TGSAI / mdio-python

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 4 днів.

Повний розв'язаний набір залежностей із графа залежностей GitHub: 14 прямих і 201 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 — 215 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 1 мають відомі сповіщення, з них 0 прямі.

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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          "body": "…ow changing full chunk shape. (#722)\n\n* refactor: replace `abstract_dataset_template` with `base`, update dimensions handling\n\n* feat: add chunk_shape property with setter to manage variable chunk shapes\n\n* refactor: rename `chunk_shape` to `full_chunk_shape` for clarity and consistency\n\n* refactor\n[…]\nG-Y parsers\n\n* refactor: rename variable `tpl` to `template`\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>\nCo-authored-by: Brian Michell <brianm314@comcast.net>",
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          "headline": "Make templates more clear by removing spatial dim names, and also all…",
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          "is_bot": false,
          "headline": "Cleanup and enhance template registry (#717)",
          "author_name": "Brian Michell",
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          "headline": "Update summary stats return logic (#716)",
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          "headline": "bump version to 1.0.7 (#715)",
          "author_name": "Altay Sansal",
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          "body": "…to templates. (#714)\n\n* update templates to use unit-aware metadata\n\n* add spatial_dimension_names property to abstract_dataset_template and update headers variable usage\n\n* update SEG-Y converter to include angle and spatial unit handling in templates\n\n* remove debug print statement from SEG-Y con\n[…]\nFixing X/Y Units Issues\" section\n\n* fix external link in quickstart tutorial for \"Fixing X/Y Units Issues\" section\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Generalized specification of variable / coordinate / dimension units …",
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          "headline": "Wrap `SegyFile` to handle `asyncio` loop conflicts with Zarr. (#712)",
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          "oid": "bdebc7e88c2e62a20213215669e568f49311e9ce",
          "body": "…iciency. (#710)\n\n* Ingestion with zarr instead of xarray\n\n* Optimizations\n\n* Pre-commit\n\n* Flag patch version change for debugging and testing\n\n* Use sensible variable names\n\n* revert version change\n\nthis will trigger CI/CD to make a new release, better not done here, but must be done from `main`\n\n\n[…]\n unnecessary I/O calls by reading existing values\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
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          "headline": "Use native `zarr` for trace worker instead of `xarray` for memory eff…",
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          "body": "* Add coordinate scalar as validated field\n\n* Begin updating tests\n\n* Fix tests",
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          "headline": "Add missing `coordiante_scalar` to template validation (#713)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-10-13T22:01:58Z",
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          "headline": "bump version to 1.0.6",
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          "headline": "bump dependencies versions (#708)",
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          "is_bot": false,
          "headline": "bump segy to 0.5.3 (#707)",
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          "body_truncated": false,
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          "oid": "bbabc08a5dd6e5f83d7dba0c974b8baf69e31eda",
          "body": "…ssues. (#701)\n\n* Fix bug 613 on top of latest main\n\n* Exclude TestBug613HandlesNotClosed from coverage\n\n* Space is added by pre-commit\n\n* Exclude from code coverage: test_teapot_import_cloud_to_cloud\n\n* Remove tests as per the PR review\n\n* PR review: move _get_coordinate_scalar()\n\n* PR Review fixes\n[…]\nd imports\n\n* refactor: update type hints in _workers.py for improved readability and compliance with TYPE_CHECKING\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Refactor initial file information handling while avoiding `asyncio` i…",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
          "committed_at": "2025-10-08T22:11:56Z",
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          "oid": "a664dbdab10522f857efc60bce8198fcb0ec50b1",
          "body": "* Implement validation for all required fields\n\n* Update logic to use sets\n\n* Add requested unit tests\n\n* Pre-commit\n\n* use magic mock\n\n* also print template name in error\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Implement SEG-Y header validation for required template keys  (#705)",
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          "author_login": "BrianMichell",
          "committed_at": "2025-10-08T21:21:16Z",
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          "oid": "fd61ec44d1e5d49466fb86dfd0e8c106690c38c8",
          "body": null,
          "is_bot": false,
          "headline": "ChunkIterator: account for smaller last slice (#702)",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
          "committed_at": "2025-10-08T17:57:03Z",
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          "headline": "bump version",
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          "committed_at": "2025-10-04T20:03:46Z",
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        {
          "oid": "a7708237efed920ad54e791d9e1e2569fadad9c5",
          "body": "…d applied. (#700)\n\n* Support SEG-Y header overrides during file ingestion\n\n* Clean up redundant SEG-Y file initialization and fix import naming inconsistency\n\n* Refactor SEG-Y file initialization and adjust import formatting for clarity\n\n* refine coordinate unit extraction logic\n\n* Refactor coordin\n[…]\nrray\n\n* add tutorial for dealing with corrupt SEG-Y files.\n\n* nicer syntax\n\n* fix broken tests after schema change\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Ensure header overrides functionality of `TGSAI/segy` is available an…",
          "author_name": "Altay Sansal",
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          "oid": "a0df7108dd064c58216e44414af4351872204186",
          "body": "* Bump `segy` dependency to `0.5.2`.\n\n* Update references to `SegySettings` to `SegyFileSettings` after dependency bump.\n\n---------\n\nCo-authored-by: Altay Sansal <13684161+tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bump `segy` dependency to `0.5.2`. (#699)",
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          "oid": "cf35aff31c2b786cca376ac968f7f049c3a83b2a",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 4 to 5.\n- [Release notes](https://github.com/actions/download-artifact/releases)\n- [Commits](https://github.com/actions/download-artifact/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/downlo\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 4 to 5 (#692)",
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        {
          "oid": "0c69d543285d0651dde05b677d0057874b9bfbaf",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 5.\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/v4...v5)\n\n---\nupdated-dependenc\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 5 (#694)",
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          "oid": "f4479619881cd6db71c8fd927eb1788f2ca6393e",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5.4.3 to 5.5.1.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/c\n[…]\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5.4.3 to 5.5.1 (#695)",
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          "body": "* clean tests\n\n* pre-commit added a space\n\n* Remove DEBUG_MODE\n\n* Fix pre-commit issues\n\n* pre-commit\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "clean tests and make sure all test code is executed (#685)",
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        {
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          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\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": "Bump actions/setup-python from 5 to 6 (#693)",
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          "author_login": "dependabot[bot]",
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          "body": "Bumps [furo](https://github.com/pradyunsg/furo) from 2025.7.19 to 2025.9.25.\n- [Release notes](https://github.com/pradyunsg/furo/releases)\n- [Changelog](https://github.com/pradyunsg/furo/blob/main/docs/changelog.md)\n- [Commits](https://github.com/pradyunsg/furo/compare/2025.07.19...2025.09.25)\n\n---\n\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": "Bump furo from 2025.7.19 to 2025.9.25 in /docs (#696)",
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          "author_login": "dependabot[bot]",
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          "oid": "9b20936a6e045ccd08e64cf39ff0a0c19dc3a35c",
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          "is_bot": false,
          "headline": "Remove CalculateCable grid override (#697)",
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          "author_login": "BrianMichell",
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          "is_bot": false,
          "headline": "Remove ChannelWrap grid override (#698)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
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          "headline": "bump to `1.0.4`",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-10-01T00:19:36Z",
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          "oid": "3dcbf25effdc158e76fd50dcb068fe448fb339ba",
          "body": "…nates (#660)\n\n* Re-implement on-the-fly chunking for non-dimension coordinates and live-mask\n\n* refactor a little\n\n* make chunks a little smaller\n\n* ensure non-dim coordinates are compressed\n\n* readjust sizes\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "(Re)implement dynamic chunking for live mask and non-dimension coordi…",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
          "committed_at": "2025-10-01T00:18:31Z",
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          "oid": "bd541e1b7cc1e50ada615d822b0232d22e003747",
          "body": "…rom SEG-Y in `segy_file_header` variable. (#683)\n\n* binary_header_disaster_recovery 2\n\n* Update segy.py\n\nMake raw binary header serialization conditional to match with pending raw trace headers PR\n\n* Update test_segy_roundtrip_teapot.py\n\nSet the raw headers environment variable\n\n* refactor a little\n\n* monkey patch env vars for teapot\n\n---------\n\nCo-authored-by: Brian Michell <brianm314@comcast.net>\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Environment variable flag to preserve unmodified, raw binary header f…",
          "author_name": "Dima From Texas",
          "author_login": "dmitriyrepin",
          "committed_at": "2025-09-30T23:11:47Z",
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        {
          "oid": "1b982559bcf6689995130f1063341c073d8f5a86",
          "body": "…rom SEG-Y as variable. (#659)\n\n* Reimplement disaster recovery logic\n\n* Ensure getting true raw bytes for DR array\n\n* Linting\n\n* Add v2 issue check\n\n* Fix pre-commit\n\n* Profiled disaster recovery array (#8)\n\n- Avoids duplicate read regression issue\n- Implements isolated and testable logic\n\n* Fix un\n[…]\nr/raw stuff\n\n* rename env var for raw headers\n\n* simplify 240-byte scalar type\n\n* rename trace wrapper and do lazy decoding\n\n---------\n\nCo-authored-by: Altay Sansal <tasansal@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Environment variable flag to preserve unmodified, raw trace headers f…",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
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          "oid": "48b949e80a8bc821aefe9843409e3f748d379398",
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          "is_bot": false,
          "headline": "update segy to prep for DR PRs (#691)",
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          "author_login": "tasansal",
          "committed_at": "2025-09-30T21:06:29Z",
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          "oid": "6bb180a6ca80929d483ccfa1065977fb9b664cbf",
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          "headline": "Update Xarray api access (#688)",
          "author_name": "Brian Michell",
          "author_login": "BrianMichell",
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          "oid": "320b392268f7abae97eaa6c208f523000bd6d6ea",
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          "is_bot": false,
          "headline": "update zarr min to latest (#678)",
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          "author_login": "tasansal",
          "committed_at": "2025-09-19T22:37:33Z",
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        {
          "oid": "a2c27283c857f5a94a253dd2bb70ca065d50e5c3",
          "body": "* fix stats calculation and tolerances\n\n* switch allclose assertion at attribute comparison\n\n* make values list\n\n* drop histogram from value assertion",
          "is_bot": false,
          "headline": "Fix statistics calculations (#679)",
          "author_name": "Altay Sansal",
          "author_login": "tasansal",
          "committed_at": "2025-09-19T22:34:51Z",
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          "oid": "954c53bca9a33f69c7620ac24be22253d1cd8f43",
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          "headline": "release 1.0.3",
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          "author_login": "tasansal",
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                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "19 forks",
                "points": 10.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "5 watchers",
                "points": 3.3,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "packages": [
                "multidimio"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 3714
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "3,714 downloads/month across pypi",
                "points": 47.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 3714,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 28,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 6,
              "top_contributor_share": 0.803
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 80% of commits",
                "points": 4.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "6 contributors",
                "points": 8.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "merged_prs": 416,
              "open_issues": 20,
              "closed_issues": 99,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.832,
              "closed_unmerged_prs": 303,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "83% of issues closed",
                "points": 34.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "416/719 decided PRs merged",
                "points": 17.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 416,
                      "decided": 719
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                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
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                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 2/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "followers": 19,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "TGSAI",
              "public_repos": 6,
              "account_age_days": 1577
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "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": "19 followers of TGSAI",
                "points": 9.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 19,
                      "login": "TGSAI"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "6 public repos, account ~4 yr old",
                "points": 14.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 6
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "multidimio"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "63 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 63
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "exceptional",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "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",
                "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": "28 out of 28 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": [
                "dask",
                "energy",
                "machine-learning",
                "segy",
                "zarr",
                "deep-learning"
              ],
              "has_wiki": false,
              "homepage": "https://mdio.dev/",
              "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://mdio.dev/",
                "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": "6 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": 64,
        "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 55,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "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": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "28 out of 28 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 2/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "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": "18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 215 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",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 215
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 5,
              "affected_packages": 1,
              "assessed_packages": 215,
              "unassessed_packages": 0,
              "affected_by_severity": "high 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
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                ],
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              {
                "key": "indirect_dependencies_free_of_known_advisories",
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                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
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            "notes": [],
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            "inputs": {
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              "packages": [],
              "red_flag": false,
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              "malicious_packages": 0,
              "direct_malicious_packages": 0,
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            ]
          },
          {
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            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
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        ],
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      },
      {
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                "key": "machine_readable_docs_llms_txt",
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                "status": "missed",
                "details": [],
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              },
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                "details": [
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            "notes": [],
            "value": 84,
            "inputs": {
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              "has_dockerfile": false,
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              "has_devcontainer": true,
              "has_linter_config": true,
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                "status": "met",
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              },
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                "key": "automated_tests",
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                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
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                "status": "met",
                "details": [],
                "max_points": 11
              },
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                "status": "met",
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                "points": 10,
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                      "sampled": 100
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                "key": "automated_maintenance",
                "name": "Automated maintenance",
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                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
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                "max_points": 10
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            ]
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          {
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            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
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              "oversized_source_files": 0
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                "status": "partial",
                "details": [
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                    }
                  }
                ],
                "max_points": 45
              },
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                "key": "manageable_file_sizes",
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                "points": 55,
                "status": "met",
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                    "code": "oversized_source_files",
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                      "sampled": 161,
                      "oversized": 0
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                ],
                "max_points": 55
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            ]
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            "key": "ai_interfaces",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "has_mcp_signal": false,
              "api_schema_files": []
            },
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                "key": "api_schema_openapi_graphql_proto",
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                "points": 0,
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              },
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                "key": "mcp_server",
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
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    ],
    "classification": {
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        "library",
        "application"
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      "labels": [
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          "tier": "distribution",
          "label": "library",
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          "tier": "dependencies",
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:multidimio@1.2.1; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T19:55:30.152348Z",
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  "license_state": "standard",
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}