marshmallow-code / marshmallow-oneofschema

Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.

Jeder Punkt umfasst 10 Tage.

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 1 direkte und 28 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

Die Installation von pypi:marshmallow-oneofschema@3.2.0 zieht 1 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

{
  "data": {
    "repo": {
      "topics": [
        "marshmallow",
        "polymorphic"
      ],
      "is_fork": false,
      "size_kb": 256,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Python": 21491
      },
      "pushed_at": "2026-07-06T20:43:18Z",
      "created_at": "2016-03-15T04:46:28Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-09T23:03:24Z",
      "description": "marshmallow library extension that allows schema (de)multiplexing",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://marshmallow.readthedocs.io",
      "name": "marshmallow-code",
      "type": "Organization",
      "login": "marshmallow-code",
      "company": null,
      "location": null,
      "followers": 74,
      "avatar_url": "https://avatars.githubusercontent.com/u/10334301?v=4",
      "created_at": "2014-12-29T00:25:46Z",
      "is_verified": null,
      "public_repos": 14,
      "account_age_days": 4222
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 2,
      "commits_last_year": 21,
      "latest_release_at": "2018-10-25T05:57:49Z",
      "latest_release_tag": "v2.0.0b2",
      "releases_from_tags": false,
      "days_since_last_push": 14,
      "active_weeks_last_year": 14,
      "days_since_latest_release": 2825,
      "mean_days_between_releases": 8.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "marshmallow-oneofschema",
          "exists": true,
          "license": null,
          "keywords": [
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.9"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/marshmallow-oneofschema/",
          "is_deprecated": false,
          "latest_version": "3.2.0",
          "repository_url": "https://github.com/marshmallow-code/marshmallow-oneofschema",
          "versions_count": 17,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 6236412,
          "first_published_at": "2016-03-15T05:18:04.333084Z",
          "latest_published_at": "2025-05-08T13:49:34.798817Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 438
        }
      ]
    },
    "popularity": {
      "forks": 45,
      "stars": 142,
      "watchers": 6,
      "star_history": {
        "days": [
          {
            "date": "2016-03-15",
            "count": 1
          },
          {
            "date": "2016-03-16",
            "count": 1
          },
          {
            "date": "2016-04-16",
            "count": 1
          },
          {
            "date": "2016-08-16",
            "count": 1
          },
          {
            "date": "2016-09-10",
            "count": 1
          },
          {
            "date": "2016-10-20",
            "count": 1
          },
          {
            "date": "2016-12-10",
            "count": 1
          },
          {
            "date": "2017-01-12",
            "count": 1
          },
          {
            "date": "2017-02-13",
            "count": 1
          },
          {
            "date": "2017-03-18",
            "count": 1
          },
          {
            "date": "2017-05-25",
            "count": 1
          },
          {
            "date": "2017-07-24",
            "count": 1
          },
          {
            "date": "2017-08-21",
            "count": 1
          },
          {
            "date": "2017-10-02",
            "count": 1
          },
          {
            "date": "2017-12-04",
            "count": 1
          },
          {
            "date": "2017-12-29",
            "count": 1
          },
          {
            "date": "2018-01-27",
            "count": 1
          },
          {
            "date": "2018-02-11",
            "count": 1
          },
          {
            "date": "2018-02-13",
            "count": 1
          },
          {
            "date": "2018-03-25",
            "count": 1
          },
          {
            "date": "2018-04-10",
            "count": 1
          },
          {
            "date": "2018-05-09",
            "count": 1
          },
          {
            "date": "2018-06-07",
            "count": 1
          },
          {
            "date": "2018-06-29",
            "count": 1
          },
          {
            "date": "2018-07-26",
            "count": 1
          },
          {
            "date": "2018-08-02",
            "count": 1
          },
          {
            "date": "2018-08-03",
            "count": 1
          },
          {
            "date": "2018-08-28",
            "count": 1
          },
          {
            "date": "2018-10-02",
            "count": 1
          },
          {
            "date": "2018-10-03",
            "count": 1
          },
          {
            "date": "2018-10-04",
            "count": 1
          },
          {
            "date": "2018-10-10",
            "count": 1
          },
          {
            "date": "2018-10-22",
            "count": 2
          },
          {
            "date": "2018-10-30",
            "count": 1
          },
          {
            "date": "2018-11-14",
            "count": 2
          },
          {
            "date": "2018-11-21",
            "count": 1
          },
          {
            "date": "2018-12-17",
            "count": 1
          },
          {
            "date": "2019-01-23",
            "count": 1
          },
          {
            "date": "2019-01-28",
            "count": 1
          },
          {
            "date": "2019-01-30",
            "count": 1
          },
          {
            "date": "2019-02-13",
            "count": 1
          },
          {
            "date": "2019-02-14",
            "count": 1
          },
          {
            "date": "2019-02-28",
            "count": 1
          },
          {
            "date": "2019-04-02",
            "count": 1
          },
          {
            "date": "2019-04-21",
            "count": 1
          },
          {
            "date": "2019-04-22",
            "count": 1
          },
          {
            "date": "2019-04-26",
            "count": 1
          },
          {
            "date": "2019-05-12",
            "count": 1
          },
          {
            "date": "2019-05-23",
            "count": 1
          },
          {
            "date": "2019-05-28",
            "count": 1
          },
          {
            "date": "2019-06-11",
            "count": 1
          },
          {
            "date": "2019-06-18",
            "count": 1
          },
          {
            "date": "2019-06-19",
            "count": 1
          },
          {
            "date": "2019-07-10",
            "count": 1
          },
          {
            "date": "2019-08-03",
            "count": 1
          },
          {
            "date": "2019-08-12",
            "count": 1
          },
          {
            "date": "2019-08-20",
            "count": 1
          },
          {
            "date": "2019-09-05",
            "count": 1
          },
          {
            "date": "2019-09-06",
            "count": 1
          },
          {
            "date": "2019-09-12",
            "count": 1
          },
          {
            "date": "2019-09-29",
            "count": 1
          },
          {
            "date": "2019-10-20",
            "count": 1
          },
          {
            "date": "2019-11-20",
            "count": 1
          },
          {
            "date": "2020-01-10",
            "count": 1
          },
          {
            "date": "2020-02-23",
            "count": 1
          },
          {
            "date": "2020-03-06",
            "count": 1
          },
          {
            "date": "2020-03-27",
            "count": 1
          },
          {
            "date": "2020-04-13",
            "count": 1
          },
          {
            "date": "2020-05-07",
            "count": 1
          },
          {
            "date": "2020-05-10",
            "count": 1
          },
          {
            "date": "2020-05-14",
            "count": 1
          },
          {
            "date": "2020-06-11",
            "count": 1
          },
          {
            "date": "2020-06-22",
            "count": 1
          },
          {
            "date": "2020-09-30",
            "count": 1
          },
          {
            "date": "2020-10-11",
            "count": 1
          },
          {
            "date": "2020-10-28",
            "count": 1
          },
          {
            "date": "2020-11-17",
            "count": 1
          },
          {
            "date": "2020-11-22",
            "count": 1
          },
          {
            "date": "2020-12-08",
            "count": 1
          },
          {
            "date": "2021-01-06",
            "count": 2
          },
          {
            "date": "2021-02-05",
            "count": 1
          },
          {
            "date": "2021-02-09",
            "count": 1
          },
          {
            "date": "2021-02-12",
            "count": 1
          },
          {
            "date": "2021-02-18",
            "count": 1
          },
          {
            "date": "2021-03-17",
            "count": 1
          },
          {
            "date": "2021-04-29",
            "count": 1
          },
          {
            "date": "2021-05-06",
            "count": 1
          },
          {
            "date": "2021-05-25",
            "count": 1
          },
          {
            "date": "2021-06-17",
            "count": 1
          },
          {
            "date": "2021-07-21",
            "count": 1
          },
          {
            "date": "2021-08-11",
            "count": 1
          },
          {
            "date": "2021-08-25",
            "count": 1
          },
          {
            "date": "2021-08-30",
            "count": 1
          },
          {
            "date": "2021-09-03",
            "count": 1
          },
          {
            "date": "2021-10-18",
            "count": 1
          },
          {
            "date": "2021-11-03",
            "count": 1
          },
          {
            "date": "2021-11-15",
            "count": 1
          },
          {
            "date": "2021-12-06",
            "count": 1
          },
          {
            "date": "2021-12-15",
            "count": 1
          },
          {
            "date": "2022-01-19",
            "count": 1
          },
          {
            "date": "2022-06-02",
            "count": 1
          },
          {
            "date": "2022-07-15",
            "count": 1
          },
          {
            "date": "2022-07-26",
            "count": 1
          },
          {
            "date": "2022-08-26",
            "count": 1
          },
          {
            "date": "2022-09-26",
            "count": 1
          },
          {
            "date": "2022-10-12",
            "count": 1
          },
          {
            "date": "2022-10-29",
            "count": 1
          },
          {
            "date": "2022-11-22",
            "count": 1
          },
          {
            "date": "2023-01-04",
            "count": 1
          },
          {
            "date": "2023-01-30",
            "count": 1
          },
          {
            "date": "2023-02-10",
            "count": 1
          },
          {
            "date": "2023-02-11",
            "count": 1
          },
          {
            "date": "2023-04-05",
            "count": 1
          },
          {
            "date": "2023-06-04",
            "count": 1
          },
          {
            "date": "2023-07-19",
            "count": 1
          },
          {
            "date": "2023-07-20",
            "count": 1
          },
          {
            "date": "2023-07-30",
            "count": 1
          },
          {
            "date": "2023-08-10",
            "count": 1
          },
          {
            "date": "2023-08-18",
            "count": 1
          },
          {
            "date": "2023-08-26",
            "count": 1
          },
          {
            "date": "2023-09-25",
            "count": 1
          },
          {
            "date": "2024-02-04",
            "count": 1
          },
          {
            "date": "2024-02-19",
            "count": 1
          },
          {
            "date": "2024-02-20",
            "count": 1
          },
          {
            "date": "2024-03-31",
            "count": 1
          },
          {
            "date": "2024-05-07",
            "count": 1
          },
          {
            "date": "2024-06-23",
            "count": 1
          },
          {
            "date": "2024-08-18",
            "count": 1
          },
          {
            "date": "2024-09-26",
            "count": 1
          },
          {
            "date": "2024-10-17",
            "count": 1
          },
          {
            "date": "2024-11-13",
            "count": 1
          },
          {
            "date": "2024-12-14",
            "count": 1
          },
          {
            "date": "2025-01-25",
            "count": 1
          },
          {
            "date": "2025-02-20",
            "count": 1
          },
          {
            "date": "2025-03-05",
            "count": 1
          },
          {
            "date": "2025-05-15",
            "count": 1
          },
          {
            "date": "2025-07-11",
            "count": 1
          },
          {
            "date": "2025-11-03",
            "count": 1
          },
          {
            "date": "2026-03-03",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 142,
        "total_stars": 142
      },
      "open_issues_and_prs": 27
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "src/marshmallow_oneofschema/py.typed"
      ],
      "largest_source_bytes": 14474,
      "source_files_sampled": 3,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 1,
        "assessed_package": "pypi:marshmallow-oneofschema@3.2.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "marshmallow",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.0.0,<5.0.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "marshmallow",
            "direct": true,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-datetime-fromisoformat",
            "direct": false,
            "version": "2.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "cfgv",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.4",
            "ecosystem": "pypi"
          },
          {
            "name": "identify",
            "direct": false,
            "version": "2.6.19",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow-oneofschema",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproject-api",
            "direct": false,
            "version": "1.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-discovery",
            "direct": false,
            "version": "1.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli-w",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tox",
            "direct": false,
            "version": "4.56.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tox-uv",
            "direct": false,
            "version": "1.35.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tox-uv-bare",
            "direct": false,
            "version": "1.35.2",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uv",
            "direct": false,
            "version": "0.11.24",
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "21.5.1",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 29,
        "direct_count": 1,
        "indirect_count": 28
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 7,
        "merged_prs": 144,
        "open_issues": 20,
        "closed_ratio": 0.5,
        "closed_issues": 20,
        "closed_unmerged_prs": 50
      },
      "bus_factor": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "sloria",
          "commits": 55,
          "avatar_url": "https://avatars.githubusercontent.com/u/2379650?v=4"
        },
        {
          "type": "User",
          "login": "dependabot-support",
          "commits": 41,
          "avatar_url": "https://avatars.githubusercontent.com/u/112581971?v=4"
        },
        {
          "type": "Bot",
          "login": "pre-commit-ci[bot]",
          "commits": 23,
          "avatar_url": "https://avatars.githubusercontent.com/in/68672?v=4"
        },
        {
          "type": "User",
          "login": "maximkulkin",
          "commits": 22,
          "avatar_url": "https://avatars.githubusercontent.com/u/10785?v=4"
        },
        {
          "type": "User",
          "login": "lafrech",
          "commits": 19,
          "avatar_url": "https://avatars.githubusercontent.com/u/1767010?v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot-preview[bot]",
          "commits": 18,
          "avatar_url": "https://avatars.githubusercontent.com/in/2141?v=4"
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "User",
          "login": "svidela",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/68902?v=4"
        },
        {
          "type": "Bot",
          "login": "renovate[bot]",
          "commits": 7,
          "avatar_url": "https://avatars.githubusercontent.com/in/2740?v=4"
        },
        {
          "type": "User",
          "login": "cancan101",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/51059?v=4"
        }
      ],
      "contributors_sampled": 20,
      "top_contributor_share": 0.242
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "build-release.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [
        "tox.ini"
      ],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": null,
            "reason": "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",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 7,
            "reason": "21 out of 29 merged PRs checked by a CI test -- score normalized to 7",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 1,
            "reason": "Found 2/12 approved changesets -- score normalized to 1",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 10 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 9,
            "reason": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 10,
            "reason": "all dependencies are pinned",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 10,
            "reason": "GitHub workflow tokens follow principle of least privilege",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "3a7d12d99b6b75a976a049fd6a9c017c4233ffee",
        "ran_at": "2026-07-21T04:11:39Z",
        "aggregate_score": 7.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/marshmallow-code/marshmallow-oneofschema",
    "host": "github.com",
    "name": "marshmallow-oneofschema",
    "owner": "marshmallow-code"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 72,
      "inputs": {
        "security": 82,
        "vitality": 60,
        "community": 76,
        "governance": 68,
        "engineering": 77
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 60,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "commits_last_year": 21,
              "human_commit_share": null,
              "days_since_last_push": 14,
              "active_weeks_last_year": 14
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 14 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 14
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "14/52 weeks with commits",
                "points": 9.7,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 14
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "21 commits in the last year",
                "points": 12.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "moderate",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "releases_count": 2,
              "latest_release_tag": "v2.0.0b2",
              "releases_from_tags": false,
              "days_since_latest_release": 2825,
              "mean_days_between_releases": 8.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "2 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 2825 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 2825
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~8.3 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 8.3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 76,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 52,
            "inputs": {
              "forks": 45,
              "stars": 142,
              "watchers": 6,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "142 stars",
                "points": 34.9,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 142
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "45 forks",
                "points": 13.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 45
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "6 watchers",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 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": "excellent",
            "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": 100,
            "inputs": {
              "packages": [
                "marshmallow-oneofschema"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 6236412
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "6,236,412 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 6236412,
                      "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": 68,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 20,
              "top_contributor_share": 0.242
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 24% of commits",
                "points": 17.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 24
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "20 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "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
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "merged_prs": 144,
              "open_issues": 20,
              "closed_issues": 20,
              "issue_closed_ratio": 0.5,
              "closed_unmerged_prs": 50
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "50% of issues closed",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 50
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "144/194 decided PRs merged",
                "points": 28.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 144,
                      "decided": 194
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 2/12 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "followers": 74,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "marshmallow-code",
              "public_repos": 14,
              "account_age_days": 4222
            },
            "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": "74 followers of marshmallow-code",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 74,
                      "login": "marshmallow-code"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "14 public repos, account ~11 yr old",
                "points": 20.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 14
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "good",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "packages": [
                "marshmallow-oneofschema"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 438
            },
            "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 438 days ago",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 438
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "17 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "tox.ini",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "21 out of 29 merged PRs checked by a CI test -- score normalized to 7",
                "points": 14,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "topics": [
                "marshmallow",
                "polymorphic"
              ],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "2 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 82,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "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": 77,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 7.7
            },
            "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": "21 out of 29 merged PRs checked by a CI test -- score normalized to 7",
                "points": 1.8,
                "status": "partial",
                "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 2/12 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "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": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
                "points": 6.8,
                "status": "partial",
                "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": "all dependencies are pinned",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:marshmallow-oneofschema@3.2.0 runtime dependency closure — what installing the published package pulls in — 1 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:marshmallow-oneofschema@3.2.0",
                  "assessed": 1
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 1,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "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": 1,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 52,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 78,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/marshmallow_oneofschema/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/marshmallow_oneofschema/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/marshmallow_oneofschema/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "all dependencies are pinned",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 14474,
              "source_files_sampled": 3,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/marshmallow_oneofschema/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/marshmallow_oneofschema/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/3 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 3,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T04:12:01.756303Z",
  "schema_version": "0.17.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/marshmallow-code/marshmallow-oneofschema.svg",
  "full_name": "marshmallow-code/marshmallow-oneofschema",
  "license_state": "standard",
  "license_spdx": "MIT"
}