原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"python",
"pii",
"privacy",
"data-anonymization",
"de-identification",
"data-masking",
"transformers",
"pii-detection",
"data-obfuscation",
"data-privacy",
"data-redaction",
"guardrails",
"image-redactor",
"named-entity-recognition",
"nlp",
"personally-identifiable-information",
"phi",
"sensitive-data",
"spacy",
"anonymization"
],
"is_fork": false,
"size_kb": 345368,
"has_wiki": true,
"homepage": "https://presidio.dataprivacystack.org",
"languages": {
"HTML": 4901,
"Jinja": 1321,
"Shell": 369,
"Python": 2064516,
"Dockerfile": 4558
},
"pushed_at": "2026-07-16T07:08:59Z",
"created_at": "2018-05-04T11:08:58Z",
"owner_type": "Organization",
"updated_at": "2026-07-21T02:02:40Z",
"description": "An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "dataprivacystack.org",
"name": "Data Privacy Stack",
"type": "Organization",
"login": "data-privacy-stack",
"company": null,
"location": null,
"followers": 17,
"avatar_url": "https://avatars.githubusercontent.com/u/275623515?v=4",
"created_at": "2026-04-13T06:36:21Z",
"is_verified": null,
"public_repos": 4,
"account_age_days": 98
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": null,
"profile_has_license": true
},
"activity": {
"releases_count": 48,
"commits_last_year": 284,
"latest_release_at": "2026-06-28T16:21:00Z",
"latest_release_tag": "2.2.363",
"releases_from_tags": false,
"days_since_last_push": 4,
"active_weeks_last_year": 47,
"days_since_latest_release": 22,
"mean_days_between_releases": 91.2
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 100,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "presidio",
"exists": true,
"license": "MIT",
"keywords": [
"presidio",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/presidio/",
"is_deprecated": false,
"latest_version": "2.2.363",
"repository_url": "https://github.com/data-privacy-stack/presidio",
"versions_count": 5,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 7606,
"first_published_at": "2026-01-21T12:27:42.735217Z",
"latest_published_at": "2026-06-28T16:09:12.856681Z",
"latest_version_yanked": null,
"days_since_latest_publish": 22
},
{
"name": "presidio-cli",
"exists": true,
"license": "Apache 2.0",
"keywords": [
"pii",
"checker",
"License :: OSI Approved :: Apache Software License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9"
],
"ecosystem": "pypi",
"matches_repo": false,
"registry_url": "https://pypi.org/project/presidio-cli/",
"is_deprecated": false,
"latest_version": "0.0.8",
"repository_url": "https://github.com/insightsengineering/presidio-cli",
"versions_count": 6,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 161,
"first_published_at": "2022-02-04T16:40:30.164777Z",
"latest_published_at": "2022-07-07T16:41:39.469459Z",
"latest_version_yanked": null,
"days_since_latest_publish": 1474
},
{
"name": "presidio_analyzer",
"exists": true,
"license": "MIT",
"keywords": [
"presidio_analyzer",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/presidio_analyzer/",
"is_deprecated": false,
"latest_version": "2.2.363",
"repository_url": "https://github.com/data-privacy-stack/presidio",
"versions_count": 107,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 6035634,
"first_published_at": "2020-03-10T10:04:47.330152Z",
"latest_published_at": "2026-06-28T16:09:10.613756Z",
"latest_version_yanked": null,
"days_since_latest_publish": 22
},
{
"name": "presidio_anonymizer",
"exists": true,
"license": "MIT",
"keywords": [
"presidio_anonymizer",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/presidio_anonymizer/",
"is_deprecated": false,
"latest_version": "2.2.363",
"repository_url": "https://github.com/data-privacy-stack/presidio",
"versions_count": 43,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 4438092,
"first_published_at": "2021-02-07T13:13:44.514697Z",
"latest_published_at": "2026-06-28T16:09:14.089140Z",
"latest_version_yanked": null,
"days_since_latest_publish": 22
},
{
"name": "presidio_structured",
"exists": true,
"license": "MIT",
"keywords": [
"presidio_structured",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/presidio_structured/",
"is_deprecated": false,
"latest_version": "0.0.7",
"repository_url": "https://github.com/data-privacy-stack/presidio",
"versions_count": 7,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2024-02-12T15:44:12.740379Z",
"latest_published_at": "2026-06-28T16:09:15.287210Z",
"latest_version_yanked": null,
"days_since_latest_publish": 22
},
{
"name": "presidio-image-redactor",
"exists": true,
"license": "MIT",
"keywords": [
"presidio_image_redactor",
"License :: OSI Approved :: MIT License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/presidio-image-redactor/",
"is_deprecated": false,
"latest_version": "0.0.59",
"repository_url": "https://github.com/data-privacy-stack/presidio",
"versions_count": 23,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2021-03-01T10:57:26.964463Z",
"latest_published_at": "2026-06-28T16:09:13.449853Z",
"latest_version_yanked": null,
"days_since_latest_publish": 22
}
]
},
"popularity": {
"forks": 1211,
"stars": 10090,
"watchers": 90,
"open_issues_and_prs": 89
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"notebooks",
"recipes",
"samples"
],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": true,
"typecheck_configs": [
"presidio-analyzer/presidio_analyzer/py.typed",
"presidio-anonymizer/presidio_anonymizer/py.typed",
"presidio-image-redactor/presidio_image_redactor/py.typed",
"presidio-structured/presidio_structured/py.typed"
],
"largest_source_bytes": 64127,
"source_files_sampled": 468,
"oversized_source_files": 1,
"agent_instruction_files": [
".github/copilot-instructions.md"
],
"agent_instruction_max_bytes": 26062
},
"dependencies": {
"manifests": [
"docs/requirements-docs.txt",
"e2e-tests/requirements.txt",
"presidio-analyzer/Pipfile",
"presidio-analyzer/pyproject.toml",
"presidio-anonymizer/pyproject.toml",
"presidio-cli/Pipfile",
"presidio-cli/pyproject.toml",
"presidio-image-redactor/pyproject.toml",
"presidio-structured/pyproject.toml",
"presidio/pyproject.toml",
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [
{
"name": "cryptography",
"direct": false,
"version": "46.0.7",
"severity": "high",
"ecosystem": "pypi",
"cvss_score": 7.5,
"advisory_ids": [
"GHSA-537c-gmf6-5ccf"
],
"fixed_version": "48.0.1",
"advisory_count": 1,
"oldest_advisory_days": 35
}
],
"collected": true,
"truncated": false,
"by_severity": {
"high": 1
},
"advisory_count": 1,
"affected_count": 1,
"assessed_count": 55,
"assessed_package": "pypi:presidio@2.2.363",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "spacy",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=3.4.4,!=3.7.0,<4.0.0)"
},
{
"name": "spacy",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=3.4.4,!=3.7.0,!=3.8.14,<4.0.0)"
},
{
"name": "numpy",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=1.19.0,<2.5.0)"
},
{
"name": "click",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=8.1.0,<9.0.0)"
},
{
"name": "regex",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2023.0.0)"
},
{
"name": "tldextract",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=5.3.1,<6.0.0)"
},
{
"name": "pyyaml",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=6.0.3,<7.0.0)"
},
{
"name": "phonenumbers",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=9.0.28,<10.0.0)"
},
{
"name": "pydantic",
"manifest": "presidio-analyzer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.12.5,<3.0.0)"
},
{
"name": "cryptography",
"manifest": "presidio-anonymizer/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=48.0.1,<49.0.0)"
},
{
"name": "presidio-analyzer",
"manifest": "presidio-cli/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.2.0,<3.0.0)"
},
{
"name": "pyyaml",
"manifest": "presidio-cli/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=6.0.0,<7.0.0)"
},
{
"name": "pathspec",
"manifest": "presidio-cli/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=0.9.0,<2.0.0)"
},
{
"name": "click",
"manifest": "presidio-cli/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=8.1.0,<9.0.0)"
},
{
"name": "pillow",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=9.0.0,<13.0.0)"
},
{
"name": "pytesseract",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=0.3.13,<0.4)"
},
{
"name": "presidio-analyzer",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.2.0,<3.0.0)"
},
{
"name": "matplotlib",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=3.6.0,<4.0.0)"
},
{
"name": "pydicom",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.3.0,<4.0.0)"
},
{
"name": "pypng",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=0.20220715.0,<1.0.0)"
},
{
"name": "azure-ai-formrecognizer",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=3.3.3,<4.0.0)"
},
{
"name": "opencv-python",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=4.13.0.92,<5.0.0)"
},
{
"name": "python-gdcm",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=3.0.24.1,<4.0.0)"
},
{
"name": "spacy",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=3.8.7,<4.0.0)"
},
{
"name": "spacy",
"manifest": "presidio-image-redactor/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=3.8.7,!=3.8.14,<4.0.0)"
},
{
"name": "presidio-analyzer",
"manifest": "presidio-structured/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.2.0,<3.0.0)"
},
{
"name": "presidio-anonymizer",
"manifest": "presidio-structured/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.2.0,<3.0.0)"
},
{
"name": "pandas",
"manifest": "presidio-structured/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=1.5.2,<4.0.0)"
},
{
"name": "click",
"manifest": "presidio-structured/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=8.1.0,<9.0.0)"
},
{
"name": "presidio-analyzer",
"manifest": "presidio/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.2.0,<3.0.0)"
},
{
"name": "presidio-anonymizer",
"manifest": "presidio/pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "(>=2.2.0,<3.0.0)"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "azure-ai-formrecognizer",
"direct": true,
"version": "3.3.3",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": true,
"version": "8.4.2",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": true,
"version": "46.0.7",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": true,
"version": "48.0.1",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": true,
"version": "49.0.0",
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": true,
"version": "3.10.9",
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": true,
"version": "3.11.0",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "2.0.2",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "2.2.6",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "2.4.6",
"ecosystem": "pypi"
},
{
"name": "opencv-python",
"direct": true,
"version": "4.13.0.92",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": "2.3.3",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": true,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "phonenumbers",
"direct": true,
"version": "9.0.33",
"ecosystem": "pypi"
},
{
"name": "phonenumbers",
"direct": true,
"version": "9.0.34",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": true,
"version": "12.2.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": true,
"version": "12.3.0",
"ecosystem": "pypi"
},
{
"name": "presidio-analyzer",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "presidio-analyzer",
"direct": true,
"version": "2.2.355",
"ecosystem": "pypi"
},
{
"name": "presidio-analyzer",
"direct": true,
"version": "2.2.359",
"ecosystem": "pypi"
},
{
"name": "presidio-analyzer",
"direct": true,
"version": "2.2.362",
"ecosystem": "pypi"
},
{
"name": "presidio-analyzer",
"direct": true,
"version": "2.2.363",
"ecosystem": "pypi"
},
{
"name": "presidio-anonymizer",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "presidio-anonymizer",
"direct": true,
"version": "2.2.355",
"ecosystem": "pypi"
},
{
"name": "presidio-anonymizer",
"direct": true,
"version": "2.2.363",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": true,
"version": "2.9.2",
"ecosystem": "pypi"
},
{
"name": "pydicom",
"direct": true,
"version": "3.0.2",
"ecosystem": "pypi"
},
{
"name": "pypng",
"direct": true,
"version": "0.20220715.0",
"ecosystem": "pypi"
},
{
"name": "pytesseract",
"direct": true,
"version": "0.3.13",
"ecosystem": "pypi"
},
{
"name": "python-gdcm",
"direct": true,
"version": "3.2.6",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": true,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": true,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": true,
"version": "2026.6.28",
"ecosystem": "pypi"
},
{
"name": "regex",
"direct": true,
"version": "2026.7.10",
"ecosystem": "pypi"
},
{
"name": "spacy",
"direct": true,
"version": "3.8.13",
"ecosystem": "pypi"
},
{
"name": "spacy",
"direct": true,
"version": "3.8.14",
"ecosystem": "pypi"
},
{
"name": "spacy",
"direct": true,
"version": "3.8.2",
"ecosystem": "pypi"
},
{
"name": "tldextract",
"direct": true,
"version": "5.3.1",
"ecosystem": "pypi"
},
{
"name": "absl-py",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "absl-py",
"direct": false,
"version": "2.5.0",
"ecosystem": "pypi"
},
{
"name": "accelerate",
"direct": false,
"version": "1.14.0",
"ecosystem": "pypi"
},
{
"name": "aiohappyeyeballs",
"direct": false,
"version": "2.7.1",
"ecosystem": "pypi"
},
{
"name": "aiohttp",
"direct": false,
"version": "3.14.1",
"ecosystem": "pypi"
},
{
"name": "aiosignal",
"direct": false,
"version": "1.4.0",
"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": "4.14.1",
"ecosystem": "pypi"
},
{
"name": "async-timeout",
"direct": false,
"version": "5.0.1",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "azure-ai-textanalytics",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "azure-ai-textanalytics",
"direct": false,
"version": "5.4.0",
"ecosystem": "pypi"
},
{
"name": "azure-common",
"direct": false,
"version": "1.1.28",
"ecosystem": "pypi"
},
{
"name": "azure-core",
"direct": false,
"version": "1.41.0",
"ecosystem": "pypi"
},
{
"name": "azure-health-deidentification",
"direct": false,
"version": "1.1.0b1",
"ecosystem": "pypi"
},
{
"name": "azure-identity",
"direct": false,
"version": "1.25.3",
"ecosystem": "pypi"
},
{
"name": "black",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "blinker",
"direct": false,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "blis",
"direct": false,
"version": "1.0.2",
"ecosystem": "pypi"
},
{
"name": "blis",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "build",
"direct": false,
"version": "1.2.2.post1",
"ecosystem": "pypi"
},
{
"name": "catalogue",
"direct": false,
"version": "2.0.10",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.6.17",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "cfgv",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "chardet",
"direct": false,
"version": "7.4.3",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.7",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.9",
"ecosystem": "pypi"
},
{
"name": "cloudpathlib",
"direct": false,
"version": "0.24.0",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coloredlogs",
"direct": false,
"version": "15.0.1",
"ecosystem": "pypi"
},
{
"name": "confection",
"direct": false,
"version": "0.1.5",
"ecosystem": "pypi"
},
{
"name": "confection",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "configargparse",
"direct": false,
"version": "1.7",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.2",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.14.3",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.15.0",
"ecosystem": "pypi"
},
{
"name": "cuda-bindings",
"direct": false,
"version": "13.3.1",
"ecosystem": "pypi"
},
{
"name": "cuda-pathfinder",
"direct": false,
"version": "1.5.6",
"ecosystem": "pypi"
},
{
"name": "cuda-toolkit",
"direct": false,
"version": "13.0.2",
"ecosystem": "pypi"
},
{
"name": "cuda-toolkit",
"direct": false,
"version": "13.0.3.0",
"ecosystem": "pypi"
},
{
"name": "cycler",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "cymem",
"direct": false,
"version": "2.0.11",
"ecosystem": "pypi"
},
{
"name": "cymem",
"direct": false,
"version": "2.0.13",
"ecosystem": "pypi"
},
{
"name": "diff-cover",
"direct": false,
"version": "10.3.0",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.4.3",
"ecosystem": "pypi"
},
{
"name": "distro",
"direct": false,
"version": "1.9.0",
"ecosystem": "pypi"
},
{
"name": "emoji",
"direct": false,
"version": "2.15.0",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "fastapi",
"direct": false,
"version": "0.129.0",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.29.4",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.29.5",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.29.7",
"ecosystem": "pypi"
},
{
"name": "flair",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "flask",
"direct": false,
"version": "3.1.3",
"ecosystem": "pypi"
},
{
"name": "flatbuffers",
"direct": false,
"version": "25.12.19",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.63.0",
"ecosystem": "pypi"
},
{
"name": "frozenlist",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2026.6.0",
"ecosystem": "pypi"
},
{
"name": "gliner",
"direct": false,
"version": "0.2.27",
"ecosystem": "pypi"
},
{
"name": "google-api-core",
"direct": false,
"version": "2.31.0",
"ecosystem": "pypi"
},
{
"name": "google-auth",
"direct": false,
"version": "2.55.1",
"ecosystem": "pypi"
},
{
"name": "google-auth",
"direct": false,
"version": "2.55.2",
"ecosystem": "pypi"
},
{
"name": "google-cloud-core",
"direct": false,
"version": "2.6.0",
"ecosystem": "pypi"
},
{
"name": "google-cloud-storage",
"direct": false,
"version": "3.12.0",
"ecosystem": "pypi"
},
{
"name": "google-cloud-storage",
"direct": false,
"version": "3.12.1",
"ecosystem": "pypi"
},
{
"name": "google-crc32c",
"direct": false,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "google-genai",
"direct": false,
"version": "2.10.0",
"ecosystem": "pypi"
},
{
"name": "google-genai",
"direct": false,
"version": "2.11.0",
"ecosystem": "pypi"
},
{
"name": "google-resumable-media",
"direct": false,
"version": "2.10.0",
"ecosystem": "pypi"
},
{
"name": "googleapis-common-protos",
"direct": false,
"version": "1.75.0",
"ecosystem": "pypi"
},
{
"name": "gunicorn",
"direct": false,
"version": "25.3.0",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "hf-xet",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "huggingface-hub",
"direct": false,
"version": "0.36.2",
"ecosystem": "pypi"
},
{
"name": "humanfriendly",
"direct": false,
"version": "10.0",
"ecosystem": "pypi"
},
{
"name": "identify",
"direct": false,
"version": "2.6.19",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "isodate",
"direct": false,
"version": "0.7.2",
"ecosystem": "pypi"
},
{
"name": "itsdangerous",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "jiter",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "langcodes",
"direct": false,
"version": "3.5.1",
"ecosystem": "pypi"
},
{
"name": "langextract",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "langextract",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "markdown",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.2.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings-python",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ml-collections",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "more-itertools",
"direct": false,
"version": "11.1.0",
"ecosystem": "pypi"
},
{
"name": "mpmath",
"direct": false,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "msal",
"direct": false,
"version": "1.37.0",
"ecosystem": "pypi"
},
{
"name": "msal-extensions",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "msrest",
"direct": false,
"version": "0.7.1",
"ecosystem": "pypi"
},
{
"name": "multidict",
"direct": false,
"version": "6.7.1",
"ecosystem": "pypi"
},
{
"name": "murmurhash",
"direct": false,
"version": "1.0.12",
"ecosystem": "pypi"
},
{
"name": "murmurhash",
"direct": false,
"version": "1.0.15",
"ecosystem": "pypi"
},
{
"name": "nbconvert",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": "3.4.2",
"ecosystem": "pypi"
},
{
"name": "networkx",
"direct": false,
"version": "3.6.1",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.10.0",
"ecosystem": "pypi"
},
{
"name": "nvidia-cublas",
"direct": false,
"version": "13.1.1.3",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-cupti",
"direct": false,
"version": "13.0.85",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-nvrtc",
"direct": false,
"version": "13.0.88",
"ecosystem": "pypi"
},
{
"name": "nvidia-cuda-runtime",
"direct": false,
"version": "13.0.96",
"ecosystem": "pypi"
},
{
"name": "nvidia-cudnn-cu13",
"direct": false,
"version": "9.20.0.48",
"ecosystem": "pypi"
},
{
"name": "nvidia-cufft",
"direct": false,
"version": "12.0.0.61",
"ecosystem": "pypi"
},
{
"name": "nvidia-cufile",
"direct": false,
"version": "1.15.1.6",
"ecosystem": "pypi"
},
{
"name": "nvidia-curand",
"direct": false,
"version": "10.4.0.35",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusolver",
"direct": false,
"version": "12.0.4.66",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusparse",
"direct": false,
"version": "12.6.3.3",
"ecosystem": "pypi"
},
{
"name": "nvidia-cusparselt-cu13",
"direct": false,
"version": "0.8.1",
"ecosystem": "pypi"
},
{
"name": "nvidia-nccl-cu13",
"direct": false,
"version": "2.29.7",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvjitlink",
"direct": false,
"version": "13.0.88",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvjitlink",
"direct": false,
"version": "13.3.33",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvshmem-cu13",
"direct": false,
"version": "3.4.5",
"ecosystem": "pypi"
},
{
"name": "nvidia-nvtx",
"direct": false,
"version": "13.0.85",
"ecosystem": "pypi"
},
{
"name": "oauthlib",
"direct": false,
"version": "3.3.1",
"ecosystem": "pypi"
},
{
"name": "onnxruntime",
"direct": false,
"version": "1.23.2",
"ecosystem": "pypi"
},
{
"name": "onnxruntime",
"direct": false,
"version": "1.27.0",
"ecosystem": "pypi"
},
{
"name": "openai",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "openai",
"direct": false,
"version": "1.37.1",
"ecosystem": "pypi"
},
{
"name": "openai",
"direct": false,
"version": "2.44.0",
"ecosystem": "pypi"
},
{
"name": "openai",
"direct": false,
"version": "2.45.0",
"ecosystem": "pypi"
},
{
"name": "opentelemetry-api",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "opentelemetry-exporter-otlp-proto-grpc",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "opentelemetry-sdk",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.0",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "pip",
"direct": false,
"version": "26.1.2",
"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": null,
"ecosystem": "pypi"
},
{
"name": "pre-commit",
"direct": false,
"version": "4.6.0",
"ecosystem": "pypi"
},
{
"name": "preshed",
"direct": false,
"version": "3.0.13",
"ecosystem": "pypi"
},
{
"name": "preshed",
"direct": false,
"version": "3.0.9",
"ecosystem": "pypi"
},
{
"name": "presidio-cli",
"direct": false,
"version": "0.0.9",
"ecosystem": "pypi"
},
{
"name": "presidio-image-redactor",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "presidio-image-redactor",
"direct": false,
"version": "0.0.59",
"ecosystem": "pypi"
},
{
"name": "presidio-structured",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "presidio-structured",
"direct": false,
"version": "0.0.7",
"ecosystem": "pypi"
},
{
"name": "propcache",
"direct": false,
"version": "0.5.2",
"ecosystem": "pypi"
},
{
"name": "proto-plus",
"direct": false,
"version": "1.28.0",
"ecosystem": "pypi"
},
{
"name": "proto-plus",
"direct": false,
"version": "1.28.1",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": "7.35.1",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "pyasn1",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "pyasn1",
"direct": false,
"version": "0.6.4",
"ecosystem": "pypi"
},
{
"name": "pyasn1-modules",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.46.4",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pyjwt",
"direct": false,
"version": "2.13.0",
"ecosystem": "pypi"
},
{
"name": "pymdown-extensions",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pyparsing",
"direct": false,
"version": "3.3.2",
"ecosystem": "pypi"
},
{
"name": "pyproject-hooks",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "pyreadline3",
"direct": false,
"version": "3.5.6",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.1.1",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "pytest-mock",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "pytest-mock",
"direct": false,
"version": "3.15.1",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.4.2",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.4.3",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.4.4",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "pytz",
"direct": false,
"version": "2026.2",
"ecosystem": "pypi"
},
{
"name": "redis",
"direct": false,
"version": "5.0.8",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "requests-file",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "requests-oauthlib",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "15.0.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.20",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.21",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.9.2",
"ecosystem": "pypi"
},
{
"name": "safetensors",
"direct": false,
"version": "0.8.0",
"ecosystem": "pypi"
},
{
"name": "sentencepiece",
"direct": false,
"version": "0.2.1",
"ecosystem": "pypi"
},
{
"name": "sentencepiece",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "81.0.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "82.0.1",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "83.0.0",
"ecosystem": "pypi"
},
{
"name": "shellingham",
"direct": false,
"version": "1.5.4",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "smart-open",
"direct": false,
"version": "7.7.1",
"ecosystem": "pypi"
},
{
"name": "smart-open",
"direct": false,
"version": "8.0.0",
"ecosystem": "pypi"
},
{
"name": "sniffio",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "spacy-huggingface-pipelines",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "spacy-legacy",
"direct": false,
"version": "3.0.12",
"ecosystem": "pypi"
},
{
"name": "spacy-loggers",
"direct": false,
"version": "1.0.5",
"ecosystem": "pypi"
},
{
"name": "srsly",
"direct": false,
"version": "2.4.8",
"ecosystem": "pypi"
},
{
"name": "srsly",
"direct": false,
"version": "2.5.3",
"ecosystem": "pypi"
},
{
"name": "st-annotated-text",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "stanza",
"direct": false,
"version": "1.13.0",
"ecosystem": "pypi"
},
{
"name": "streamlit",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "streamlit-tags",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "sympy",
"direct": false,
"version": "1.14.0",
"ecosystem": "pypi"
},
{
"name": "tenacity",
"direct": false,
"version": "9.1.4",
"ecosystem": "pypi"
},
{
"name": "termcolor",
"direct": false,
"version": "3.3.0",
"ecosystem": "pypi"
},
{
"name": "textual",
"direct": false,
"version": "0.79.1",
"ecosystem": "pypi"
},
{
"name": "textual-serve",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "thinc",
"direct": false,
"version": "8.3.13",
"ecosystem": "pypi"
},
{
"name": "thinc",
"direct": false,
"version": "8.3.2",
"ecosystem": "pypi"
},
{
"name": "tokenizers",
"direct": false,
"version": "0.22.2",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.1",
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": false,
"version": "2.12.1",
"ecosystem": "pypi"
},
{
"name": "torch",
"direct": false,
"version": "2.13.0",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": false,
"version": "4.68.3",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": false,
"version": "4.68.4",
"ecosystem": "pypi"
},
{
"name": "transformers",
"direct": false,
"version": "4.57.6",
"ecosystem": "pypi"
},
{
"name": "triton",
"direct": false,
"version": "3.7.1",
"ecosystem": "pypi"
},
{
"name": "typer",
"direct": false,
"version": "0.26.8",
"ecosystem": "pypi"
},
{
"name": "typer-slim",
"direct": false,
"version": "0.24.0",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.16.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2026.2",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2026.3",
"ecosystem": "pypi"
},
{
"name": "udapi",
"direct": false,
"version": "0.5.2",
"ecosystem": "pypi"
},
{
"name": "udtools",
"direct": false,
"version": "0.2.8",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.30.6",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "21.5.1",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "21.6.1",
"ecosystem": "pypi"
},
{
"name": "waitress",
"direct": false,
"version": "3.0.2",
"ecosystem": "pypi"
},
{
"name": "wasabi",
"direct": false,
"version": "1.1.3",
"ecosystem": "pypi"
},
{
"name": "weasel",
"direct": false,
"version": "0.4.3",
"ecosystem": "pypi"
},
{
"name": "weasel",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "16.0",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "16.1",
"ecosystem": "pypi"
},
{
"name": "werkzeug",
"direct": false,
"version": "3.1.8",
"ecosystem": "pypi"
},
{
"name": "wrapt",
"direct": false,
"version": "2.2.2",
"ecosystem": "pypi"
},
{
"name": "yarl",
"direct": false,
"version": "1.24.2",
"ecosystem": "pypi"
},
{
"name": "zensical",
"direct": false,
"version": null,
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 293,
"direct_count": 42,
"indirect_count": 251
}
},
"maintainership": {
"issues": {
"open_prs": 41,
"merged_prs": 1071,
"open_issues": 48,
"closed_ratio": 0.913,
"closed_issues": 504,
"closed_unmerged_prs": 337
},
"bus_factor": 3,
"top_contributors": [
{
"type": "User",
"login": "omri374",
"commits": 378,
"avatar_url": "https://avatars.githubusercontent.com/u/3776619?v=4"
},
{
"type": "User",
"login": "SharonHart",
"commits": 175,
"avatar_url": "https://avatars.githubusercontent.com/u/15013757?v=4"
},
{
"type": "User",
"login": "shiranr",
"commits": 152,
"avatar_url": "https://avatars.githubusercontent.com/u/1862328?v=4"
},
{
"type": "User",
"login": "balteravishay",
"commits": 113,
"avatar_url": "https://avatars.githubusercontent.com/u/12952294?v=4"
},
{
"type": "User",
"login": "navalev",
"commits": 71,
"avatar_url": "https://avatars.githubusercontent.com/u/13420239?v=4"
},
{
"type": "Bot",
"login": "dependabot[bot]",
"commits": 71,
"avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
},
{
"type": "User",
"login": "eladiw",
"commits": 52,
"avatar_url": "https://avatars.githubusercontent.com/u/13205761?v=4"
},
{
"type": "Bot",
"login": "Copilot",
"commits": 36,
"avatar_url": "https://avatars.githubusercontent.com/in/1143301?v=4"
},
{
"type": "User",
"login": "itye-msft",
"commits": 33,
"avatar_url": "https://avatars.githubusercontent.com/u/26870839?v=4"
},
{
"type": "User",
"login": "niwilso",
"commits": 28,
"avatar_url": "https://avatars.githubusercontent.com/u/55208683?v=4"
}
],
"contributors_sampled": 100,
"top_contributor_share": 0.276
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"codeql-analysis.yml",
"defender-for-devops.yml",
"label-external.yml",
"release-docs.yml",
"release.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": null,
"has_codeql_workflow": true,
"has_security_policy": true,
"has_dependabot_config": true
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/data-privacy-stack/presidio",
"host": "github.com",
"name": "presidio",
"owner": "data-privacy-stack"
},
"metrics": {
"overall": {
"key": "overall",
"band": "excellent",
"name": "Overall health",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"security": 97,
"vitality": 94,
"community": 96,
"governance": 74,
"engineering": 95
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "excellent",
"name": "Vitality",
"value": 94,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "excellent",
"name": "Development activity",
"note": null,
"notes": [],
"value": 96,
"inputs": {
"commits_last_year": 284,
"human_commit_share": null,
"days_since_last_push": 4,
"active_weeks_last_year": 47
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 4 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 4
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "47/52 weeks with commits",
"points": 32.5,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 47
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "284 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 284
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"releases_count": 48,
"latest_release_tag": "2.2.363",
"releases_from_tags": false,
"days_since_latest_release": 22,
"mean_days_between_releases": 91.2
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "48 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 48
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 22 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 22
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~91.2 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 91.2
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "OpenSSF Scorecard unavailable",
"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": "excellent",
"name": "Community & Adoption",
"value": 96,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "excellent",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 96,
"inputs": {
"forks": 1211,
"stars": 10090,
"watchers": 90,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "10,090 stars",
"points": 60,
"status": "met",
"details": [
{
"code": "stars",
"params": {
"count": 10090
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "1,211 forks",
"points": 25,
"status": "met",
"details": [
{
"code": "forks",
"params": {
"count": 1211
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "90 watchers",
"points": 10.8,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 90
}
}
],
"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
}
]
},
{
"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": [
"presidio",
"presidio_analyzer",
"presidio_anonymizer",
"presidio_structured",
"presidio-image-redactor"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 10481332
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "10,481,332 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 10481332,
"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": "good",
"name": "Sustainability & Governance",
"value": 74,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "good",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 73,
"inputs": {
"bus_factor": 3,
"contributors_sampled": 100,
"top_contributor_share": 0.276
},
"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 28% of commits",
"points": 16.3,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 28
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "100 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"merged_prs": 1071,
"open_issues": 48,
"closed_issues": 504,
"issue_closed_ratio": 0.913,
"closed_unmerged_prs": 337
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "91% of issues closed",
"points": 42.7,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 91
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "1071/1408 decided PRs merged",
"points": 29.1,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 1071,
"decided": 1408
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 45,
"inputs": {
"followers": 17,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "data-privacy-stack",
"public_repos": 4,
"account_age_days": 98
},
"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": "17 followers of data-privacy-stack",
"points": 9,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 17,
"login": "data-privacy-stack"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "4 public repos, account ~0 yr old",
"points": 5.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 4
}
},
{
"code": "account_age_years",
"params": {
"years": 0
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"presidio",
"presidio_analyzer",
"presidio_anonymizer",
"presidio_structured",
"presidio-image-redactor"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 22
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "5 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 5,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 22 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 22
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "107 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 107
}
}
],
"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": 95,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 92,
"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": "6 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 6
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"python",
"pii",
"privacy",
"data-anonymization",
"de-identification",
"data-masking",
"transformers",
"pii-detection",
"data-obfuscation",
"data-privacy",
"data-redaction",
"guardrails",
"image-redactor",
"named-entity-recognition",
"nlp",
"personally-identifiable-information",
"phi",
"sensitive-data",
"spacy",
"anonymization"
],
"has_wiki": true,
"homepage": "https://presidio.dataprivacystack.org",
"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://presidio.dataprivacystack.org",
"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": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"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": "excellent",
"name": "Security",
"value": 97,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "excellent",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"dependency_lockfiles"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "file_signals",
"lockfiles": [
"uv.lock"
],
"manifests": [
"docs/requirements-docs.txt",
"e2e-tests/requirements.txt",
"presidio-analyzer/Pipfile",
"presidio-analyzer/pyproject.toml",
"presidio-anonymizer/pyproject.toml",
"presidio-cli/Pipfile",
"presidio-cli/pyproject.toml",
"presidio-image-redactor/pyproject.toml",
"presidio-structured/pyproject.toml",
"presidio/pyproject.toml",
"pyproject.toml"
],
"has_codeql_workflow": true,
"has_security_policy": true,
"has_dependabot_config": true
},
"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "dependabot_config",
"name": "Dependabot config",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "dependency_lockfiles",
"name": "Dependency lockfiles",
"detail": "published library — lockfiles are an application concern, not expected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "lockfiles_not_expected",
"params": {}
}
],
"max_points": 25
},
{
"key": "codeql_workflow",
"name": "CodeQL workflow",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Matched the pypi:presidio@2.2.363 runtime dependency closure — what installing the published package pulls in — 55 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:presidio@2.2.363",
"assessed": 55
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 85,
"inputs": {
"source": "osv",
"advisories": 1,
"affected_packages": 1,
"assessed_packages": 55,
"unassessed_packages": 0,
"affected_by_severity": "high 1",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "1 affected: cryptography 46.0.7 (high 7.5)",
"points": 10,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 1,
"packages": "cryptography 46.0.7 (high 7.5)"
}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory has been public longer than 90 days",
"points": 40,
"status": "met",
"details": [
{
"code": "advisories_none_stale",
"params": {
"days": 90
}
}
],
"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": 55,
"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": 5
},
"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": 70,
"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": [
".github/copilot-instructions.md"
],
"agent_instruction_max_bytes": 26062
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".github/copilot-instructions.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".github/copilot-instructions.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": "good",
"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": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [
"presidio-analyzer/presidio_analyzer/py.typed",
"presidio-anonymizer/presidio_anonymizer/py.typed",
"presidio-image-redactor/presidio_image_redactor/py.typed",
"presidio-structured/presidio_structured/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "presidio-analyzer/presidio_analyzer/py.typed, presidio-anonymizer/presidio_anonymizer/py.typed, presidio-image-redactor/presidio_image_redactor/py.typed, presidio-structured/presidio_structured/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "presidio-analyzer/presidio_analyzer/py.typed, presidio-anonymizer/presidio_anonymizer/py.typed, presidio-image-redactor/presidio_image_redactor/py.typed, presidio-structured/presidio_structured/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, 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": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": 64127,
"source_files_sampled": 468,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (presidio-analyzer/presidio_analyzer/py.typed, presidio-anonymizer/presidio_anonymizer/py.typed, presidio-image-redactor/presidio_image_redactor/py.typed, presidio-structured/presidio_structured/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "presidio-analyzer/presidio_analyzer/py.typed, presidio-anonymizer/presidio_anonymizer/py.typed, presidio-image-redactor/presidio_image_redactor/py.typed, presidio-structured/presidio_structured/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/468 source files over 60KB",
"points": 54.9,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 468,
"oversized": 1
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"notebooks",
"recipes",
"samples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "notebooks, recipes, samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "notebooks, recipes, samples"
}
}
],
"max_points": 40
}
]
}
],
"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": [
"pypi package 'presidio-cli' points at a different repository (https://github.com/insightsengineering/presidio-cli); excluded from ecosystem scoring",
"OpenSSF Scorecard did not return a usable result (2026/07/21 02:20:02 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-21T02:21:02.917332Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/data-privacy-stack/presidio.svg",
"full_name": "data-privacy-stack/presidio",
"license_state": "standard",
"license_spdx": "MIT"
}