SwissDataScienceCenter / renku-data-services

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Each point covers 2 days.

Full resolved dependency set from the GitHub dependency graph: 40 direct and 172 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

This repository publishes no package the index resolves, so its own dependency graph was assessed — 212 packages, which also include development and test pins that never ship: 27 carry known advisories, of which 11 are direct.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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          "body": "Update session metrics to include a new `session_type` field used to differentiate interactive sessions and offline jobs.\n\nAlso, fixes a bug introduced in #1368 where session events were not sent because of case-sensitive matching with the `GVK` dataclass.",
          "is_bot": false,
          "headline": "feat: add session type to some metrics (#1372)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-07-07T12:50:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff28f85831f5bdbeadb45415d86124766d445bdf",
          "body": "…n-pool deadlock (#1374)\n\n* test: test number of pool connection for `get_resource_pool_users`\n\n* fix: accept session for `get_user`\n\n* feat: allow getting multiple users\n\n* fix: batch get users and reuse sessions",
          "is_bot": false,
          "headline": "Fix: reuse DB session in `get_resource_pool_users` to avoid connectio…",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-07-07T06:47:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "edb6ea628dfcfa7b1ce434c7fb8a1d2605c1c5ff",
          "body": null,
          "is_bot": false,
          "headline": "feat: add support for inferred-frontend and no-implicit-frontend (#1371)",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-07-06T08:27:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29590e7eecbb49f7589224e252b515c8f924581b",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump actions/checkout from 6 to 7 (#1358)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-01T08:38:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e36c7d79784e49e06c05a1aff4b7a01f79330392",
          "body": "Closes #1365.",
          "is_bot": false,
          "headline": "fix: allow unsetting quota (#1367)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-06-30T13:55:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "167bcebc36985a512c977d582e8e2c9dc0dc3369",
          "body": "Closes #915.",
          "is_bot": false,
          "headline": "fix: dispatch metrics by k8s kind (#1368)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-06-30T07:50:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d978816e63509bd14bab924f75bb3eb77b3ffcd3",
          "body": "…1351)\n\nCloses #1347.",
          "is_bot": false,
          "headline": "fix: update some build permissions when the source repo is private (#…",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-06-29T14:32:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88b2173f6862ee8243afd658a940575b1f85d037",
          "body": null,
          "is_bot": false,
          "headline": "fix: solr splitting project name (#1362)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-06-26T13:38:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40b17da11396dada8ac7e558a07dc770b295deec",
          "body": "Relates and depend upon https://github.com/SwissDataScienceCenter/renku/pull/4486/",
          "is_bot": false,
          "headline": "chore: Update CI values file name. (#1360)",
          "author_name": "Alessandro Degano",
          "author_login": "aledegano",
          "committed_at": "2026-06-24T13:28:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5b75480bbf75c00ac1afab3fb452f2ace6b4330",
          "body": "* Require submission_id for starting jobs: it is necessary for a client to allow idempotent requests on failure\n* Return session-type and submission_id in session list\n* Remove default listing of interactive sessions when no filter is applied\n* Use non-interactive as api value consistently\n* Add job\n[…]\nb command and arguments when submitting a job\n* Return command and args with session details\n\n* Return completed job date using idleSince\n\nAmalthea sets it whenever the job goes to Failed or Succeeded",
          "is_bot": false,
          "headline": "feat: Allow multiple jobs per job launcher (#1328)",
          "author_name": "eikek",
          "author_login": "eikek",
          "committed_at": "2026-06-24T11:25:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b35001c8490207a83a49df639ec1b721a1844c27",
          "body": "* feat: add remote-tunnel label for network policy selection\n\n* fix: label name",
          "is_bot": false,
          "headline": "feat: add remote-tunnel label for network policy selection (#1357)",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-06-22T14:04:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ba895f7cf3703daec3cdb0f595df09c52851583",
          "body": "* refactor: add feature flag for private repo builds\n\nIn order to make the code simpler as well, start moving\ndefault value handling in the configuration class.",
          "is_bot": false,
          "headline": "feat: add feature flag for private repo builds (#1355)",
          "author_name": "Samuel Gaist",
          "author_login": "sgaist",
          "committed_at": "2026-06-17T15:22:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4b50de661ce9803aa3b3efffe4054dd69a4cf3ca",
          "body": "…350)\n\n* feat: add `_get_readiness_probe` to allow http probes on remote sessions\n\n* feat: wire in `_get_readiness_probe` in `start_session`\n\n* feat: add integration test for remote session readiness probe\n\n* squashme: formatting",
          "is_bot": false,
          "headline": "feat: Use an HTTP readiness probe for remote interactive sessions (#1…",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-06-17T14:02:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f4afa44719039442e8491155038efb63ccbd0f3",
          "body": null,
          "is_bot": false,
          "headline": "fix: slow resource usage query (#1337)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-06-17T09:53:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f4832ce52cf10e0e500fab1bf4ad965b07b0bca",
          "body": "…p (#1349)\n\n* feat: add testmon to dev dependencies for faster testing loop\n\n* chore: add testmon artefacts to `.gitignore`\n\n* chore: update license name to match SPDX version\n\nCo-authored-by: Samuel Gaist <samuel.gaist@idiap.ch>\n\n---------\n\nCo-authored-by: Samuel Gaist <samuel.gaist@idiap.ch>",
          "is_bot": false,
          "headline": "feat: add `pytest-testmon` as a dev dependency for faster testing loo…",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-06-16T13:37:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8aac47e37c59b8950a6e8fc981ac57f8f3406c25",
          "body": "…ge (#1315)\n\n* feat: sync resource pool viewer access on OAuth2 connect and disconnect (#1317)\n\n* feat: sync RP access on OAuth connect/disconnect\n\nAdd _on_oauth2_connected and _on_oauth2_disconnected helpers\nthat auto-grant/revoke viewer access to resource pools linked\nto the provider. Wire member_\n[…]\nse in AUTHZ\n\n* test: end-to-end RP+OAuth integration tests (#1327)\n\n* test: add RP remote provider end-to-end tests\n\n* test: add OAuth callback RP access end-to-end tests\n\n* chore: remove useless test",
          "is_bot": false,
          "headline": "feat: automatic resource pool viewer access via OAuth2 provider linka…",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-06-11T08:54:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "84d1d91c03a584c369537f4fab5e649f674b2709",
          "body": "* fix(tests: add missing fixture for anonymous session tests\n\nAmalthea is required and it would not work if test is run\nin isolation or from the file.\n\n* fix: do not return private image pull secret if user is anonymous\n\n* refactor: use forbidden error when repository is not accessible\n\n* refactor: \n[…]\nheck endpoint\"\n\nThis reverts commit f1b3b6adf9394de633f796a3fe7a0a4d988d767b.\n\n* chore: improved error message on missing successful build\n\n---------\n\nCo-authored-by: Flora Thiebaut <flora@leafty.dev>",
          "is_bot": false,
          "headline": "Refactor: improve image accessibility checks (#1333)",
          "author_name": "Samuel Gaist",
          "author_login": "sgaist",
          "committed_at": "2026-06-10T15:41:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aba6234e425df4c4f1691968c4827c48b898eea1",
          "body": "Closes #1338.",
          "is_bot": false,
          "headline": "fix: do not fail builds when refreshing them from another user (#1343)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-06-10T13:33:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb0c2c1d40355c8b0200108c6d7e06b49c7f091e",
          "body": "Make it so that (if configured) admins are the only one allowed to\ncreate projects and groups. By default we have the old behavior so that\neveryone who is logged in can create a group or project. The limits are\napplied in addition to all other authorization schemes and regardless of\nwhere the project will be created (username or group).",
          "is_bot": false,
          "headline": "feat: limit project group creation to admins (#1331)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-06-01T09:46:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c50f11c25d2648c6d7afddc86b4589cb6c9825d",
          "body": "* feat: add group and projects to resource pool authz (#1267)\n\n* Feat: move resource pools check to authz (#1248)\n\n* feat: update schema for authzed\n\n* feat(authz): add ResourcePool as a supported authorization resource\n\n* feat(authz): add member and prohibited relationship types\n\n* feat(db): add Re\n[…]\nsers response\n\n* chore: more precise type checking\n\n* refactor: authzed as source of truth\n\n* feat: add generic model validator\n\n---------\n\nCo-authored-by: Flora Thiebaut <flora.thiebaut@sdsc.ethz.ch>",
          "is_bot": false,
          "headline": "feat: resource-pool authz for groups and projects (#1311)",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-05-29T13:59:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "656eb38032eae959cd718cdfd5f0bf9d312cb121",
          "body": null,
          "is_bot": false,
          "headline": "fix: properly filter data connectors (#1326)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-05-26T13:08:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64032dd750f7d55d98df4a93ff7b269c449d760d",
          "body": "This had a really long complicated regex. This regex did not include\nimages on a repository that has a custom port. Like\n`repo.com:5000/prj/img`. Instead of changing the already involved regex\nI removed it fully. Now we do a lot of checks for image existence on the\nfrontend and backend so users would know quickly the image is not\naccessible.",
          "is_bot": false,
          "headline": "fix: simplify validation for valid container image (#1324)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-05-26T08:37:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7574fe09562ec2b9b27849fb5e9c25f71b0b196",
          "body": null,
          "is_bot": false,
          "headline": "feat: enforce quota (#1307)",
          "author_name": "Mohammad Alisafaee",
          "author_login": "mohammad-alisafaee",
          "committed_at": "2026-05-22T12:36:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ede0073a403e5d71ffb6826e7d8af537584a520",
          "body": "* Add new column launcher_type to launchers. It is by default 'interactive' which is the name of all current launchers.\n* Remove session_type from post request",
          "is_bot": false,
          "headline": "feat: Add launcher_type to launcher definition (#1303)",
          "author_name": "eikek",
          "author_login": "eikek",
          "committed_at": "2026-05-21T11:52:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48b2b721d88073955a13d018bac498cc94696c87",
          "body": "This fix makes sure that the correct renku labels are applied to sessions when they are patched. Notably, the session type label is added with the value `\"interactive\"` if it not present (assuming old sessions are interactive).",
          "is_bot": false,
          "headline": "fix: update session labels upon patch (#1320)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-05-21T10:06:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42c90405aceb58b7d98fd21996ffb9c10c3d58df",
          "body": "This fixes an issue where sessions started before the label was applied are invisible and unusable from the API.",
          "is_bot": false,
          "headline": "fix: assume no label is interactive in list_sessions() (#1318)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-05-21T08:54:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "851c6d78507405b31b9b5bc25126ca058a74ea49",
          "body": null,
          "is_bot": false,
          "headline": "feat: Add resource usage endpoint to get usage for a given user (#1238)",
          "author_name": "eikek",
          "author_login": "eikek",
          "committed_at": "2026-05-20T13:36:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98be3dbfbbc90f9f5ea2c488e5cf340e2460a02a",
          "body": null,
          "is_bot": false,
          "headline": "Changes to support major solr upgrade to 10 (#1275)",
          "author_name": "eikek",
          "author_login": "eikek",
          "committed_at": "2026-05-20T12:58:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39484bad3058085e7cce226b6fee1b63db193d5d",
          "body": null,
          "is_bot": false,
          "headline": "fix: slow resource requests usage query (#1306)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-05-20T09:46:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "262d3d2b1b2a75c2064f5989d691443b99320dbc",
          "body": "Co-authored-by: Flora Thiebaut <flora.thiebaut@sdsc.ethz.ch>",
          "is_bot": false,
          "headline": "fix: remove some information when listing users (#1302)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-05-19T12:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "63ba8b21430f9b3dd0f6a1665e0f5c1b8343f74f",
          "body": null,
          "is_bot": false,
          "headline": "fix: finding data connectors by slug (#1310)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-05-19T08:51:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5f1ef4654ffb68749b760442616e66a494a1e996",
          "body": null,
          "is_bot": false,
          "headline": "fix: avoid inheritance in openapi (#1304)",
          "author_name": "Mohammad Alisafaee",
          "author_login": "mohammad-alisafaee",
          "committed_at": "2026-05-11T22:54:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75e96ae86c5f2341889a7dbb2331b2b1ca35445f",
          "body": null,
          "is_bot": false,
          "headline": "feat: task to check session quota and send alerts (#1252)",
          "author_name": "Mohammad Alisafaee",
          "author_login": "mohammad-alisafaee",
          "committed_at": "2026-05-11T16:55:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d0e2bde6000f1e5c67af5a99782bb4ecd983d60",
          "body": "Co-authored-by: Chandrasekhar Ramakrishnan <ciyer@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat: return used credits and remaining resource hours in pools (#1244)",
          "author_name": "Mohammad Alisafaee",
          "author_login": "mohammad-alisafaee",
          "committed_at": "2026-05-07T13:10:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d313ca4db3ec6ec18897603e786408baeea95714",
          "body": "Bumps [azure/login](https://github.com/azure/login) from 2 to 3.\n- [Release notes](https://github.com/azure/login/releases)\n- [Commits](https://github.com/azure/login/compare/v2...v3)\n\n---\nupdated-dependencies:\n- dependency-name: azure/login\n  dependency-version: '3'\n  dependency-type: direct:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump azure/login from 2 to 3 (#1286)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-07T12:44:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3d7e6cd2d8106174b38e9e541edcdea98e842945",
          "body": "Bumps [azure/aks-set-context](https://github.com/azure/aks-set-context) from 4 to 5.\n- [Release notes](https://github.com/azure/aks-set-context/releases)\n- [Changelog](https://github.com/Azure/aks-set-context/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/azure/aks-set-context/compare/v4...v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump azure/aks-set-context from 4 to 5 (#1285)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-07T12:09:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6eb1ebc2a9945358f2e6ccb19f5ae28759eca646",
          "body": "Sometimes the buildrun status is considered failed when in reality it is\nnot failed. This should address that. It is because of some transient\nstate in the buildrun conditions.",
          "is_bot": false,
          "headline": "fix: buildrun status false failed (#1300)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-05-07T09:29:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b74955a7941166650dd3b0c29575c25cd4d5cf5d",
          "body": "* Add non-interactive flag to session start request\n* Updated CRD from amalthea changes\n* List only interactive sessions by default, allow options via query parameter\n* Move extra containers to init containrs for jobs and remove readiness probe for jobs\n* Fix declaration of enum in session spec\n\nThe\n[…]\n now fixed in the\nalready existing subclass by redefining the field.\n\n* Report correct status after renku job is done\n\nThe new state \"succeeded\" needs to be propagated into the api response\nstructure.",
          "is_bot": false,
          "headline": "feat: Add support to start non-interactive sessions (#1246)",
          "author_name": "eikek",
          "author_login": "eikek",
          "committed_at": "2026-05-07T05:56:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5de30c478b43dff085880b964e6f6fa78d78194b",
          "body": "* feat: decouple queries from resource pool repository\n\n* refactor: use ResourcePoolQueryRepo without authz\n\n* fix: Monkey patch non caching authz in tests\n\n* Fix: Apply typo fixes from code review\n\nCo-authored-by: Flora Thiebaut <flora@leafty.dev>\n\n* sqashme: formatting\n\n---------\n\nCo-authored-by: Flora Thiebaut <flora@leafty.dev>",
          "is_bot": false,
          "headline": "fix: decouple authz from k8s watcher (#1282)",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-05-05T19:19:36Z",
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          "oid": "1a31913faca502d7e826ec05e4f231b6a1b42f36",
          "body": "Closes #1287.\n\nAlso, ensure the annotations are updated when resuming.",
          "is_bot": false,
          "headline": "fix: set priority class name when resuming a session (#1288)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-05-05T13:25:47Z",
          "body_truncated": false,
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        },
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          "oid": "8a8955e21da11f0bf235e5156e97758536e37ebf",
          "body": "Closes #1289.\n\nAlso, commit db session in the authz_change decorator.",
          "is_bot": false,
          "headline": "fix: initialize the default resource pool in the worker thread (#1290)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-05-05T11:58:19Z",
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        },
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          "oid": "0cdf55c3a27db9b20f274a1c6af4ef6b0025a06f",
          "body": "…ions (#1280)\n\nCloses #1278.",
          "is_bot": false,
          "headline": "fix: validate project_template_id in POST /api/data/capacity-reservat…",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-04-29T15:17:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "234b23af47c5245c45011a06750077e07046c648",
          "body": "Use internal tokens for sessions. The internal tokens are used by the following services supporting sessions:\n* git-proxy\n* csi-rclone\n* remote-session-controller",
          "is_bot": false,
          "headline": "feat: use self-minted tokens for sessions (#1258)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-04-29T12:38:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7234584cc9f126d5ff6ca9d4bdea388816158cca",
          "body": "…ectly (#1274)\n\n* fix: don-t recreate private image pull secret\n\nWhen retrieving the image pull secret to be used by a session, if\nit's an existing secret, do not add it to the extra resources to\nbe created.\n\nThis is the case for the registry used to store the images built\nout of private repositories.",
          "is_bot": false,
          "headline": "fix(sessions): use image pull secret from private build registry corr…",
          "author_name": "Samuel Gaist",
          "author_login": "sgaist",
          "committed_at": "2026-04-29T08:14:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "814d1e65e39dae159aeb5d49d920c1fa15da2507",
          "body": "* Feat: move resource pools check to authz (#1248)\n\n* feat: update schema for authzed\n\n* feat(authz): add ResourcePool as a supported authorization resource\n\n* feat(authz): add member and prohibited relationship types\n\n* feat(db): add ResourcePool authz schema migration, copy membership\n\n* chore(aut\n[…]\no represent non-group resources\n\n* refactor: unify resource pool membership under single ResourceType\n\n* refactor: rename default resource pool create function\n\n* refactor: use TypeVar for resource_id",
          "is_bot": false,
          "headline": "Feat: ResourcePool Authorization via Authzed/SpiceDB (#1266)",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-04-27T15:56:33Z",
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        },
        {
          "oid": "ad7bb15d06b0ad06dec111eac41f8a8845df5b6f",
          "body": "Bumps [docker/metadata-action](https://github.com/docker/metadata-action) from 5 to 6.\n- [Release notes](https://github.com/docker/metadata-action/releases)\n- [Commits](https://github.com/docker/metadata-action/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: docker/metadata-action\n  d\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump docker/metadata-action from 5 to 6 (#1230)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-27T14:06:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f998f9a8caba0c440850060cb3fdd214d115acb4",
          "body": "Bumps [docker/login-action](https://github.com/docker/login-action) from 3 to 4.\n- [Release notes](https://github.com/docker/login-action/releases)\n- [Commits](https://github.com/docker/login-action/compare/v3...v4)\n\n---\nupdated-dependencies:\n- dependency-name: docker/login-action\n  dependency-versi\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump docker/login-action from 3 to 4 (#1229)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-27T13:13:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "90c81487e07ada61f3d5aa61b66a6cb03105ba78",
          "body": "Bumps [docker/setup-qemu-action](https://github.com/docker/setup-qemu-action) from 3 to 4.\n- [Release notes](https://github.com/docker/setup-qemu-action/releases)\n- [Commits](https://github.com/docker/setup-qemu-action/compare/v3...v4)\n\n---\nupdated-dependencies:\n- dependency-name: docker/setup-qemu-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump docker/setup-qemu-action from 3 to 4 (#1228)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-27T12:18:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ad0332fabdefbd73ad5c31e39839ccc5f829624b",
          "body": null,
          "is_bot": false,
          "headline": "fix: strip prefix for rstudio built from code (#1269)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-04-24T09:39:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "069d523588c1d6c1a0d4bde61983001a31377b9b",
          "body": "…#1265)\n\n* feat(notebook): add secret handling for private registry image pull\n\nThis secret is created by the admin deploying the platform and is\nnot user accessible.\n\n* chore: update patch_sesssion for new image pull secret implementation\n\n* fix: add missing None check for private registry secret h\n[…]\nrepositories to the same registry used for\npublic repositories.\n\n* feat: add tests for image prefix validation\n\n* chore: fix format issues\n\n---------\n\nCo-authored-by: Flora Thiebaut <flora@leafty.dev>",
          "is_bot": false,
          "headline": "feat(notebook): add secret handling for private registry image pull (…",
          "author_name": "Samuel Gaist",
          "author_login": "sgaist",
          "committed_at": "2026-04-22T12:08:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac935e7d534a8b9c84ecc1d4076819fdb2395371",
          "body": "… (#1254)",
          "is_bot": false,
          "headline": "fix: redirect to frontend with error params on oauth callback failure…",
          "author_name": "Andrea Cordoba",
          "author_login": "andre-code",
          "committed_at": "2026-04-21T09:02:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8eeedd17e7206e1bbeb592a72ba511a140c01898",
          "body": "…1264)\n\n* feat: add insecure registries configuration option\n\nDifferent BuildStrategy support different ways of doing it.\nIn the case of the buildpacks based strategy that is used here,\none can use the CNB_INSECURE_REGISTRIES environment variable\nwith a comma separated list of insecure registries. Insecure\nin this context means http registries or registries behind a\nself-signed certificate.\n\n* chore: add warning when configuring insecure registries",
          "is_bot": false,
          "headline": "feat(builds): add the possibility to configure insecure registries (#…",
          "author_name": "Samuel Gaist",
          "author_login": "sgaist",
          "committed_at": "2026-04-20T15:51:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd0bf2ec082c5cf89fd48d8cf73abc917e8ff159",
          "body": null,
          "is_bot": false,
          "headline": "fix: users API response (#1261)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-04-17T12:06:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e9a9ce763c65fc601ecaacedf049bc72779721b",
          "body": "* feat: add private image prefix to config\n\n* feat(repositories/db): add token getter\n\nThis will be used to create the secret allowing\nShipwright to create images out of private repositories.\n\n* feat(session/models): add authentication secret\n\nThis will allow to pass authentication information to\nth\n[…]\ne\n\nWhile containing yaml, k8s config files do not end with\n.yaml by default so if testing with a local cluster, the\ntests will fail.\n\n* fix(tests): fix authorisation headers for resource pool creation",
          "is_bot": false,
          "headline": "feat: build from private repositories (#1250)",
          "author_name": "Samuel Gaist",
          "author_login": "sgaist",
          "committed_at": "2026-04-15T11:55:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fe542a9234a0cc73bb6f8db261752afc0dd53c13",
          "body": null,
          "is_bot": false,
          "headline": "fix: cloning repos token urls (#1253)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-04-10T07:34:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62c200e4c2816a20f99075767aa9f5eb7ab3deff",
          "body": "* feat: add deposit api spec (#1221)\n\n* feat: add k8s client for deposits (#1222)\n\n* feat: endpoints for data deposits (#1196)\n\n* feat: add deposit job (#1233)\n\n* fix: return the etag of data deposits",
          "is_bot": false,
          "headline": "feat: publish zenodo datasets (#1236)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-04-08T14:38:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f78e402a845dedee71ef246d41a183a658f9ddc",
          "body": "This will allow, for example, to create dedicated\nnetwork policies that applies specifically to these\nsessions.\n\nThe safe username label cannot be used in this context\nas the label filter does not support regexp expressions.",
          "is_bot": false,
          "headline": "feat: add label to session for anonymous sessions (#1240)",
          "author_name": "Samuel Gaist",
          "author_login": "sgaist",
          "committed_at": "2026-04-07T10:28:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6d149c232f7d44d9b12ae84a7a4858699094f3d",
          "body": "Closes #1209.",
          "is_bot": false,
          "headline": "fix: send 404 when a sessions is not found (#1234)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-03-26T14:15:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "516b84f644224e11f5f295593e7fb2376e79372e",
          "body": null,
          "is_bot": false,
          "headline": "feat: support runai as an amalthea remote backend (#1235)",
          "author_name": "Chandrasekhar Ramakrishnan",
          "author_login": "ciyer",
          "committed_at": "2026-03-20T17:52:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17f5a1e1404596fdf614125b14ac02c50c7c9f22",
          "body": null,
          "is_bot": false,
          "headline": "fix: handle missing jwk (#1243)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-03-17T16:17:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf89619774eac79f2e9cb3d28de2239b95270194",
          "body": null,
          "is_bot": false,
          "headline": "fix: use correct CPU quantity (#1239)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-03-11T16:16:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20e13ad82ec4f225d07ea53910793060458d3d8b",
          "body": null,
          "is_bot": false,
          "headline": "fix: error message on bad builder/frontend variant pair (#1227)",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-03-06T13:25:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a343fa693208b8f4ab68d061fe41ee9c5bdbf25",
          "body": "* Record certain data in a `resource_request_log table`\n* Snapshots are stored periodically from data_tasks\n* Resource request tracking is disabled by default, requires `ENABLE_RESOURCE_REQUEST_TRACKING=true` to be in the env",
          "is_bot": false,
          "headline": "feat: Enable resource requests tracking (#1207)",
          "author_name": "eikek",
          "author_login": "eikek",
          "committed_at": "2026-03-04T13:37:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4336619ba89145530b854a0be0665498058bb488",
          "body": "Bumps [SwissDataScienceCenter/renku-actions](https://github.com/swissdatasciencecenter/renku-actions) from 1.22.1 to 1.23.1.\n- [Release notes](https://github.com/swissdatasciencecenter/renku-actions/releases)\n- [Commits](https://github.com/swissdatasciencecenter/renku-actions/compare/v1.22.1...v1.23\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump SwissDataScienceCenter/renku-actions (#1216)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-03T20:14:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "145c38061c770e4784e3b9a64887b99b1c460fe2",
          "body": null,
          "is_bot": false,
          "headline": "feat: add R related variants for custom sessions (#1219)",
          "author_name": "Salim Kayal",
          "author_login": "SalimKayal",
          "committed_at": "2026-03-03T19:32:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82b72b9004cb6a2c81c152df572ff8731538e692",
          "body": null,
          "is_bot": false,
          "headline": "feat: add capacity reservation (#1205)",
          "author_name": "Wes Johnson",
          "author_login": "wesjdj",
          "committed_at": "2026-03-03T17:13:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28f99970dc06e01b279e3956a709820b27f7b302",
          "body": "Co-authored-by: Flora Thiebaut <flora.thiebaut@sdsc.ethz.ch>",
          "is_bot": false,
          "headline": "chore: fix failing tests (#1224)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-03-03T15:55:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "363203aceb8fae83c41d27ea7bf5a28178c6dd51",
          "body": null,
          "is_bot": false,
          "headline": "feat: add sentry trace id to logs and errors (#1187)",
          "author_name": "Mohammad Alisafaee",
          "author_login": "mohammad-alisafaee",
          "committed_at": "2026-02-25T15:22:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eff3c2df8f325f14741f4e14f073abc296a3d7ad",
          "body": "…(#1193)\n\n* Introduce K8s Subclasses for K8sResourceQuota & K8sPriorityClass\n  * Properly handle quota.id\n  * Move QuotaRepo to crc.db, and conversion methods to models.Quota\n\n* K8sClients\n  * Always use the namespace from the ClusterConnection\n  * Stabilise some tests by ensuring generated values do not overlap\n\n* K8sWatcher: prevent spurious logs in case of failing connection to remote clusters\n\n* Set AmaltheaSession.spec.url correctly",
          "is_bot": false,
          "headline": "feat: Allow remote cluster sessions to function on lock down cluster …",
          "author_name": "Lionel Sambuc",
          "author_login": "sambuc",
          "committed_at": "2026-02-25T07:36:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "136df8c3b2c74d7f24327dbf1cb118f5fc5ac077",
          "body": null,
          "is_bot": false,
          "headline": "feat: add project, data connector counts in Search result (#1198)",
          "author_name": "Andrea Cordoba",
          "author_login": "andre-code",
          "committed_at": "2026-02-20T10:25:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "193c270d9c6601bc959d68c9eccf2abdbdf3a750",
          "body": "This change allows the configuration of the `args` used for the `git-proxy` container in sessions.\n\nThe git proxy is being moved to the amalthea repository and now needs to be started with `[ \"gitproxy\", \"proxy\" ]` from the `renku/sidecars` container.",
          "is_bot": false,
          "headline": "feat: move git-https-server to amalthea (#1212)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-02-18T12:44:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c51cccc90cd80315dfd0be140140dbc9eb42052a",
          "body": "…rs (#1201)\n\nAdd support for using OAuth2.0 integrations to mount data connectors in sessions. Google Drive and Dropbox storage types can now be accessed from Renku sessions.\n\nContents:\n* #1190\n* #1195\n* #1200",
          "is_bot": false,
          "headline": "feat: add support for using OAuth 2.0 integrations with data connecto…",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-02-18T10:44:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3c9e42d838a65b63e51576c19e5bc4c846898e2",
          "body": "* Generate code for new amalthea version\n* Pass annotations and labels to amalthea spec template",
          "is_bot": false,
          "headline": "chore: Pass renku annotations to amalthea session spec (#1206)",
          "author_name": "eikek",
          "author_login": "eikek",
          "committed_at": "2026-02-18T10:22:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75b4116d6ab605ba32b7201a46347d48389177d2",
          "body": "Closes #1213.",
          "is_bot": false,
          "headline": "feat: add visibility field to GET /repository response (#1214)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-02-17T14:17:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36e8a0007b05f9e220846f4f28b27fd5f07bc69b",
          "body": null,
          "is_bot": false,
          "headline": "chore: upgrade renku actions to 1.22.1 (#1211)",
          "author_name": "Tasko Olevski",
          "author_login": "olevski",
          "committed_at": "2026-02-16T14:17:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "308f0a040e334944f9f3241662213272cd2d5fe9",
          "body": "Update rclone validation to use an allow list system:\n* All storage types are listed and are explicitly allowed or blocked\n* For all allowed storage types, all options are marked as allowed or blocked\n\nThis update also blocks potentially unsafe options (referring to a local file or a potential arbitrary command).\n\nTests in `test/components/renku_data_services/storage/test_rclone.py` are designed to help maintain the configuration of allowed storage types and storage options.",
          "is_bot": false,
          "headline": "feat: use allow list for rclone (#1202)",
          "author_name": "Flora Thiebaut",
          "author_login": "leafty",
          "committed_at": "2026-02-11T10:05:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7738d1145f9c2b7506dfdc58ae5118463f4a232",
          "body": "Bumps [SwissDataScienceCenter/renku-actions](https://github.com/swissdatasciencecenter/renku-actions) from 1.20.0 to 1.21.0.\n- [Release notes](https://github.com/swissdatasciencecenter/renku-actions/releases)\n- [Commits](https://github.com/swissdatasciencecenter/renku-actions/compare/v1.20.0...v1.21\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump SwissDataScienceCenter/renku-actions (#1199)",
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            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 16,
              "top_contributor_share": 0.308
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 31% of commits",
                "points": 15.6,
                "status": "partial",
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                    "code": "top_contributor_share",
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                      "share": 31
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                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "16 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                      "count": 16
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 10 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "merged_prs": 802,
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              "closed_issues": 242,
              "issue_closed_ratio": 0.622,
              "closed_unmerged_prs": 148
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "62% of issues closed",
                "points": 29.1,
                "status": "partial",
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                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 62
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "802/950 decided PRs merged",
                "points": 32.3,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                      "merged": 802,
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                  }
                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 132,
              "owner_type": "Organization",
              "is_verified": null,
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            "components": [
              {
                "key": "ownership_backing",
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                "detail": "organization-owned",
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                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "132 followers of SwissDataScienceCenter",
                "points": 15.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 132,
                      "login": "SwissDataScienceCenter"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "135 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
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                      "count": 135
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
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                  }
                ],
                "max_points": 25
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": true
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
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                      "count": 3
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                "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",
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                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "points": 10,
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              },
              {
                "key": "topics",
                "name": "Topics",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 56,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 64,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 10 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": "30 commit(s) and 22 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "65 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "critical",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 212 resolved dependencies against OSV. 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 212
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 23,
            "inputs": {
              "source": "osv",
              "advisories": 150,
              "affected_packages": 27,
              "assessed_packages": 212,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 4, high 14, moderate 7, low 1, unknown 1",
              "direct_affected_packages": 11
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "11 affected: authlib 1.5.2 (critical 9.1), authlib 1.6.0 (critical 9.1), cryptography 44.0.2 (high 7.5), +8 more",
                "points": 3.4,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 11,
                      "packages": "authlib 1.5.2 (critical 9.1), authlib 1.6.0 (critical 9.1), cryptography 44.0.2 (high 7.5)"
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                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 8
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                  }
                ],
                "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": "10 advisory-carrying package(s) unaddressed past 90 days; oldest published 431 days ago",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 10,
                      "oldest": 431
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "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": 212,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
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            "components": [
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                "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",
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                "status": "met",
                "details": [
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                    "code": "no_malicious_dependencies",
                    "params": {}
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                ],
                "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": 11
            },
            "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": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
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            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
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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": "91 of 91 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 91,
                      "sampled": 91
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                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "has_nix": true,
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              "lockfiles": [
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              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
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                "bases/renku_data_services/data_tasks/py.typed",
                "bases/renku_data_services/k8s_cache/py.typed",
                "bases/renku_data_services/secrets_storage_api/py.typed",
                "components/renku_data_services/app_config/py.typed",
                "components/renku_data_services/authn/py.typed",
                "components/renku_data_services/crc/py.typed",
                "components/renku_data_services/db_config/py.typed",
                "components/renku_data_services/k8s/py.typed",
                "components/renku_data_services/metrics/py.typed",
                "components/renku_data_services/migrations/py.typed",
                "components/renku_data_services/project/py.typed",
                "components/renku_data_services/session/py.typed",
                "components/renku_data_services/storage/py.typed",
                "components/renku_data_services/utils/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.09
            },
            "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",
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                "max_points": 11
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              {
                "key": "reproducible_environment",
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                "points": 10,
                "status": "met",
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                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
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                  {
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                "key": "automated_maintenance",
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          {
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            "notes": [],
            "value": 81,
            "inputs": {
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                "points": 53.9,
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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",
    "Could not fetch pypi package 'renku-data-services' from its registry",
    "Could not fetch pypi package 'k8s_cache' from its registry",
    "pypi package 'secrets_storage' points at a different repository (https://github.com/bigbag/secrets-storage); excluded from ecosystem scoring",
    "Could not fetch pypi package 'renku_data_tasks' from its registry",
    "Could not fetch pypi package 'renku_data_service' from its registry",
    "deps.dev does not index pypi:secrets_storage@1.0.0; advisories assessed against the repository dependency graph instead",
    "Advisory severity resolved for 120 of 124 advisories (lookup cap); the remainder are reported as unknown severity"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T01:57:46.938565Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/SwissDataScienceCenter/renku-data-services.svg",
  "full_name": "SwissDataScienceCenter/renku-data-services",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}