Public recordExcellent
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-21 02:21 UTC
data-privacy-stack / presidio
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.
data-privacy-stack/presidio holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Security (97/100) and lowest on AI Readiness (70/100). It was last updated 4 days ago. 3 contributors account for most of its recent work.
90
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
90
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
Data Privacy StackOrganization
17 followers4 public repossince Apr 2026
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | presidio | 2.2.363 | 7,606 | 5 | 22 days ago | presidio |
| PyPI | presidio-clipoints to another repo — not scored | 0.0.8 | 161 | 6 | 1474 days ago | piichecker |
| PyPI | presidio_analyzer | 2.2.363 | 6,035,634 | 107 | 22 days ago | presidio-analyzer |
| PyPI | presidio_anonymizer | 2.2.363 | 4,438,092 | 43 | 22 days ago | presidio-anonymizer |
| PyPI | presidio_structured | 0.0.7 | - | 7 | 22 days ago | presidio-structured |
| PyPI | presidio-image-redactor | 0.0.59 | - | 23 | 22 days ago | presidio-image-redactor |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
94
Development activity
96Excellent
How it's scored
| 36/36 | Push recency — last push 4 days ago |
| 32.5/36 | Commit cadence — 47/52 weeks with commits |
| 18/18 | Commit volume — 284 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — no data |
Inputs used
| commits_last_year | 284 |
| human_commit_share | — |
| days_since_last_push | 4 |
| active_weeks_last_year | 47 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 48 releases published |
| 36/36 | Release recency — latest release 22 days ago |
| 19.8/27 | Release cadence — a release every ~91.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 48 |
| latest_release_tag | 2.2.363 |
| releases_from_tags | no |
| days_since_latest_release | 22 |
| mean_days_between_releases | 91.2 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
96
Popularity & adoption
96Excellent
How it's scored
| 60/60 | Stars — 10,090 stars |
| 25/25 | Forks — 1,211 forks |
| 10.8/15 | Watchers — 90 watchers |
Inputs used
| forks | 1,211 |
| stars | 10,090 |
| watchers | 90 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 10,481,332 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | presidio, presidio_analyzer, presidio_anonymizer, presidio_structured, presidio-image-redactor |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 10,481,332 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
74
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 16.3/22.5 | Commit distribution — top contributor authored 28% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — no data |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0.276 |
How it's scored
| 42.7/46.8 | Issue resolution — 91% of issues closed |
| 29.1/38.3 | PR acceptance — 1,071/1,408 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
Inputs used
| merged_prs | 1,071 |
| open_issues | 48 |
| closed_issues | 504 |
| issue_closed_ratio | 0.913 |
| closed_unmerged_prs | 337 |
Ownership & stewardship
45At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 9/25 | Owner reach — 17 followers of data-privacy-stack |
| 5.6/25 | Track record — 4 public repos, account ~0 yr old |
Inputs used
| followers | 17 |
| owner_type | Organization |
| is_verified | — |
| owner_login | data-privacy-stack |
| public_repos | 4 |
| account_age_days | 98 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 5 package(s) on pypi |
| 35/35 | Publish recency — latest publish 22 days ago |
| 20/20 | Version history — 107 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | presidio, presidio_analyzer, presidio_anonymizer, presidio_structured, presidio-image-redactor |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 22 |
Engineering Quality
Are baseline engineering and documentation practices in place?
95
Engineering practices
92Excellent
How it's scored
| 24/24 | CI workflows — 6 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://presidio.dataprivacystack.org |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 10/10 | Wiki |
Inputs used
| 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 | yes |
| homepage | https://presidio.dataprivacystack.org |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
97
Security posture
100Excellent
How it's scored
| 30/30 | Security policy (SECURITY.md) |
| 25/25 | Dependabot config |
| 0/25 | Dependency lockfiles — published library — lockfiles are an application concern, not expected |
| 20/20 | CodeQL workflow |
Inputs used
| 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 | yes |
| has_security_policy | yes |
| has_dependabot_config | yes |
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.
Dependency advisories
85Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 10/25 | Indirect dependencies free of known advisories — 1 affected: cryptography 46.0.7 (high 7.5) |
| 40/40 | No advisories left outstanding — no advisory has been public longer than 90 days |
Inputs used
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 55 |
| unassessed_packages | 0 |
| affected_by_severity | high 1 |
| direct_affected_packages | 0 |
Matched the pypi:presidio@2.2.363 runtime dependency closure — what installing the published package pulls in — 55 packages. Reachability is not analyzed.
AI Readiness
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.
70
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — .github/copilot-instructions.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | .github/copilot-instructions.md |
| agent_instruction_max_bytes | 26,062 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — 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 |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | yes |
| has_linter_config | yes |
| 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 | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — 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) |
| 54.9/55 | Manageable file sizes — 1/468 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 64,127 |
| source_files_sampled | 468 |
| oversized_source_files | 1 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — notebooks, recipes, samples |
Inputs used
| example_dirs | notebooks, recipes, samples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
10,090GitHub stars
100contributors
284commits, last 12 months
4days since last push
48releases
3bus factor
48open issues
PyPIpackage ecosystems
Data collection 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
More detail
Direct dependencies 31
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | spacy | (>=3.4.4,!=3.7.0,<4.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | spacy | (>=3.4.4,!=3.7.0,!=3.8.14,<4.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | numpy | (>=1.19.0,<2.5.0) | presidio-analyzer/pyproject.toml |
| PyPI | click | (>=8.1.0,<9.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | regex | (>=2023.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | tldextract | (>=5.3.1,<6.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | pyyaml | (>=6.0.3,<7.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | phonenumbers | (>=9.0.28,<10.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | pydantic | (>=2.12.5,<3.0.0) | presidio-analyzer/pyproject.toml |
| PyPI | cryptography | (>=48.0.1,<49.0.0) | presidio-anonymizer/pyproject.toml |
| PyPI | presidio-analyzer | (>=2.2.0,<3.0.0) | presidio-cli/pyproject.toml |
| PyPI | pyyaml | (>=6.0.0,<7.0.0) | presidio-cli/pyproject.toml |
| PyPI | pathspec | (>=0.9.0,<2.0.0) | presidio-cli/pyproject.toml |
| PyPI | click | (>=8.1.0,<9.0.0) | presidio-cli/pyproject.toml |
| PyPI | pillow | (>=9.0.0,<13.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | pytesseract | (>=0.3.13,<0.4) | presidio-image-redactor/pyproject.toml |
| PyPI | presidio-analyzer | (>=2.2.0,<3.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | matplotlib | (>=3.6.0,<4.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | pydicom | (>=2.3.0,<4.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | pypng | (>=0.20220715.0,<1.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | azure-ai-formrecognizer | (>=3.3.3,<4.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | opencv-python | (>=4.13.0.92,<5.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | python-gdcm | (>=3.0.24.1,<4.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | spacy | (>=3.8.7,<4.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | spacy | (>=3.8.7,!=3.8.14,<4.0.0) | presidio-image-redactor/pyproject.toml |
| PyPI | presidio-analyzer | (>=2.2.0,<3.0.0) | presidio-structured/pyproject.toml |
| PyPI | presidio-anonymizer | (>=2.2.0,<3.0.0) | presidio-structured/pyproject.toml |
| PyPI | pandas | (>=1.5.2,<4.0.0) | presidio-structured/pyproject.toml |
| PyPI | click | (>=8.1.0,<9.0.0) | presidio-structured/pyproject.toml |
| PyPI | presidio-analyzer | (>=2.2.0,<3.0.0) | presidio/pyproject.toml |
| PyPI | presidio-anonymizer | (>=2.2.0,<3.0.0) | presidio/pyproject.toml |
All dependencies 293
Full resolved dependency set from the GitHub dependency graph: 42 direct and 251 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | azure-ai-formrecognizer | 3.3.3 | direct |
| PyPI | click | 8.4.2 | direct |
| PyPI | cryptography | 46.0.7 | direct |
| PyPI | cryptography | 48.0.1 | direct |
| PyPI | cryptography | 49.0.0 | direct |
| PyPI | matplotlib | 3.10.9 | direct |
| PyPI | matplotlib | 3.11.0 | direct |
| PyPI | numpy | 2.0.2 | direct |
| PyPI | numpy | 2.2.6 | direct |
| PyPI | numpy | 2.4.6 | direct |
| PyPI | opencv-python | 4.13.0.92 | direct |
| PyPI | pandas | — | direct |
| PyPI | pandas | 2.3.3 | direct |
| PyPI | pandas | 3.0.3 | direct |
| PyPI | pathspec | — | direct |
| PyPI | pathspec | 1.1.1 | direct |
| PyPI | phonenumbers | 9.0.33 | direct |
| PyPI | phonenumbers | 9.0.34 | direct |
| PyPI | pillow | 12.2.0 | direct |
| PyPI | pillow | 12.3.0 | direct |
| PyPI | presidio-analyzer | — | direct |
| PyPI | presidio-analyzer | 2.2.355 | direct |
| PyPI | presidio-analyzer | 2.2.359 | direct |
| PyPI | presidio-analyzer | 2.2.362 | direct |
| PyPI | presidio-analyzer | 2.2.363 | direct |
| PyPI | presidio-anonymizer | — | direct |
| PyPI | presidio-anonymizer | 2.2.355 | direct |
| PyPI | presidio-anonymizer | 2.2.363 | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | pydantic | 2.9.2 | direct |
| PyPI | pydicom | 3.0.2 | direct |
| PyPI | pypng | 0.20220715.0 | direct |
| PyPI | pytesseract | 0.3.13 | direct |
| PyPI | python-gdcm | 3.2.6 | direct |
| PyPI | pyyaml | — | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | regex | 2026.6.28 | direct |
| PyPI | regex | 2026.7.10 | direct |
| PyPI | spacy | 3.8.13 | direct |
| PyPI | spacy | 3.8.14 | direct |
| PyPI | spacy | 3.8.2 | direct |
| PyPI | tldextract | 5.3.1 | direct |
| PyPI | absl-py | 2.4.0 | indirect |
| PyPI | absl-py | 2.5.0 | indirect |
| PyPI | accelerate | 1.14.0 | indirect |
| PyPI | aiohappyeyeballs | 2.7.1 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.14.1 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | azure-ai-textanalytics | — | indirect |
| PyPI | azure-ai-textanalytics | 5.4.0 | indirect |
| PyPI | azure-common | 1.1.28 | indirect |
| PyPI | azure-core | 1.41.0 | indirect |
| PyPI | azure-health-deidentification | 1.1.0b1 | indirect |
| PyPI | azure-identity | 1.25.3 | indirect |
| PyPI | black | — | indirect |
| PyPI | blinker | 1.9.0 | indirect |
| PyPI | blis | 1.0.2 | indirect |
| PyPI | blis | 1.3.3 | indirect |
| PyPI | build | 1.2.2.post1 | indirect |
| PyPI | catalogue | 2.0.10 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cffi | 2.1.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | chardet | 7.4.3 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | cloudpathlib | 0.24.0 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coloredlogs | 15.0.1 | indirect |
| PyPI | confection | 0.1.5 | indirect |
| PyPI | confection | 1.3.3 | indirect |
| PyPI | configargparse | 1.7 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.14.3 | indirect |
| PyPI | coverage | 7.15.0 | indirect |
| PyPI | cuda-bindings | 13.3.1 | indirect |
| PyPI | cuda-pathfinder | 1.5.6 | indirect |
| PyPI | cuda-toolkit | 13.0.2 | indirect |
| PyPI | cuda-toolkit | 13.0.3.0 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | cymem | 2.0.11 | indirect |
| PyPI | cymem | 2.0.13 | indirect |
| PyPI | diff-cover | 10.3.0 | indirect |
| PyPI | distlib | 0.4.3 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | emoji | 2.15.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fastapi | — | indirect |
| PyPI | fastapi | 0.129.0 | indirect |
| PyPI | filelock | 3.29.4 | indirect |
| PyPI | filelock | 3.29.5 | indirect |
| PyPI | filelock | 3.29.7 | indirect |
| PyPI | flair | — | indirect |
| PyPI | flask | 3.1.3 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | fonttools | 4.63.0 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.6.0 | indirect |
| PyPI | gliner | 0.2.27 | indirect |
| PyPI | google-api-core | 2.31.0 | indirect |
| PyPI | google-auth | 2.55.1 | indirect |
| PyPI | google-auth | 2.55.2 | indirect |
| PyPI | google-cloud-core | 2.6.0 | indirect |
| PyPI | google-cloud-storage | 3.12.0 | indirect |
| PyPI | google-cloud-storage | 3.12.1 | indirect |
| PyPI | google-crc32c | 1.8.0 | indirect |
| PyPI | google-genai | 2.10.0 | indirect |
| PyPI | google-genai | 2.11.0 | indirect |
| PyPI | google-resumable-media | 2.10.0 | indirect |
| PyPI | googleapis-common-protos | 1.75.0 | indirect |
| PyPI | gunicorn | 25.3.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.1 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | huggingface-hub | 0.36.2 | indirect |
| PyPI | humanfriendly | 10.0 | indirect |
| PyPI | identify | 2.6.19 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | isodate | 0.7.2 | indirect |
| PyPI | itsdangerous | 2.2.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.16.0 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | langcodes | 3.5.1 | indirect |
| PyPI | langextract | 1.5.0 | indirect |
| PyPI | langextract | 1.6.0 | indirect |
| PyPI | markdown | — | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mkdocstrings-python | — | indirect |
| PyPI | ml-collections | 1.1.0 | indirect |
| PyPI | more-itertools | 11.1.0 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | msal | 1.37.0 | indirect |
| PyPI | msal-extensions | 1.3.1 | indirect |
| PyPI | msrest | 0.7.1 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | murmurhash | 1.0.12 | indirect |
| PyPI | murmurhash | 1.0.15 | indirect |
| PyPI | nbconvert | — | indirect |
| PyPI | networkx | 3.4.2 | indirect |
| PyPI | networkx | 3.6.1 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | nvidia-cublas | 13.1.1.3 | indirect |
| PyPI | nvidia-cuda-cupti | 13.0.85 | indirect |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | indirect |
| PyPI | nvidia-cuda-runtime | 13.0.96 | indirect |
| PyPI | nvidia-cudnn-cu13 | 9.20.0.48 | indirect |
| PyPI | nvidia-cufft | 12.0.0.61 | indirect |
| PyPI | nvidia-cufile | 1.15.1.6 | indirect |
| PyPI | nvidia-curand | 10.4.0.35 | indirect |
| PyPI | nvidia-cusolver | 12.0.4.66 | indirect |
| PyPI | nvidia-cusparse | 12.6.3.3 | indirect |
| PyPI | nvidia-cusparselt-cu13 | 0.8.1 | indirect |
| PyPI | nvidia-nccl-cu13 | 2.29.7 | indirect |
| PyPI | nvidia-nvjitlink | 13.0.88 | indirect |
| PyPI | nvidia-nvjitlink | 13.3.33 | indirect |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | indirect |
| PyPI | nvidia-nvtx | 13.0.85 | indirect |
| PyPI | oauthlib | 3.3.1 | indirect |
| PyPI | onnxruntime | 1.23.2 | indirect |
| PyPI | onnxruntime | 1.27.0 | indirect |
| PyPI | openai | — | indirect |
| PyPI | openai | 1.37.1 | indirect |
| PyPI | openai | 2.44.0 | indirect |
| PyPI | openai | 2.45.0 | indirect |
| PyPI | opentelemetry-api | — | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | — | indirect |
| PyPI | opentelemetry-sdk | — | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pip | 26.1.2 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | — | indirect |
| PyPI | pre-commit | 4.6.0 | indirect |
| PyPI | preshed | 3.0.13 | indirect |
| PyPI | preshed | 3.0.9 | indirect |
| PyPI | presidio-cli | 0.0.9 | indirect |
| PyPI | presidio-image-redactor | — | indirect |
| PyPI | presidio-image-redactor | 0.0.59 | indirect |
| PyPI | presidio-structured | — | indirect |
| PyPI | presidio-structured | 0.0.7 | indirect |
| PyPI | propcache | 0.5.2 | indirect |
| PyPI | proto-plus | 1.28.0 | indirect |
| PyPI | proto-plus | 1.28.1 | indirect |
| PyPI | protobuf | 7.35.1 | indirect |
| PyPI | psutil | 7.2.2 | indirect |
| PyPI | pyasn1 | 0.6.3 | indirect |
| PyPI | pyasn1 | 0.6.4 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | — | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pymdown-extensions | — | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pyreadline3 | 3.5.6 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-mock | — | indirect |
| PyPI | pytest-mock | 3.15.1 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.4.2 | indirect |
| PyPI | python-discovery | 1.4.3 | indirect |
| PyPI | python-discovery | 1.4.4 | indirect |
| PyPI | python-dotenv | — | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | redis | 5.0.8 | indirect |
| PyPI | requests | — | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | requests-file | 3.0.1 | indirect |
| PyPI | requests-oauthlib | 2.0.0 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | ruff | — | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | ruff | 0.15.21 | indirect |
| PyPI | ruff | 0.9.2 | indirect |
| PyPI | safetensors | 0.8.0 | indirect |
| PyPI | sentencepiece | 0.2.1 | indirect |
| PyPI | sentencepiece | 0.2.2 | indirect |
| PyPI | setuptools | 81.0.0 | indirect |
| PyPI | setuptools | 82.0.1 | indirect |
| PyPI | setuptools | 83.0.0 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smart-open | 7.7.1 | indirect |
| PyPI | smart-open | 8.0.0 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | spacy-huggingface-pipelines | 0.0.4 | indirect |
| PyPI | spacy-legacy | 3.0.12 | indirect |
| PyPI | spacy-loggers | 1.0.5 | indirect |
| PyPI | srsly | 2.4.8 | indirect |
| PyPI | srsly | 2.5.3 | indirect |
| PyPI | st-annotated-text | — | indirect |
| PyPI | stanza | 1.13.0 | indirect |
| PyPI | streamlit | — | indirect |
| PyPI | streamlit-tags | — | indirect |
| PyPI | sympy | 1.14.0 | indirect |
| PyPI | tenacity | 9.1.4 | indirect |
| PyPI | termcolor | 3.3.0 | indirect |
| PyPI | textual | 0.79.1 | indirect |
| PyPI | textual-serve | 1.1.1 | indirect |
| PyPI | thinc | 8.3.13 | indirect |
| PyPI | thinc | 8.3.2 | indirect |
| PyPI | tokenizers | 0.22.2 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | torch | — | indirect |
| PyPI | torch | 2.12.1 | indirect |
| PyPI | torch | 2.13.0 | indirect |
| PyPI | tqdm | 4.68.3 | indirect |
| PyPI | tqdm | 4.68.4 | indirect |
| PyPI | transformers | 4.57.6 | indirect |
| PyPI | triton | 3.7.1 | indirect |
| PyPI | typer | 0.26.8 | indirect |
| PyPI | typer-slim | 0.24.0 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2026.2 | indirect |
| PyPI | tzdata | 2026.3 | indirect |
| PyPI | udapi | 0.5.2 | indirect |
| PyPI | udtools | 0.2.8 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uvicorn | — | indirect |
| PyPI | uvicorn | 0.30.6 | indirect |
| PyPI | virtualenv | 21.5.1 | indirect |
| PyPI | virtualenv | 21.6.1 | indirect |
| PyPI | waitress | 3.0.2 | indirect |
| PyPI | wasabi | 1.1.3 | indirect |
| PyPI | weasel | 0.4.3 | indirect |
| PyPI | weasel | 1.0.0 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | websockets | 16.1 | indirect |
| PyPI | werkzeug | 3.1.8 | indirect |
| PyPI | wrapt | 2.2.2 | indirect |
| PyPI | yarl | 1.24.2 | indirect |
| PyPI | zensical | — | indirect |
Dependency advisories 1
Installing pypi:presidio@2.2.363 pulls in 55 packages, direct and transitive: 1 carry known advisories, of which 0 are direct dependencies.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| cryptography | 46.0.7 | indirect | high | 1 | 48.0.1 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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]
},
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"cap": null,
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"code": "abandonment_unverified",
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}
],
"max_points": 100
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]
}
],
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},
{
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"name": "Community & Adoption",
"value": 96,
"weight": 0.18,
"metrics": [
{
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{
"code": "stars",
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}
],
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{
"key": "forks",
"name": "Forks",
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"details": [
{
"code": "forks",
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"count": 1211
}
}
],
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{
"key": "watchers",
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}
],
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]
},
{
"key": "community_health",
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"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
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"has_contributing": true,
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},
"components": [
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},
{
"key": "license",
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"status": "met",
"details": [
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"code": "license_standard",
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},
{
"code": "license_spdx",
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}
],
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{
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"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
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{
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{
"key": "pr_template",
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]
},
{
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"points": 80,
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{
"code": "downloads_monthly",
"params": {
"count": 10481332,
"ecosystems": "pypi"
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}
],
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{
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"code": "not_reported_by_this_ecosystem",
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}
],
"max_points": 20
}
]
}
],
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},
{
"key": "governance",
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"value": 74,
"weight": 0.24,
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{
"key": "maintainer_resilience",
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"note": null,
"notes": [],
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{
"key": "bus_factor",
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"status": "partial",
"details": [
{
"code": "bus_factor",
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"count": 3
}
}
],
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{
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"status": "partial",
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"code": "top_contributor_share",
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"share": 28
}
}
],
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{
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"code": "contributors_sampled",
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}
],
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{
"key": "openssf_scorecard_contributors",
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"points": 0,
"status": "excluded",
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{
"code": "no_data",
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}
],
"max_points": 10
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]
},
{
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"notes": [],
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"details": [
{
"code": "issues_closed_share",
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"share": 91
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}
],
"max_points": 46.75
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{
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{
"key": "openssf_scorecard_code_review",
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"code": "no_data",
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]
},
{
"key": "stewardship",
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"inputs": {
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"components": [
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"code": "owner_organization",
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}
],
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{
"key": "verified_domain",
"name": "Verified domain",
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"points": 0,
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{
"key": "owner_reach",
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{
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},
{
"code": "account_age_years",
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}
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]
},
{
"key": "package_maintenance",
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"components": [
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"code": "packages_published",
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}
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{
"key": "publish_recency",
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"code": "publish_recency",
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}
],
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{
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}
],
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"code": "package_not_deprecated",
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]
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],
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"note": null,
"notes": [],
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"components": [
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"name": "CI workflows",
"detail": "6 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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}
],
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{
"key": "tests_present",
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"details": [],
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},
{
"key": "linter_config",
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},
{
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"points": 9.6,
"status": "met",
"details": [],
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},
{
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"status": "missed",
"details": [],
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},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"pii",
"privacy",
"data-anonymization",
"de-identification",
"data-masking",
"transformers",
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"data-obfuscation",
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"named-entity-recognition",
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"components": [
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"details": [],
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"key": "documentation_directory",
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"status": "met",
"details": [],
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},
{
"key": "topics",
"name": "Topics",
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"status": "met",
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"code": "topics_count",
"params": {
"count": 20
}
}
],
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"details": [],
"max_points": 10
}
]
}
],
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},
{
"key": "security",
"band": "excellent",
"name": "Security",
"value": 97,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
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"e2e-tests/requirements.txt",
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"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"
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"has_dependabot_config": true
},
"components": [
{
"key": "security_policy_security_md",
"name": "Security policy (SECURITY.md)",
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"status": "met",
"details": [],
"max_points": 30
},
{
"key": "dependabot_config",
"name": "Dependabot config",
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"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",
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"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "dependency_advisories",
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"name": "Dependency advisories",
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"notes": [
{
"code": "advisories_scope_published",
"params": {
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"assessed": 55
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 85,
"inputs": {
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"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)"
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}
],
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},
{
"key": "no_advisories_left_outstanding",
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"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": [
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"Iran",
"North Korea"
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"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",
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"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
"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": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 26062
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"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"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.