",
"label": "mobile",
"source": "tree.android_manifest",
"weight": 6
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.helm",
"weight": 4
},
{
"tier": "structure",
"label": "mcp-server",
"source": "mcp_signal",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "api_schema",
"weight": 3
},
{
"tier": "structure",
"label": "network-service",
"source": "tree.compose",
"weight": 3
}
],
"artifacts": [
{
"path": "pyproject.toml",
"labels": [
"cli"
],
"ecosystem": "pypi"
}
],
"confidence": "medium",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"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": "2026-08-04T02:14:33.635247Z",
"schema_version": "0.30.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/maziyarpanahi/openmed.svg",
"full_name": "maziyarpanahi/openmed",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v0.30.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.