mlflow-oidc / mlflow-oidc-auth

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.

Кожна точка охоплює 3 днів.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 20 прямих і 396 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 392 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 15 мають відомі сповіщення, з них 2 прямі. 24 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.

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.

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        "mlflow-tracking-server",
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          "oid": "0060025754a38d8275941e4685bcf7e804d3c545",
          "body": "Adds opt-in guards for workspace-enabled deployments.\n\nWhen workspaces are enabled, create requests with an explicit workspace\nare checked against workspace permissions. Clients that do not send\nworkspace context could still fall through the legacy path and create\nexperiments or registered models ou\n[…]\n settled.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Alexander Kharkevich <alex@kharkevich.org>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(workspaces): guard resource creation (#260)",
          "author_name": "AK",
          "author_login": "Iyalvan",
          "committed_at": "2026-07-24T01:57:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0363f7823a7e85bceaa1426eb36900d66c33bf0d",
          "body": "…skip ci] (#264)\n\nSplit out of #260. These holes exist on `main` today and have nothing to\ndo with workspace creation guards, so they should not wait on that\nreview.\n\n> **Stacked on #263** (mlflow 3.14 compat), because `main` currently\nfails CI and the fix for that lives there. Base retargets to `ma\n[…]\nts own PR; each route needs the right\nvalidator, not a blanket deny.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(security): guard endpoints reachable without a permission check […",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-07-24T01:30:51Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e3af9f32cf91ce49d0b1cbb0839c5644f73fd2fa",
          "body": "Splits the MLflow compatibility work out of #260 so it can be reviewed\non its own.\n\n`main` currently fails CI. Six tests break against the dependency\nversions CI resolves, and two of those failures are a real runtime bug,\nnot test drift.\n\n### Read-only sessions are a production break\n\nMLflow's `Mana\n[…]\now implementation.\n\nFull suite passes locally against mlflow 3.14.0.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "build: support mlflow 3.14 and raise the floor (#263)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-07-24T01:30:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3d653999848f54bc062bc89737fe8e47cf54c2bc",
          "body": "## Summary\n\nFollow-up to #249. The session re-auth feature injects a small fetch/XHR\ninterceptor into MLflow's `index.html` from\n`mlflow_oidc_auth/hack/reauth.html`, but that file was never listed in\n`[tool.setuptools.package-data]`. Editable installs (and the test suite)\nwork because the file exist\n[…]\npire session → SPA auto-redirects to\n`/login?next=<original-path>`\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(packaging): ship hack/reauth.html in the wheel (#255)",
          "author_name": "Rémi Debette",
          "author_login": "remidebette",
          "committed_at": "2026-05-22T19:32:53Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c9d54aedd3abfd73c785c2de9768fe3e163e7da7",
          "body": null,
          "is_bot": false,
          "headline": "feat: menu and permission fixes (#254)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T02:08:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4077bc32aacfecc06369baecaed2c4ef8f54dbd8",
          "body": "…on name",
          "is_bot": false,
          "headline": "fix(auth-page): update copyright notice to reflect correct organizati…",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T01:40:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24a52f095500060c9ec56f928d0be3b3a5a9b831",
          "body": null,
          "is_bot": false,
          "headline": "feat: add contributing guidelines and notice file; update README footer",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T01:08:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9064ca3176e757c648c00199d0fc6ea806ddaa78",
          "body": null,
          "is_bot": false,
          "headline": "fix: update project descriptions and add disclaimer to documentation",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:38:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e35d891265c2eca6df26411807f149cfd7281499",
          "body": "…ng tests",
          "is_bot": false,
          "headline": "feat(gateway): add support for gateway creation paths and correspondi…",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:25:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1f7852d688c566e5b0144b7884fcf68e6af89a2",
          "body": null,
          "is_bot": false,
          "headline": "fix(menu): improve menu anchor selection and item reordering logic",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:24:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "89520dbf6e45eae28ffb8404752ece4ceca5e16c",
          "body": null,
          "is_bot": false,
          "headline": "fix: update health check endpoint in run-dev-server script",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-13T00:24:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5440c0774c78d25e5e1b621b32df5f44105e5154",
          "body": "Closes #242.\n\n## Summary\n\nOnce a user completed the OIDC login flow, their session lasted up to\n~14 days regardless of any IdP-side change (deactivation, group/MFA\nchanges, password resets, etc.) because only `username` was persisted\nand Starlette's `SessionMiddleware` fell back to its default cooki\n[…]\nClaude Code](https://claude.com/claude-code)\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: Alexander Kharkevich <kharkevich@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(auth): re-authenticate sessions against IdP token expiry (#249)",
          "author_name": "Rémi Debette",
          "author_login": "remidebette",
          "committed_at": "2026-05-12T16:10:32Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a1181877ee5c557c83283c94d5617606a28fd596",
          "body": "When token validation fails, the bearer/basic auth handlers log only the\nexception class name with no message, traceback, URL, or token claim.\nOperators investigating intermittent 401s cannot tell apart token\nexpiry, JWKS network errors, signature mismatch, or claim issues — all\ncollapse to the same\n[…]\ng tests and callers are unaffected.\n- <del>`auth.py`: add a 10s timeout on the OIDC discovery and JWKS HTTP\ncalls.<del>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: improve auth-failure diagnostics (#243)",
          "author_name": "Rémi Debette",
          "author_login": "remidebette",
          "committed_at": "2026-05-06T16:12:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "3db2ea9b210691a19965a4299f0da0564e20121a",
          "body": "…vs update behaviour (#245)\n\nclarify #240\n\nCo-authored-by: Copilot <copilot@github.com>",
          "is_bot": false,
          "headline": "docs: update workspace permissions documentation to clarify creation …",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-05-01T14:48:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f7e7a45faed743839f8d5c1734a64c4e50299e80",
          "body": "Allow users to [configure Starlette\nSessionMiddleware](https://www.starlette.dev/middleware/#sessionmiddleware)\ncookies. The default values mirror Starlette's default to maintain the\nexisting behavior.",
          "is_bot": false,
          "headline": "feat: extend Starlette SessionMiddleware config (#232)",
          "author_name": "Jacky Lam",
          "author_login": "jackylamhk",
          "committed_at": "2026-05-01T13:28:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e101c4e817ce74f576aca2409ad60f78053b7ce3",
          "body": "I ran into this same issue -\nhttps://github.com/mlflow-oidc/mlflow-oidc-auth/issues/236.\n\nThe original regex expects the experiment-id to be the first value in\nthe artifact path e.g.\n\n```\n{experiment-id}/{other information}...\n```\nWhen workspaces are enabled the path changes to \n```\nworkspaces/{workspace-name}/{experiment-id}/..\n```",
          "is_bot": false,
          "headline": "fix: get experiment-id for workspace enabled paths (#237)",
          "author_name": "Joanne Shin",
          "author_login": "jlshin",
          "committed_at": "2026-04-20T23:02:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bee7e0eb33559cfc77e0fb2642b2e5b0024af41",
          "body": "Co-authored-by: Alexander Kharkevich <kharkevich@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix: add back missing api doc setting (#233)",
          "author_name": "Jacky Lam",
          "author_login": "jackylamhk",
          "committed_at": "2026-04-14T00:12:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adef829dd8e14146444e872b8a22845be87c3e26",
          "body": "For non-admin users, workspace enabled I am seeing the following\n\"Permission Denied\" message in the UI that does not seem relevant to\nanything. I believe it comes from incorrectly extracting the gateway\nname.\n\n<img width=\"1233\" height=\"975\" alt=\"image\"\nsrc=\"https://github.com/user-attachments/assets/47c5f2f2-338d-4a9e-a997-c648535b0946\"\n/>",
          "is_bot": false,
          "headline": "fix: permission denied for non-admins (#235)",
          "author_name": "Joanne Shin",
          "author_login": "jlshin",
          "committed_at": "2026-04-13T18:45:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f540e82f78800573a1fceb861f55d87b63a4f94",
          "body": null,
          "is_bot": false,
          "headline": "fix(ci): fix plugin installation",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-03-30T17:35:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f31c259b33ace607559878181f94a33a7ecee041",
          "body": "BREAKING CHANGE: workspaces support\n\n- **docs: add codebase mapping for project planning**\n- **docs: initialize project**\n- **chore: add project config**\n- **docs: complete project research**\n- **docs: define v1 requirements**\n- **docs: create roadmap (4 phases)**\n- **docs(01): generate context from\n[…]\n management UI infrastructure and\nnavigation**\n- **feat(ui): add workspace list and detail pages with member\nmanagement**\n- **docs(phase-04): mark phase 4 and milestone complete in roadmap and\nstate**",
          "is_bot": false,
          "headline": "feat: workspace support (#230)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-03-30T17:28:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f523c006952e5eb4b004070983a4e86f38e2e7f5",
          "body": null,
          "is_bot": false,
          "headline": "fix: fix logger configuration",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-02-24T20:18:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14c2443e1d2b291df5e1510d88c1686dd5980967",
          "body": "Co-authored-by: Olga Kharkevich <olga.kharkevich@gmail.com>",
          "is_bot": false,
          "headline": "feat: add AI gateway permission management (#196)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-02-23T19:08:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26ea42b0bf7505b640227bad9b7982bb8c4f7cce",
          "body": "## Description (Updated after Copilot review):\nThis PR fixes issue #198 by ensuring all API calls and navigation\nproperly handle the basePath from runtime config.\n\n## Changes\n\n**1. BasePath-aware API calls**\nUpdated services and components to use `resolveUrl` for proper basePath\nprefixing:\n- Access \n[…]\nh the following dockerfile:\n```dockerfile\nFROM ghcr.io/mlflow-oidc/mlflow-tracking-server:3.9.0-6.6.4-20260130\nCOPY mlflow_oidc_auth/ui/ /mlflow/.venv/lib/python3.12/site-packages/mlflow_oidc_auth/ui/",
          "is_bot": false,
          "headline": "fix: prefix relative URLs with runtime config base path (#199)",
          "author_name": "Korel",
          "author_login": "Korel",
          "committed_at": "2026-02-10T03:41:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "788f9c8c05feb651200ee72054edcc82093797d6",
          "body": null,
          "is_bot": false,
          "headline": "fix: web react code improvements (#193)",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-28T15:19:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37752076c19047aa188fcda66e26996079635c6a",
          "body": null,
          "is_bot": false,
          "headline": "fix: align exception response (#192)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-27T21:17:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8dde22a82cd208d479ea9ca118124b70c65e5cf0",
          "body": null,
          "is_bot": false,
          "headline": "fix: improve internal security and stability (#191)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-27T15:16:06Z",
          "body_truncated": false,
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        {
          "oid": "2f7f7283843db6e3b5e849a5d3a2505eb7fee786",
          "body": null,
          "is_bot": false,
          "headline": "fix: ui & ux styles alignment (#190)",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-27T03:56:41Z",
          "body_truncated": false,
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        {
          "oid": "5a907c5686f7b3de2c7f6238b009a03055f48b0a",
          "body": null,
          "is_bot": false,
          "headline": "feat: webhook management UI (#182)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-22T21:45:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d429585e7f8187195caf7e8afc746c516f5bcca",
          "body": null,
          "is_bot": false,
          "headline": "refactor: improve accessibility, state management, and UI consistency",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-22T21:31:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8cf66d3b42d8bb8400a12ff6b079f4b879b186c5",
          "body": null,
          "is_bot": false,
          "headline": "chore: formatting",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-22T20:58:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2cd6590dd7f8b52f5084588c755d4474c5a434d4",
          "body": null,
          "is_bot": false,
          "headline": "refactor: implement silent updates and optimize status toggling",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-22T20:56:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3261eb5262ce2cf7d5fa188ee9d1c943f69d5164",
          "body": null,
          "is_bot": false,
          "headline": "feat: enhance OIDC authentication flow, fix #180 (#184)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-22T05:53:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee547245e001846d6bd0c5f7078dddd9760528c2",
          "body": "…ndling",
          "is_bot": false,
          "headline": "feat: add webhook secret encryption key handling and related error ha…",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-22T04:56:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5053bcf83f3cc111e44df7256e3c197f9f4f6fdc",
          "body": null,
          "is_bot": false,
          "headline": "feat: update the authentication page and the sidebar (#183)",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-22T04:24:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53285b45484490ff1b7907fb0226e4e4f1aa4263",
          "body": null,
          "is_bot": false,
          "headline": "refactor: extract WebhookForm component and add tests",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-21T20:13:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "edfc95228a9ce1423eede705056c350d441f5789",
          "body": null,
          "is_bot": false,
          "headline": "feat: implement webhook editing and refine URL validation",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-21T18:24:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88edce54941d9a4bf2d7a7f5353fcc51d9581479",
          "body": null,
          "is_bot": false,
          "headline": "feat: implement webhook creation and deletion with UI modals",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-20T22:08:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "80db4ad25396936e8d25228ef8e761b9dda70afd",
          "body": null,
          "is_bot": false,
          "headline": "feat: implement Webhooks page and data integration",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-20T19:23:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c01c9283d3c123b61c612b7b518e67ff17dde5f",
          "body": null,
          "is_bot": false,
          "headline": "fix: update webhook endpoint paths to remove trailing slashes",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-20T19:06:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b3e80c12c9cd20155843ce96762372332b2f946",
          "body": null,
          "is_bot": false,
          "headline": "feat: implement webhook management service and tests",
          "author_name": "Olga Kharkevich",
          "author_login": "olgakharkevich",
          "committed_at": "2026-01-20T16:41:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff644023d15ce7bb75f7a20e460e4e2e29957586",
          "body": null,
          "is_bot": false,
          "headline": "ci: refine SonarQube configuration (#179)",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-17T15:10:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f45bc2a1f212f7778684bd75d598300fe848cc28",
          "body": null,
          "is_bot": false,
          "headline": "ci: update SonarCloud Scan condition",
          "author_name": "Alexander Kharkevich",
          "author_login": "kharkevich",
          "committed_at": "2026-01-17T05:31:36Z",
          "body_truncated": false,
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                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "eslint.config.js, tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js, tox.ini"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "mlflow",
                "mlflow-tracking-server",
                "oauth2",
                "oidc",
                "permission-management",
                "sso",
                "machine-learning"
              ],
              "has_wiki": false,
              "homepage": "https://mlflow-oidc.github.io/mlflow-oidc-auth/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://mlflow-oidc.github.io/mlflow-oidc-auth/",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 61,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 6.1
            },
            "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 is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "22 out of 22 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 14/24 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 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 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": "19 commit(s) and 4 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 5",
                "points": 2.5,
                "status": "partial",
                "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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "51 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 392 resolved dependencies against OSV; 24 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 392
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 24
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "osv",
              "advisories": 53,
              "affected_packages": 15,
              "assessed_packages": 392,
              "unassessed_packages": 24,
              "affected_by_severity": "critical 2, high 10, moderate 2, low 1",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: react-router 7.12.0 (high 8.1), dompurify 3.3.1 (moderate 6.9)",
                "points": 10.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "react-router 7.12.0 (high 8.1), dompurify 3.3.1 (moderate 6.9)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 142 days ago",
                "points": 34.1,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 142
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 392,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 69,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                ".github/copilot-instructions.md",
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              "agent_instruction_max_bytes": 26538
            },
            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/copilot-instructions.md, .github/instructions/python.instructions.md, .github/instructions/react.instructions.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                ],
                "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": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "yarn.lock"
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              ],
              "agent_commit_share": 0.09,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "eslint.config.js, tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js, tox.ini"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "web-react/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "web-react/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
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              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "9 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
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                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 126517,
              "source_files_sampled": 609,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (web-react/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "web-react/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/609 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 609,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
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                ],
                "max_points": 40
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            ]
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        ],
        "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",
    "deps.dev does not index pypi:mlflow-oidc-auth@7.3.5; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T02:24:04.243383Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mlflow-oidc/mlflow-oidc-auth.svg",
  "full_name": "mlflow-oidc/mlflow-oidc-auth",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}