Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-13 06:38 UTC

owid / etl

A compute graph for loading and transforming OWID's data

PythonMIT★ 159 stars⑂ 30 forkssince Sep 2021View on GitHub ↗
KindCommand-line toolLibraryMCP serverNetwork servicehow this is determined

owid/etl holds a health index of 84 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (92/100) and lowest on Security (55/100). It was last updated today. 2 contributors account for most of its recent work.

84
overall / 100
Excellent

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.

84
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 71 is calibrated to 84 on the published index scale (record calibration 2026-08-02).

Ownership

Our World in DataOrganization · verified domain
2,200 followers53 public repossince Sep 2015

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIowid-repack0.1.121,920110 days ago—
PyPIowid-catalog1.2.82,359430 days ago—
PyPIowid-datautils0.6.12-110 days agodata-cleaningdata-processingdata-utilsour-world-in-data
npmchart-previewpoints to another repo — not scored1.3.02987249 days agoclone-herochartpreviewrhythm-gamethree.js3dvisualization

Metrics by category

Vitality

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

60Moderate · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 3,470 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year3,470
human_commit_share0.99
days_since_last_push0
active_weeks_last_year52

Release discipline

1Critical
How it's scored
0/27Ships releases — no releases published
0/36Release recency — no releases
0/27Release cadence — no releases
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count0
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?

58Moderate · 17% of overall

Popularity & adoption

50Moderate
How it's scored
35.7/60Stars — 159 stars
12.2/25Forks — 30 forks
1.7/15Watchers — 3 watchers
Inputs used
forks30
stars159
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesreadthedocs.org, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

56Moderate
How it's scored
45/80Monthly downloads — 2,359 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesowid-catalog
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,359
unverified_packages_excludedowid-repack, owid-datautils
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?

82Excellent · 23% of overall

Maintainer resilience (bus factor)

61Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.2/22.5Commit distribution — top contributor authored 46% of commits
13.5/13.5Contributor breadth — 30 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled30
top_contributor_share0.458

Issue & PR responsiveness

77Good
How it's scored
40.5/42Issue resolution — 96% of issues closed
25/30PR acceptance — 5,112/6,146 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
1.5/15OpenSSF Scorecard: Code-Review — Found 2/14 approved changesets -- score normalized to 1
Inputs used
merged_prs5,112
open_issues28
closed_issues782
prs_merged_7d37
prs_decided_7d38
prs_merged_30d47
prs_decided_30d49
issue_closed_ratio0.965
closed_unmerged_prs1,034
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

99Exceptional
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
24/25Owner reach — 2,200 followers of owid
24.6/25Track record — 53 public repos, account ~11 yr old
Inputs used
followers2,200
owner_typeOrganization
is_verifiedyes
owner_loginowid
public_repos53
account_age_days4,052

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 3 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 43 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesowid-repack, owid-catalog, owid-datautils
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.mjs, lib/catalog/pyproject.toml ([tool.ruff]), lib/datautils/pyproject.toml ([tool.ruff]), lib/owl/pyproject.toml ([tool.ruff]), lib/repack/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 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

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.owid.io/projects/etl
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepagehttps://docs.owid.io/projects/etl
docs_sitehttps://docs.owid.io/projects/etl
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

55Moderate · 16% of overall

Security posture

52Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 2/14 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 6 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 18 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
3.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 15 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5.2
Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.

Dependency advisories

65Good
How it's scored
8.7/35Direct dependencies free of known advisories — 2 affected: fsspec 2026.4.0 (high 8.8), pydantic-ai-slim 1.106.0 (high 7.6)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories16
affected_packages8
assessed_packages958
unassessed_packages0
affected_by_severitycritical 1, high 5, moderate 2
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 958 resolved dependencies against OSV. 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.

85Excellent · 4% of overall

Agent context & guidance

87Excellent
How it's scored
45/45Agent instructions — .github/instructions/copilot-instructions.md, .github/instructions/garden-metadata.instructions.md, .github/instructions/github-actions.instructions.md, .github/instructions/snapshot-metadata.instructions.md, AGENTS.md, CLAUDE.md, lib/catalog/CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
26.9/40Legible commit history — 50 of 99 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share0.505
agent_instruction_files.github/instructions/copilot-instructions.md, .github/instructions/garden-metadata.instructions.md, .github/instructions/github-actions.instructions.md, .github/instructions/snapshot-metadata.instructions.md, AGENTS.md, CLAUDE.md, lib/catalog/CLAUDE.md
agent_instruction_max_bytes37,071

Verify loop (build / test / typecheck)

94Exceptional
How it's scored
18/18One-command bootstrap — Makefile, lib/catalog/Makefile, lib/datautils/Makefile, lib/datautils/docs/Makefile, lib/owl/Makefile, lib/repack/Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.mjs, lib/catalog/pyproject.toml ([tool.ruff]), lib/datautils/pyproject.toml ([tool.ruff]), lib/owl/pyproject.toml ([tool.ruff]), lib/repack/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
11/11Static type checking — vscode_extensions/chart-preview/tsconfig.json, vscode_extensions/clickable-dag-steps/tsconfig.json, vscode_extensions/compare-previous-version/tsconfig.json, vscode_extensions/detect-outdated-practices/tsconfig.json, vscode_extensions/dod-syntax/tsconfig.json, vscode_extensions/find-latest-etl-step/tsconfig.json, vscode_extensions/meta-yaml-hover/tsconfig.json, vscode_extensions/run-until-cursor/tsconfig.json
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 48 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
7/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile, lib/catalog/Makefile, lib/datautils/Makefile, lib/datautils/docs/Makefile, lib/owl/Makefile, lib/repack/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsvscode_extensions/chart-preview/tsconfig.json, vscode_extensions/clickable-dag-steps/tsconfig.json, vscode_extensions/compare-previous-version/tsconfig.json, vscode_extensions/detect-outdated-practices/tsconfig.json, vscode_extensions/dod-syntax/tsconfig.json, vscode_extensions/find-latest-etl-step/tsconfig.json, vscode_extensions/meta-yaml-hover/tsconfig.json, vscode_extensions/run-until-cursor/tsconfig.json
agent_commit_share0.48
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (vscode_extensions/chart-preview/tsconfig.json, vscode_extensions/clickable-dag-steps/tsconfig.json, vscode_extensions/compare-previous-version/tsconfig.json, vscode_extensions/detect-outdated-practices/tsconfig.json, vscode_extensions/dod-syntax/tsconfig.json, vscode_extensions/find-latest-etl-step/tsconfig.json, vscode_extensions/meta-yaml-hover/tsconfig.json, vscode_extensions/run-until-cursor/tsconfig.json)
54.5/55Manageable file sizes — 46/5,578 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes255,373
source_files_sampled5,578
oversized_source_files46

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

159GitHub stars
30contributors
3,470commits, last 12 months
0days since last push
0releases
2bus factor
28open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'etl' from its registry
  • Could not fetch pypi package 'owid-owl' from its registry
  • pypi download statistics for 'owid-datautils' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • Could not fetch npm package 'dod-syntax' from its registry
  • npm package 'chart-preview' points at a different repository (https://github.com/Geomitron/chart-preview); excluded from ecosystem scoring
  • Could not fetch npm package 'meta-yaml-hover' from its registry
  • Could not fetch npm package 'run-until-cursor' from its registry
  • deps.dev does not index pypi:owid-repack@0.1.12; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 30 ⇿
0Stars
30Forks

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.

0510152025302912022-022024-042026-06

Each point covers 4 days.

OpenSSF Scorecard 5.2 / 10
5.2aggregate

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 · 2026-10-13 06:37 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 2/14 approved changesets -- score normalized to 1
10Contributorsproject has 6 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 18 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
7Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities15 existing vulnerabilities detected
Direct dependencies 141
RegistryPackageVersion constraintManifest
PyPIowid-owl—pyproject.toml
PyPIclick>=8.0.1pyproject.toml
PyPIPyYAML>=6.0.1pyproject.toml
PyPIjupyterlab>=4.6.4pyproject.toml
PyPISPARQLWrapper>=1.8.5pyproject.toml
PyPIopenpyxl>=3.0.9pyproject.toml
PyPIsh>=2.2.4pyproject.toml
PyPIUnidecode>=1.3.2pyproject.toml
PyPIpython-dotenv>=0.19.0pyproject.toml
PyPIregex>=2022.1.18pyproject.toml
PyPIwikipedia>=1.4.0pyproject.toml
PyPInumpy>=2.3.3pyproject.toml
PyPIpydantic>=1.9.0pyproject.toml
PyPIstructlog>=21.5.0pyproject.toml
PyPIrich>=12.1.0pyproject.toml
PyPIrich-click>=1.9.4pyproject.toml
PyPItenacity>=8.0.1pyproject.toml
PyPIsimplejson>=3.17.6pyproject.toml
PyPIxlrd>=2.0.1pyproject.toml
PyPIpypdf>=6.19.0pyproject.toml
PyPIruamel.yaml>=0.17.21pyproject.toml
PyPIgitpython>=3.1.62pyproject.toml
PyPIrapidfuzz>=2.13.7pyproject.toml
PyPIfsspec>=2022.11.0pyproject.toml
PyPIopenai>=1.3.6pyproject.toml
PyPIpdfplumber>=0.9.0pyproject.toml
PyPIpyhumps>=3.8.0pyproject.toml
PyPIwbgapi>=1.0.12pyproject.toml
PyPIodfpy>=1.4.1pyproject.toml
PyPIworld-bank-data>=0.1.3pyproject.toml
PyPIquestionary>=2.0.0pyproject.toml
PyPItyping-extensions>=4.7.1pyproject.toml
PyPIscipy>=1.16.2pyproject.toml
PyPIselenium>=4.15.1pyproject.toml
PyPIwebdriver-manager>=4.0.1pyproject.toml
PyPIgeopandas>=1.1.1pyproject.toml
PyPIshapely>=2.0.3pyproject.toml
PyPIcdsapi>=0.7.4pyproject.toml
PyPIrioxarray>=0.15.1pyproject.toml
PyPIhtml2text>=2020.1.16pyproject.toml
PyPIpygithub>=2.3.0pyproject.toml
PyPIpandas==3.0.6pyproject.toml
PyPIpytz>=2024.1pyproject.toml
PyPIsqlalchemy>=2.0.30pyproject.toml
PyPIpymysql>=1.1.1pyproject.toml
PyPItiktoken>=0.7.0pyproject.toml
PyPIearthengine-api>=0.1.411pyproject.toml
PyPIpython-docx>=1.1.2pyproject.toml
PyPIh5netcdf>=1.3.0pyproject.toml
PyPIfrictionless>=5.0.3pyproject.toml
PyPIowid-catalog—pyproject.toml
PyPIowid-datautils—pyproject.toml
PyPIowid-repack—pyproject.toml
PyPIdeprecated>=1.2.14pyproject.toml
PyPIscikit-learn>=1.5.2pyproject.toml
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PyPIpy7zr>=1.1.3pyproject.toml
PyPIpyreadr>=0.5.2pyproject.toml
PyPIsentry-sdk>=2.43.0pyproject.toml
PyPIfastjsonschema>=2.21.1pyproject.toml
PyPImediacloud>=4.4.0pyproject.toml
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PyPIjsonschema>=3.2.0lib/catalog/pyproject.toml
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PyPIclick>=8.1.7lib/datautils/pyproject.toml
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PyPIpyopenssl>=26.0.0lib/datautils/pyproject.toml
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PyPIgraphviz>=0.21lib/owl/pyproject.toml
PyPIowid-catalog—lib/owl/pyproject.toml
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PyPIpandas>=2.2.3,<4lib/repack/pyproject.toml
PyPIpyarrow>=18.0.0lib/repack/pyproject.toml
npmjs-yaml^4.3.2vscode_extensions/clickable-dag-steps/package.json
npmignore^6.0.2vscode_extensions/compare-previous-version/package.json
npmignore^6.0.2vscode_extensions/find-latest-etl-step/package.json
npmlodash^4.18.1vscode_extensions/find-latest-etl-step/package.json
npmjs-yaml^4.3.2vscode_extensions/meta-yaml-hover/package.json
All dependencies 958

Full resolved dependency set from the GitHub dependency graph: 125 direct and 833 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIhttplib20.32.0indirect
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PyPIinflect7.5.0indirect
PyPIiniconfig2.3.0indirect
PyPIipykernel7.2.0indirect
PyPIipython9.10.0indirect
PyPIipython9.11.0indirect
PyPIipython9.13.0indirect
PyPIipython9.14.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIipywidgets8.1.8indirect
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PyPIjaraco-context6.1.2indirect
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PyPIjedi0.20.0indirect
PyPIjeepney0.9.0indirect
PyPIjiter0.14.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjoserfc1.7.3indirect
PyPIjson50.14.0indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema-path0.4.6indirect
PyPIjsonschema-specifications2025.9.1indirect
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PyPIjupyter-client8.8.0indirect
PyPIjupyter-console6.6.3indirect
PyPIjupyter-core5.9.1indirect
PyPIjupyter-events0.12.1indirect
PyPIjupyter-lsp2.3.1indirect
PyPIjupyter-server2.20.0indirect
PyPIjupyter-server-terminals0.5.4indirect
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PyPIjupyterlab-server2.28.0indirect
PyPIjupyterlab-widgets3.0.16indirect
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PyPImarko2.2.2indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib3.10.9indirect
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PyPImatplotlib-inline0.2.2indirect
PyPImcp2.3.0indirect
PyPImcp-types2.3.0indirect
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PyPImkdocs-get-deps0.2.2indirect
PyPImkdocs-git-authors-plugin0.10.0indirect
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PyPImkdocs-glightbox0.5.2indirect
PyPImkdocs-jupyter0.26.3indirect
PyPImkdocs-material9.7.7indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstrings1.0.4indirect
PyPImkdocstrings-python2.0.3indirect
PyPImore-itertools11.0.2indirect
PyPImpmath1.3.0indirect
PyPImultiurl0.3.7indirect
PyPImultivolumefile0.2.3indirect
PyPImypy-boto3-s31.42.67indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals2.21.0indirect
PyPInbclient0.10.4indirect
PyPInbconvert7.17.1indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.6.1indirect
PyPInotebook7.6.3indirect
PyPInotebook-shim0.2.4indirect
PyPIoauth2client4.1.3indirect
PyPIoauthlib4.0.0indirect
PyPIomegaconf2.3.0indirect
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PyPIopentelemetry-api1.41.1indirect
PyPIorjson3.11.9indirect
PyPIoutcome1.3.0.post0indirect
PyPIoverrides7.7.0indirect
PyPIpackaging26.0indirect
PyPIpackaging26.2indirect
PyPIpaginate0.5.7indirect
PyPIpandas-stubs3.0.5.260914indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.6indirect
PyPIparso0.8.7indirect
PyPIpathable0.5.0indirect
PyPIpathspec1.1.1indirect
PyPIpatsy1.0.2indirect
PyPIpdfminer-six20251230indirect
PyPIpetl1.7.17indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.3.0indirect
PyPIplaywright1.61.0indirect
PyPIplotly6.7.0indirect
PyPIpluggy1.6.0indirect
PyPIprometheus-client0.25.0indirect
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PyPIproperdocs1.6.7indirect
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PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpy-key-value-aio0.4.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybcj1.0.7indirect
PyPIpycparser3.0indirect
PyPIpycryptodomex3.23.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-graph1.106.0indirect
PyPIpydantic-settings2.14.2indirect
PyPIpydata-google-auth1.9.1indirect
PyPIpydeck0.9.2indirect
PyPIpyee13.0.1indirect
PyPIpygments2.20.0indirect
PyPIpyinstrument5.0.3indirect
PyPIpyjwt2.15.0indirect
PyPIpymdown-extensions11.0.1indirect
PyPIpynacl1.6.2indirect
PyPIpyogrio0.12.1indirect
PyPIpyparsing3.3.2indirect
PyPIpypdfium25.8.0indirect
PyPIpyperclip1.11.0indirect
PyPIpyppmd1.3.1indirect
PyPIpysocks1.7.1indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-decouple3.8indirect
PyPIpython-json-logger4.1.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-slugify8.0.4indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpywinpty3.0.3indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyzmq27.1.0indirect
PyPIrasterio1.4.4indirect
PyPIrasterio1.5.0indirect
PyPIrdflib7.6.0indirect
PyPIreferencing0.37.0indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc39862.0.0indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich-rst1.3.2indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.5.1indirect
PyPIrsa4.9.1indirect
PyPIruff0.16.10indirect
PyPIs3transfer0.16.0indirect
PyPIs3transfer0.17.0indirect
PyPIs3transfer0.18.0indirect
PyPIsafetensors0.7.0indirect
PyPIseaborn0.13.2indirect
PyPIsecretstorage3.5.0indirect
PyPIselectolax0.4.8indirect
PyPIsend2trash2.1.0indirect
PyPIsentence-transformers5.6.0indirect
PyPIsetuptools83.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsimpleeval1.0.7indirect
PyPIsix1.17.0indirect
PyPIslack-sdk3.41.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsnowballstemmer3.0.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.10indirect
PyPIsphinx4.5.0indirect
PyPIsphinx-basic-ng1.0.0b2indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsqlacodegen4.0.3indirect
PyPIsse-starlette3.4.4indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.3.1indirect
PyPIstatsmodels0.14.6indirect
PyPIstreamlit1.63.0indirect
PyPIstreamlit-aggrid1.1.7indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPIterminado0.18.1indirect
PyPItext-unidecode1.3indirect
PyPItexttable1.7.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItinycss21.4.0indirect
PyPItokenizers0.22.2indirect
PyPItoml0.10.2indirect
PyPItorch2.13.0indirect
PyPItorch2.13.0+cpuindirect
PyPItraitlets5.14.3indirect
PyPItraitlets5.15.0indirect
PyPItransformers5.10.1indirect
PyPItrio0.33.0indirect
PyPItrio-websocket0.12.2indirect
PyPItruststore0.10.4indirect
PyPIty0.0.85indirect
PyPItypeguard4.5.1indirect
PyPItyper0.25.1indirect
PyPItypes-awscrt0.31.3indirect
PyPItypes-pyyaml6.0.12.20260510indirect
PyPItypes-s3transfer0.16.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPItzdata2026.2indirect
PyPIuncalled-for0.4.0indirect
PyPIuri-template1.3.0indirect
PyPIuritemplate4.2.0indirect
PyPIuvicorn0.46.0indirect
PyPIuvloop0.22.1indirect
PyPIvalidators0.35.0indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwcwidth0.6.0indirect
PyPIwcwidth0.7.0indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwfork-streamlit-profiler1.6.0indirect
PyPIwidgetsnbextension4.0.15indirect
PyPIwrapt2.1.2indirect
PyPIwrapt2.2.1indirect
PyPIwsproto1.3.2indirect
PyPIxarray2026.2.0indirect
PyPIxarray2026.4.0indirect
PyPIzipp3.23.1indirect
Dependency advisories 8

This repository publishes no package the index resolves, so its own dependency graph was assessed — 958 packages, which also include development and test pins that never ship: 8 carry known advisories, of which 2 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
shell-quote1.10.0indirectcritical11.11.0
fsspec2026.4.0directhigh12026.6.0
pydantic-ai-slim1.106.0directhigh82.52.0
braces3.0.3indirecthigh1—
hydra-core1.3.6indirecthigh11.4.0.dev10
jupyter-server2.20.0indirecthigh22.21.0
ajv6.12.6indirectmoderate18.18.0
diff5.2.0indirectmoderate18.0.3

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.

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