jebel-quant / jquantstats

Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 6 direkte und 122 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

{
  "data": {
    "repo": {
      "topics": [
        "analytics",
        "dashboard",
        "plotly",
        "polars"
      ],
      "is_fork": false,
      "size_kb": 7616,
      "has_wiki": true,
      "homepage": "https://jebel-quant.github.io/jquantstats/",
      "languages": {
        "HTML": 7813,
        "Shell": 6305,
        "Python": 1141536,
        "Makefile": 43502
      },
      "pushed_at": "2026-07-17T19:07:57Z",
      "created_at": "2025-05-05T04:07:40Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-17T20:00:08Z",
      "description": "Time series and portfolio analytics for quantitative finance. ",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://jqr.ae",
      "name": "Jebel Quant",
      "type": "Organization",
      "login": "Jebel-Quant",
      "company": null,
      "location": "United Arab Emirates",
      "followers": 25,
      "avatar_url": "https://avatars.githubusercontent.com/u/216716219?v=4",
      "created_at": "2025-06-17T12:49:51Z",
      "is_verified": null,
      "public_repos": 23,
      "account_age_days": 395
    },
    "activity": {
      "releases_count": 67,
      "commits_last_year": 1062,
      "latest_release_at": "2026-07-10T07:06:09Z",
      "latest_release_tag": "v0.9.7",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 7,
      "mean_days_between_releases": 6.2
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "jquantstats",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Financial and Insurance Industry",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Office/Business :: Financial",
            "Topic :: Scientific/Engineering :: Mathematics"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/jquantstats/",
          "is_deprecated": false,
          "latest_version": "0.9.7",
          "repository_url": "https://github.com/jebel-quant/jquantstats",
          "versions_count": 63,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2025-05-11T10:51:10.305870Z",
          "latest_published_at": "2026-07-10T07:02:23.604373Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 7
        }
      ]
    },
    "popularity": {
      "forks": 9,
      "stars": 44,
      "watchers": 1,
      "open_issues_and_prs": 5
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "src/jquantstats/py.typed"
      ],
      "largest_source_bytes": 66571,
      "source_files_sampled": 128,
      "oversized_source_files": 1,
      "agent_instruction_files": [
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 3984
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "jinja2",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.1.0"
        },
        {
          "name": "narwhals",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "plotly",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.1.1"
        },
        {
          "name": "polars",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.42.1"
        },
        {
          "name": "scipy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.14.1"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "jinja2",
            "direct": true,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": true,
            "version": "2.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": true,
            "version": "6.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "polars",
            "direct": true,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": true,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.4.22",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cfgv",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "choreographer",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "curl-cffi",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distlib",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": "0.22.4",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.139.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.62.1",
            "ecosystem": "pypi"
          },
          {
            "name": "glob2",
            "direct": false,
            "version": "0.7",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "hypothesis",
            "direct": false,
            "version": "6.156.6",
            "ecosystem": "pypi"
          },
          {
            "name": "identify",
            "direct": false,
            "version": "2.6.19",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.13",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "itsdangerous",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jquantstats",
            "direct": false,
            "version": "0.9.7",
            "ecosystem": "pypi"
          },
          {
            "name": "junit-xml",
            "direct": false,
            "version": "1.9",
            "ecosystem": "pypi"
          },
          {
            "name": "kaleido",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "logistro",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "loro",
            "direct": false,
            "version": "1.10.3",
            "ecosystem": "pypi"
          },
          {
            "name": "marimo",
            "direct": false,
            "version": "0.23.14",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.9",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "msgspec",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multitasking",
            "direct": false,
            "version": "0.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "mutmut",
            "direct": false,
            "version": "2.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.8",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "peewee",
            "direct": false,
            "version": "4.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.9.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "polars-runtime-32",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pony",
            "direct": false,
            "version": "0.7.19",
            "ecosystem": "pypi"
          },
          {
            "name": "pre-commit",
            "direct": false,
            "version": "4.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.34.1",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "py-cpuinfo",
            "direct": false,
            "version": "9.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": false,
            "version": "24.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pygal",
            "direct": false,
            "version": "3.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "10.21.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-benchmark",
            "direct": false,
            "version": "5.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-html",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-metadata",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-discovery",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "quantstats",
            "direct": false,
            "version": "0.0.81",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.33.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": false,
            "version": "0.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "simplejson",
            "direct": false,
            "version": "4.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sortedcontainers",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "syrupy",
            "direct": false,
            "version": "5.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tabulate",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": false,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ty",
            "direct": false,
            "version": "0.0.59",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.51.0",
            "ecosystem": "pypi"
          },
          {
            "name": "virtualenv",
            "direct": false,
            "version": "21.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yfinance",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 128,
        "direct_count": 6,
        "indirect_count": 122
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 562,
        "open_issues": 5,
        "closed_ratio": 0.98,
        "closed_issues": 248,
        "closed_unmerged_prs": 78
      },
      "bus_factor": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "tschm",
          "commits": 764,
          "avatar_url": "https://avatars.githubusercontent.com/u/2046079?u=62adddb265996efc8e9f663245bbf7c375fc2631&v=4"
        },
        {
          "type": "Bot",
          "login": "renovate[bot]",
          "commits": 231,
          "avatar_url": "https://avatars.githubusercontent.com/in/2740?v=4"
        },
        {
          "login": "Copilot",
          "commits": 185
        },
        {
          "type": "Bot",
          "login": "dependabot[bot]",
          "commits": 37,
          "avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
        },
        {
          "type": "Bot",
          "login": "github-actions[bot]",
          "commits": 19,
          "avatar_url": "https://avatars.githubusercontent.com/in/15368?v=4"
        },
        {
          "type": "User",
          "login": "mjvakili",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/2245056?v=4"
        },
        {
          "type": "User",
          "login": "Baskakovs",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/104395798?u=b2dc0fb8fde999a3060946a2c0e0e1386012a82c&v=4"
        }
      ],
      "contributors_sampled": 7,
      "top_contributor_share": 0.616
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "benchmark-pr.yml",
        "mutation.yml",
        "paper.yml",
        "rhiza_benchmark.yml",
        "rhiza_book.yml",
        "rhiza_ci.yml",
        "rhiza_codeql.yml",
        "rhiza_marimo.yml",
        "rhiza_mutation.yml",
        "rhiza_paper.yml",
        "rhiza_release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [
        "ruff.toml"
      ],
      "has_editorconfig": true,
      "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": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
            "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": 0,
            "reason": "Found 0/23 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 3 contributing companies or organizations -- score normalized to 10",
            "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": 10,
            "reason": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
            "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": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 10,
            "reason": "SAST tool is run on all commits",
            "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": 2,
            "reason": "1 out of the last 5 releases have a total of 2 signed artifacts.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "18 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "c84356d0d01c6843c88a4ba17eea53064f0511fe",
        "ran_at": "2026-07-18T06:56:44Z",
        "aggregate_score": 5.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": true,
      "has_security_policy": true,
      "has_dependabot_config": true
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/jebel-quant/jquantstats",
    "host": "github.com",
    "name": "jquantstats",
    "owner": "jebel-quant"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 76,
      "inputs": {
        "security": 54,
        "vitality": 97,
        "community": 61,
        "governance": 64,
        "engineering": 100
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 97,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "commits_last_year": 1062,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 52
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "52/52 weeks with commits",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 52
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "1062 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 1062
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "releases_count": 67,
              "latest_release_tag": "v0.9.7",
              "releases_from_tags": false,
              "days_since_latest_release": 7,
              "mean_days_between_releases": 6.2
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "67 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 67
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~6.2 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 6.2
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "1 out of the last 5 releases have a total of 2 signed artifacts.",
                "points": 2,
                "status": "partial",
                "details": [],
                "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": "moderate",
        "name": "Community & Adoption",
        "value": 61,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "forks": 9,
              "stars": 44,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "44 stars",
                "points": 26.5,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 44
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "9 forks",
                "points": 7.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 9
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 64,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 7,
              "top_contributor_share": 0.616
            },
            "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 62% of commits",
                "points": 8.6,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 62
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "7 contributors",
                "points": 9.5,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "merged_prs": 562,
              "open_issues": 5,
              "closed_issues": 248,
              "issue_closed_ratio": 0.98,
              "closed_unmerged_prs": 78
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "98% of issues closed",
                "points": 45.8,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 98
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "562/640 decided PRs merged",
                "points": 33.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 562,
                      "decided": 640
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/23 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": 52,
            "inputs": {
              "followers": 25,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "Jebel-Quant",
              "public_repos": 23,
              "account_age_days": 395
            },
            "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": "25 followers of Jebel-Quant",
                "points": 10.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 25,
                      "login": "Jebel-Quant"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "23 public repos, account ~1 yr old",
                "points": 12.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 23
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "jquantstats"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 7
            },
            "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 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "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": "excellent",
        "name": "Engineering Quality",
        "value": 100,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "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": "11 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "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": "ruff.toml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "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": "29 out of 29 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": 100,
            "inputs": {
              "topics": [
                "analytics",
                "dashboard",
                "plotly",
                "polars"
              ],
              "has_wiki": true,
              "homepage": "https://jebel-quant.github.io/jquantstats/",
              "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://jebel-quant.github.io/jquantstats/",
                "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": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 54,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 5.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 29 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 0/23 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "1 out of the last 5 releases have a total of 2 signed artifacts.",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "18 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 4
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 81,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "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": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 3984
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 86,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "src/jquantstats/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "ruff.toml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "ruff.toml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "src/jquantstats/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "src/jquantstats/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": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 66571,
              "source_files_sampled": 128,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (src/jquantstats/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "src/jquantstats/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/128 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 128,
                      "oversized": 1
                    }
                  }
                ],
                "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": "2026-07-18T06:57:01.584582Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jebel-quant/jquantstats.svg",
  "full_name": "jebel-quant/jquantstats",
  "license_state": "standard",
  "license_spdx": "MIT"
}