Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-20 13:11 UTC

mckinsey / vizro

Vizro is a low-code toolkit for building high-quality data visualization apps.

PythonApache-2.0★ 3,810 stars⑂ 304 forkssince Sep 2023View on GitHub ↗
KindLibraryCommand-line toolMCP serverhow this is determined

mckinsey/vizro holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (99/100) and lowest on Security (72/100). It was last updated today. 4 contributors account for most of its recent work.

98
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

98
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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.

The weighted overall 87 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

Open Source by McKinseyOrganization · verified domain
849 followers7 public repossince Apr 2013

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIvizro1.0.015,081650 days ago
PyPIvizro_ai0.4.21,2922070 days ago
PyPIvizro-mcp0.1.41386258 days ago
PyPIvizro-experimental0.1.081123 days ago
PyPIvizro-dash-components0.3.016,550583 days ago

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

99Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
34.6/36Commit cadence — 50/52 weeks with commits
18/18Commit volume — 327 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year327
human_commit_share0.95
days_since_last_push0
active_weeks_last_year50

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 99 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~13.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count99
latest_release_tag1.0.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases13.8
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

86Excellent · 17% of overall
How it's scored
58.1/60Stars — 3,810 stars
20.7/25Forks — 304 forks
7.9/15Watchers — 27 watchers
Inputs used
forks304
stars3,810
watchers27
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges7
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesbadge.fury.io, readthedocs.org, shields.io, www.bestpractices.dev
has_pull_request_templateyes
How it's scored
60/80Monthly downloads — 31,631 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesvizro, vizro-dash-components
dependents—
ecosystemspypi
total_downloads—
monthly_downloads31,631
unverified_packages_excludedvizro_ai, vizro-mcp, vizro-experimental
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?

90Excellent · 23% of overall
How it's scored
43.2/54Bus factor — 4 contributor(s) cover half of all commits
17.6/22.5Commit distribution — top contributor authored 22% of commits
13.5/13.5Contributor breadth — 45 contributors
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Inputs used
bus_factor4
contributors_sampled45
top_contributor_share0.216
How it's scored
38.5/42Issue resolution — 92% of issues closed
24.2/30PR acceptance — 1,284/1,590 decided PRs merged
13/13Newcomer PR acceptance — 9/9 first-time contributors' PRs merged in 30d
12/15OpenSSF Scorecard: Code-Review — Found 26/29 approved changesets -- score normalized to 8
Inputs used
merged_prs1,284
open_issues25
closed_issues271
prs_merged_7d11
prs_decided_7d11
prs_merged_30d30
prs_decided_30d32
issue_closed_ratio0.916
closed_unmerged_prs306
first_time_authors_30d1
first_time_prs_merged_30d9
first_time_prs_decided_30d9
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
21.1/25Owner reach — 849 followers of mckinsey
18.6/25Track record — 7 public repos, account ~13 yr old
Inputs used
followers849
owner_typeOrganization
is_verifiedyes
owner_loginmckinsey
public_repos7
account_age_days4,924

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 5 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 65 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesvizro, vizro_ai, vizro-mcp, vizro-experimental, vizro-dash-components
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall
How it's scored
24/24CI workflows — 32 workflow(s)
24/24Tests present
16/16Linter config — biome.json, pyproject.toml ([tool.ruff]), vizro-ai/pyproject.toml ([tool.ruff]), vizro-core/pyproject.toml ([tool.ruff]), vizro-experimental/pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://vizro.readthedocs.io/en/stable/
10/10Repository description
10/10Topics — 7 topics
10/10Wiki
Inputs used
topicsdashboard, plotly, plotly-dash, python, pydantic, data-visualization, visualization
has_wikiyes
homepagehttps://vizro.readthedocs.io/en/stable/
docs_sitehttps://vizro.readthedocs.io/en/stable/
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

72Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
1.2/2.5CII-Best-Practices — badge detected: Passing
6/7.5Code-Review — Found 26/29 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 5 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
2/5SAST — SAST tool is not run on all commits -- score normalized to 4
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 41 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.5
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories52
affected_packages11
assessed_packages400
unassessed_packages35
affected_by_severitycritical 1, high 8, moderate 2
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 400 resolved dependencies against OSV. 35 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

86Excellent · 4% of overall
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md, vizro-core/AGENTS.md, vizro-core/CLAUDE.md, vizro-dash-components/AGENTS.md, vizro-dash-components/CLAUDE.md, vizro-e2e-flow/AGENTS.md, vizro-e2e-flow/CLAUDE.md, vizro-experimental/AGENTS.md, vizro-experimental/CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 77 of 95 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share0.811
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md, vizro-core/AGENTS.md, vizro-core/CLAUDE.md, vizro-dash-components/AGENTS.md, vizro-dash-components/CLAUDE.md, vizro-e2e-flow/AGENTS.md, vizro-e2e-flow/CLAUDE.md, vizro-experimental/AGENTS.md, vizro-experimental/CLAUDE.md
agent_instruction_max_bytes3,707
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — biome.json, pyproject.toml ([tool.ruff]), vizro-ai/pyproject.toml ([tool.ruff]), vizro-core/pyproject.toml ([tool.ruff]), vizro-experimental/pyproject.toml ([tool.ruff])
11/11Static type checking — vizro-core/src/vizro/py.typed, vizro-dash-components/tsconfig.json, vizro-mcp/src/vizro_mcp/py.typed
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
10/10Demonstrated agent practice — 6 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontaineryes
has_linter_configyes
typecheck_configsvizro-core/src/vizro/py.typed, vizro-dash-components/tsconfig.json, vizro-mcp/src/vizro_mcp/py.typed
agent_commit_share0.06
toolchain_manifests—
dependency_bot_commit_share0.02
How it's scored
27/45Type-checkable code — Python with type-check config (vizro-core/src/vizro/py.typed, vizro-dash-components/tsconfig.json, vizro-mcp/src/vizro_mcp/py.typed)
54.8/55Manageable file sizes — 2/474 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes121,311
source_files_sampled474
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

3,810GitHub stars
45contributors
327commits, last 12 months
0days since last push
99releases
4bus factor
25open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'vizro-e2e-flow' from its registry
  • Could not fetch npm package 'vizro-dash-components' from its registry
  • deps.dev does not index pypi:vizro@1.0.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 304 ⇿
0Stars
304Forks
95Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

050100150200250300290152023-092025-042026-10
Major 0Minor 0Patch 60

Each point covers 3 days.

OpenSSF Scorecard 6.5 / 10
6.5aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-10-20 13:10 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests27 out of 27 merged PRs checked by a CI test -- score normalized to 10
5CII-Best-Practicesbadge detected: Passing
8Code-ReviewFound 26/29 approved changesets -- score normalized to 8
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
4SASTSAST tool is not run on all commits -- score normalized to 4
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities41 existing vulnerabilities detected
Direct dependencies 39
RegistryPackageVersion constraintManifest
PyPIpandas—vizro-ai/pyproject.toml
PyPIplotly—vizro-ai/pyproject.toml
PyPIblack—vizro-ai/pyproject.toml
PyPIautoflake—vizro-ai/pyproject.toml
PyPIpydantic-ai-slim>=1.56.0vizro-ai/pyproject.toml
PyPIdash>=4,<5vizro-core/pyproject.toml
PyPIdash_bootstrap_components>=2vizro-core/pyproject.toml
PyPIdash-ag-grid>=34.3.0,!=35.2.0vizro-core/pyproject.toml
PyPIdash_mantine_components>=2.0.0vizro-core/pyproject.toml
PyPIvizro-dash-components>=0.3.0vizro-core/pyproject.toml
PyPIpandas>=2vizro-core/pyproject.toml
PyPIplotly>=5.24.0vizro-core/pyproject.toml
PyPIpydantic>=2.7.0vizro-core/pyproject.toml
PyPIflask_caching>=2,<2.5vizro-core/pyproject.toml
PyPIwrapt>=1vizro-core/pyproject.toml
PyPIblack—vizro-core/pyproject.toml
PyPIautoflake—vizro-core/pyproject.toml
PyPIpackaging—vizro-core/pyproject.toml
PyPIpython-box—vizro-core/pyproject.toml
npm@radix-ui/react-icons^1.3.2vizro-dash-components/package.json
npm@radix-ui/react-popover^1.1.15vizro-dash-components/package.json
npm@plotly/dash-component-plugins^1.2.3vizro-dash-components/package.json
npmmathjax^3.2.2vizro-dash-components/package.json
npmprop-types^15.8.1vizro-dash-components/package.json
npmramda^0.30.0vizro-dash-components/package.json
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PyPIdash>=4,<5vizro-dash-components/pyproject.toml
PyPIdash-mantine-components>=2.0.0vizro-dash-components/pyproject.toml
PyPIvizro>=0.1.56vizro-experimental/pyproject.toml
PyPIflask-caching>=2,<2.5vizro-experimental/pyproject.toml
PyPIdash-extensions>=1.0.0vizro-experimental/pyproject.toml
PyPIdash-iconify>=0.1.2vizro-experimental/pyproject.toml
PyPIvizro>=0.1.46vizro-mcp/pyproject.toml
PyPIhttpx>=0.28.1vizro-mcp/pyproject.toml
PyPImcp>=2.0.0vizro-mcp/pyproject.toml
PyPIclick>=8.1.7vizro-mcp/pyproject.toml
PyPIpandas—vizro-mcp/pyproject.toml
All dependencies 435

Full resolved dependency set from the GitHub dependency graph: 44 direct and 391 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIflask-caching—direct
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PyPIhttpx—direct
PyPImcp—direct
PyPIpackaging25.0direct
PyPIpandas—direct
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PyPIplotly—direct
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PyPIplotly6.6.0direct
PyPIpydantic—direct
PyPIpydantic2.12.5direct
PyPIpydantic-ai-slim—direct
PyPIpython-box7.3.2direct
PyPIvizro—direct
PyPIvizro0.1.62direct
PyPIvizro-dash-components—direct
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PyPIwrapt—direct
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npmacorn-jsx5.3.2indirect
npmajv8.18.0indirect
npmajv-formats2.1.1indirect
npmajv-keywords5.1.0indirect
npmansi-regex5.0.1indirect
npmansi-styles4.3.0indirect
npmaria-hidden1.2.6indirect
npmast-types0.14.2indirect
npmbabel-jest^29.7.0indirect
npmbail1.0.5indirect
npmbalanced-match4.0.4indirect
npmbaseline-browser-mapping2.9.19indirect
npmbrace-expansion5.0.7indirect
npmbraces3.0.3indirect
npmbrowserslist4.28.1indirect
npmbuffer-from1.1.2indirect
npmc87.14.0indirect
npmcaniuse-lite1.0.30001767indirect
npmchalk4.1.2indirect
npmcharacter-entities1.2.4indirect
npmcharacter-entities-legacy1.1.4indirect
npmcharacter-reference-invalid1.1.4indirect
npmchrome-trace-event1.0.4indirect
npmcliui7.0.4indirect
npmclone-deep4.0.1indirect
npmcollapse-white-space1.0.6indirect
npmcolor-convert2.0.1indirect
npmcolor-name1.1.4indirect
npmcolorette2.0.20indirect
npmcommander10.0.1indirect
npmcommander2.20.3indirect
npmconvert-source-map2.0.0indirect
npmcross-spawn7.0.6indirect
npmcss-loader6.11.0indirect
npmcssesc3.0.0indirect
npmcsstype3.2.3indirect
npmdebug4.4.3indirect
npmdetect-node-es1.1.0indirect
npmdoctrine3.0.0indirect
npmdom-serializer2.0.0indirect
npmdomelementtype2.3.0indirect
npmdomhandler5.0.3indirect
npmdomutils3.2.2indirect
npmelectron-to-chromium1.5.283indirect
npmemoji-regex8.0.0indirect
npmenhanced-resolve5.18.4indirect
npmentities4.5.0indirect
npmenvinfo7.21.0indirect
npmes-module-lexer2.0.0indirect
npmescalade3.2.0indirect
npmeslint-scope5.1.1indirect
npmesrecurse4.3.0indirect
npmestraverse4.3.0indirect
npmestraverse5.3.0indirect
npmestree-to-babel3.2.1indirect
npmesutils2.0.3indirect
npmevents3.3.0indirect
npmextend3.0.2indirect
npmfast-deep-equal3.1.3indirect
npmfast-uri3.1.4indirect
npmfastest-levenshtein1.0.16indirect
npmfill-range7.1.1indirect
npmfind-up4.1.0indirect
npmfind-up5.0.0indirect
npmflat5.0.2indirect
npmforeground-child2.0.0indirect
npmfs.realpath1.0.0indirect
npmfunction-bind1.1.2indirect
npmgensync1.0.0-beta.2indirect
npmget-caller-file2.0.5indirect
npmget-nonce1.0.1indirect
npmglob7.2.3indirect
npmglob-to-regexp0.4.1indirect
npmgraceful-fs4.2.11indirect
npmhas-flag4.0.0indirect
npmhasown2.0.2indirect
npmhtml-escaper2.0.2indirect
npmhtml-to-react1.7.0indirect
npmhtmlparser29.1.0indirect
npmicss-utils5.1.0indirect
npmimport-local3.2.0indirect
npminflight1.0.6indirect
npminherits2.0.4indirect
npminterpret3.1.1indirect
npmis-alphabetical1.0.4indirect
npmis-alphanumerical1.0.4indirect
npmis-buffer1.1.6indirect
npmis-core-module2.16.1indirect
npmis-decimal1.0.4indirect
npmis-fullwidth-code-point3.0.0indirect
npmis-hexadecimal1.0.4indirect
npmis-number7.0.0indirect
npmis-plain-obj1.1.0indirect
npmis-plain-object2.0.4indirect
npmis-whitespace-character1.0.4indirect
npmis-word-character1.0.4indirect
npmisexe2.0.0indirect
npmisobject3.0.1indirect
npmistanbul-lib-coverage3.2.2indirect
npmistanbul-lib-report3.0.1indirect
npmistanbul-reports3.2.0indirect
npmjest^29.7.0indirect
npmjest-environment-jsdom^29.7.0indirect
npmjest-worker27.5.1indirect
npmjs-tokens4.0.0indirect
npmjsesc3.1.0indirect
npmjson-parse-even-better-errors2.3.1indirect
npmjson-schema-traverse1.0.0indirect
npmjson52.2.3indirect
npmkind-of6.0.3indirect
npmloader-runner4.3.1indirect
npmlocate-path5.0.0indirect
npmlocate-path6.0.0indirect
npmlodash.camelcase4.3.0indirect
npmloose-envify1.4.0indirect
npmlru-cache5.1.1indirect
npmmake-dir4.0.0indirect
npmmarkdown-escapes1.0.4indirect
npmmdast-add-list-metadata1.0.1indirect
npmmerge-stream2.0.0indirect
npmmicromatch4.0.8indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmmin-indent1.0.1indirect
npmminimatch10.2.4indirect
npmms2.1.3indirect
npmnanoid3.3.11indirect
npmneo-async2.6.2indirect
npmnode-dir0.1.17indirect
npmnode-releases2.0.27indirect
npmobject-assign4.1.1indirect
npmonce1.4.0indirect
npmp-limit2.3.0indirect
npmp-limit3.1.0indirect
npmp-locate4.1.0indirect
npmp-locate5.0.0indirect
npmp-try2.2.0indirect
npmparse-entities1.2.2indirect
npmpath-browserify1.0.1indirect
npmpath-exists4.0.0indirect
npmpath-is-absolute1.0.1indirect
npmpath-key3.1.1indirect
npmpath-parse1.0.7indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.2indirect
npmpkg-dir4.2.0indirect
npmpostcss8.5.14indirect
npmpostcss-modules-extract-imports3.1.0indirect
npmpostcss-modules-local-by-default4.2.0indirect
npmpostcss-modules-scope3.2.1indirect
npmpostcss-modules-values4.0.0indirect
npmpostcss-selector-parser7.1.1indirect
npmpostcss-value-parser4.2.0indirect
npmprocess0.11.10indirect
npmreact18.2.0indirect
npmreact-docgen5.4.3indirect
npmreact-dom18.2.0indirect
npmreact-is16.13.1indirect
npmreact-remove-scroll2.7.2indirect
npmreact-remove-scroll-bar2.3.8indirect
npmreact-style-singleton2.2.3indirect
npmrechoir0.8.0indirect
npmremark-parse5.0.0indirect
npmrepeat-string1.6.1indirect
npmreplace-ext1.0.0indirect
npmrequire-directory2.1.1indirect
npmrequire-from-string2.0.2indirect
npmresolve1.22.11indirect
npmresolve-cwd3.0.0indirect
npmresolve-from5.0.0indirect
npmrimraf3.0.2indirect
npmscheduler0.23.2indirect
npmschema-utils4.3.3indirect
npmsemver6.3.1indirect
npmsemver7.7.3indirect
npmshallow-clone3.0.1indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmsignal-exit3.0.7indirect
npmsource-map0.6.1indirect
npmsource-map0.7.6indirect
npmsource-map-js1.2.1indirect
npmsource-map-support0.5.21indirect
npmstate-toggle1.0.3indirect
npmstring-width4.2.3indirect
npmstrip-ansi6.0.1indirect
npmstrip-indent3.0.0indirect
npmstyle-loader3.3.4indirect
npmsupports-color7.2.0indirect
npmsupports-color8.1.1indirect
npmsupports-preserve-symlinks-flag1.0.0indirect
npmtapable2.3.0indirect
npmterser5.46.0indirect
npmterser-webpack-plugin5.3.17indirect
npmtest-exclude6.0.0indirect
npmto-regex-range5.0.1indirect
npmtrim1.0.1indirect
npmtrim-trailing-lines1.1.4indirect
npmtrough1.0.5indirect
npmts-loader9.5.4indirect
npmts-toolbelt9.6.0indirect
npmtslib2.8.1indirect
npmtypes-ramda0.30.1indirect
npmtypescript5.9.3indirect
npmundici-types7.16.0indirect
npmunherit1.1.3indirect
npmunified6.2.0indirect
npmunist-util-is3.0.0indirect
npmunist-util-remove-position1.1.4indirect
npmunist-util-stringify-position1.1.2indirect
npmunist-util-visit1.4.1indirect
npmunist-util-visit-parents1.1.2indirect
npmunist-util-visit-parents2.1.2indirect
npmupdate-browserslist-db1.2.3indirect
npmuse-callback-ref1.3.3indirect
npmuse-sidecar1.1.3indirect
npmutil-deprecate1.0.2indirect
npmv8-to-istanbul9.3.0indirect
npmvfile2.3.0indirect
npmvfile-location2.0.6indirect
npmvfile-message1.1.1indirect
npmwatchpack2.5.1indirect
npmwebpack5.104.1indirect
npmwebpack-cli5.1.4indirect
npmwebpack-merge5.10.0indirect
npmwebpack-sources3.3.3indirect
npmwhich2.0.2indirect
npmwildcard2.0.1indirect
npmwrap-ansi7.0.0indirect
npmwrappy1.0.2indirect
npmx-is-string0.1.0indirect
npmxtend4.0.2indirect
npmy18n5.0.8indirect
npmyallist3.1.1indirect
npmyargs16.2.0indirect
npmyargs-parser20.2.9indirect
npmyocto-queue0.1.0indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic—indirect
PyPIbiopython1.87indirect
PyPIblinker1.9.0indirect
PyPIcachelib0.13.0indirect
PyPIcertifi2025.11.12indirect
PyPIcharset-normalizer3.4.4indirect
PyPIcontourpy1.3.3indirect
PyPIcycler0.12.1indirect
PyPIet-xmlfile2.0.0indirect
PyPIflask3.1.3indirect
PyPIfonttools4.63.0indirect
PyPIgunicorn23.0.0indirect
PyPIhatch-nodejs-version—indirect
PyPIidna3.11indirect
PyPIimportlib-metadata8.7.0indirect
PyPIipython—indirect
PyPIisort5.13.2indirect
PyPIitsdangerous2.2.0indirect
PyPIjinja23.1.6indirect
PyPIjupyterlab—indirect
PyPIkedro—indirect
PyPIkedro-datasets—indirect
PyPIkedro-viz—indirect
PyPIkiwisolver1.5.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib3.11.0indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals2.13.0indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.6.1indirect
PyPInotebook—indirect
PyPInumpy2.3.5indirect
PyPIopenpyxl3.1.5indirect
PyPIpathspec1.0.4indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.5.1indirect
PyPIpycirclize1.10.1indirect
PyPIpydantic-ai—indirect
PyPIpydantic-core2.41.5indirect
PyPIpyflakes3.4.0indirect
PyPIpyparsing3.3.2indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv—indirect
PyPIpytokens0.4.1indirect
PyPIpytz2025.2indirect
PyPIrequests2.33.0indirect
PyPIretrying1.4.2indirect
PyPIscikit-learn—indirect
PyPIseaborn—indirect
PyPIsix1.17.0indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPIurllib32.8.0indirect
PyPIvizro-ai—indirect
PyPIwerkzeug3.1.9indirect
PyPIzipp3.23.0indirect
Dependency advisories 11

This repository publishes no package the index resolves, so its own dependency graph was assessed — 400 packages, which also include development and test pins that never ship: 11 carry known advisories, of which 0 are direct. 35 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
pillow12.2.0indirectcritical2612.3.0
baseline-browser-mapping2.9.19indirecthigh12.11.0
brace-expansion5.0.7indirecthigh55.0.12
braces3.0.3indirecthigh1—
browserslist4.28.1indirecthigh24.28.7
fast-uri3.1.4indirecthigh74.1.5
nanoid3.3.11indirecthigh35.1.16
postcss8.5.14indirecthigh28.5.23
source-map-js1.2.1indirecthigh11.2.2
idna3.11indirectmoderate23.15
postcss-selector-parser7.1.1indirectmoderate27.1.6

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

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.