Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-30 21:42 UTC

NVIDIA / earth2studio

Open-source deep-learning framework for exploring, building and deploying AI weather/climate workflows.

PythonApache-2.0★ 1,152 stars⑂ 268 forkssince Apr 2024View on GitHub ↗

NVIDIA/earth2studio holds a health index of 93 out of 100, placing it in the Exceptional band. It scores highest on Vitality (95/100) and lowest on Security (54/100). It was last updated today. A single contributor accounts for most of its recent work.

93
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.

93
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 79 is calibrated to 93 on the published index scale (record calibration 2026-08-02).

Ownership

NVIDIA CorporationOrganization · verified domain
30,760 followers810 public repossince May 2012

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIearth2studio0.19.03,787210 days ago

Metrics by category

Vitality

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

95Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
35.3/36Commit cadence — 51/52 weeks with commits
18/18Commit volume — 432 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year432
human_commit_share0.96
days_since_last_push0
active_weeks_last_year51
How it's scored
27/27Ships releases — 20 releases published
36/36Release recency — latest release 29 days ago
27/27Release cadence — a release every ~31.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count20
latest_release_tag0.18.0
releases_from_tagsno
days_since_latest_release29
mean_days_between_releases31.1

Community & Adoption

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

72Good · 17% of overall
How it's scored
49.7/60Stars — 1,152 stars
20.2/25Forks — 268 forks
6.4/15Watchers — 15 watchers
Inputs used
forks268
stars1,152
watchers15
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes
How it's scored
47.7/80Monthly downloads — 3,787 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesearth2studio
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,787
unverified_packages_excluded—
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?

79Good · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
9.5/22.5Commit distribution — top contributor authored 58% of commits
13.5/13.5Contributor breadth — 58 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled58
top_contributor_share0.58
How it's scored
39.8/42Issue resolution — 95% of issues closed
25.4/30PR acceptance — 726/856 decided PRs merged
6.5/13Newcomer PR acceptance — 1/2 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs726
open_issues15
closed_issues268
prs_merged_7d6
prs_decided_7d9
prs_merged_30d29
prs_decided_30d35
issue_closed_ratio0.947
closed_unmerged_prs130
first_time_authors_30d2
first_time_prs_merged_30d1
first_time_prs_decided_30d2
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
25/25Owner reach — 30,760 followers of NVIDIA
25/25Track record — 810 public repos, account ~14 yr old
Inputs used
followers30,760
owner_typeOrganization
is_verifiedyes
owner_loginNVIDIA
public_repos810
account_age_days5,255

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 21 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesearth2studio
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall
How it's scored
24/24CI workflows — 8 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff]), tox.ini
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
16/20OpenSSF Scorecard: CI-Tests — 25 out of 28 merged PRs checked by a CI test -- score normalized to 8
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://nvidia.github.io/earth2studio/
10/10Repository description
10/10Topics — 4 topics
0/10Wiki
Inputs used
topicsai, climate-science, deep-learning, weather
has_wikino
homepagehttps://nvidia.github.io/earth2studio/
docs_sitehttps://nvidia.github.io/earth2studio/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

54Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2/2.5CI-Tests — 25 out of 28 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
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 20 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 140 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.4
Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.

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.

82Excellent · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 92 of 96 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.958
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes4,488
How it's scored
18/18One-command bootstrap — Makefile, docs/Makefile, recipes/template/test/Makefile, serve/client/Makefile, serve/server/Makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff]), tox.ini
0/11Static type checking
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 12 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
5/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile, docs/Makefile, recipes/template/test/Makefile, serve/client/Makefile, serve/server/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0.12
toolchain_manifests—
dependency_bot_commit_share0.02
How it's scored
0/45Type-checkable code — Python without a type-check config
53.6/55Manageable file sizes — 16/618 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes114,144
source_files_sampled618
oversized_source_files16
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — serve/server/openapi.yaml
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples, recipes
Inputs used
example_dirsexamples, recipes
has_mcp_signalno
api_schema_filesserve/server/openapi.yaml
interfaces_expected_of—
Excluded from scoring (no data or not applicable): MCP server. Remaining weights renormalized.

Key facts

1,152GitHub stars
58contributors
432commits, last 12 months
0days since last push
20releases
1bus factor
15open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:earth2studio@0.19.0; advisories assessed against the repository dependency graph instead
  • OSV advisory lookup failed: [Errno 101] Network is unreachable

More detail

Star and fork history 0 ★ / 268 ⇿
0Stars
268Forks
19Releases

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.

050100150200250300264192024-042025-072026-09
Major 0Minor 17Patch 2

Each point covers 3 days.

OpenSSF Scorecard 5.4 / 10
5.4aggregate

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 · 2026-09-30 21:42 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
8CI-Tests25 out of 28 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
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 20 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities140 existing vulnerabilities detected
Direct dependencies 20
RegistryPackageVersion constraintManifest
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PyPIfsspec>=2024.2.0pyproject.toml
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All dependencies 653

Full resolved dependency set from the GitHub dependency graph: 47 direct and 606 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIhydra-core1.3.3indirect
PyPIhyperlink21.0.0indirect
PyPIicechunk2.1.0indirect
PyPIicechunk2.1.1indirect
PyPIidentify2.6.19indirect
PyPIidna3.11indirect
PyPIidna3.18indirect
PyPIimageio2.37.3indirect
PyPIimageio-ffmpeg0.6.0indirect
PyPIimportlib-metadata—indirect
PyPIimportlib-metadata8.7.1indirect
PyPIimportlib-metadata9.0.0indirect
PyPIiniconfig2.3.0indirect
PyPIintake-esgf2026.1.26indirect
PyPIintake-esgf2026.6.4indirect
PyPIinterrogate1.7.0indirect
PyPIipykernel—indirect
PyPIisodate0.7.2indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.5.0indirect
PyPIjax0.10.2indirect
PyPIjax-cuda13-pjrt0.10.2indirect
PyPIjax-cuda13-plugin0.10.2indirect
PyPIjaxlib0.10.2indirect
PyPIjaxtyping0.3.11indirect
PyPIjaxtyping0.3.9indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjmespath1.0.1indirect
PyPIjmespath1.1.0indirect
PyPIjmp0.0.4indirect
PyPIjoblib1.5.3indirect
PyPIjraph0.0.6.dev0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIkiwisolver1.5.0indirect
PyPIlark1.3.1indirect
PyPIlazy-loader0.5indirect
PyPIlibcst1.9.0indirect
PyPIlibcudf-cu1326.4.0indirect
PyPIlibcudf-cu1326.6.0indirect
PyPIlibkvikio-cu1326.4.0indirect
PyPIlibkvikio-cu1326.6.0indirect
PyPIlibrmm-cu1326.4.0indirect
PyPIlibrmm-cu1326.6.0indirect
PyPIlibrt0.12.0indirect
PyPIlightning-utilities0.15.3indirect
PyPIllvmlite0.46.0indirect
PyPIlocket1.0.0indirect
PyPIlpips0.1.4indirect
PyPIlz44.4.5indirect
PyPImakani0.2.0indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib—indirect
PyPImatplotlib3.10.8indirect
PyPImatplotlib3.11.0indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImicrosoft-aurora2.0.0indirect
PyPImike2.2.0indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-autorefs1.4.4indirect
PyPImkdocs-badges0.3.0indirect
PyPImkdocs-get-deps0.2.2indirect
PyPImkdocs-material9.7.7indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstrings1.0.6indirect
PyPImkdocstrings-python2.0.5indirect
PyPIml-dtypes0.5.4indirect
PyPImmh35.2.1indirect
PyPImore-itertools—indirect
PyPImore-itertools11.0.2indirect
PyPImore-itertools11.1.0indirect
PyPImorphys1.0indirect
PyPImoviepy—indirect
PyPImoviepy2.2.1indirect
PyPImpmath1.3.0indirect
PyPImsal1.37.0indirect
PyPImsal-extensions1.3.1indirect
PyPImsgpack1.1.2indirect
PyPImsgpack1.2.1indirect
PyPImslk0.0.0indirect
PyPImulti-storage-client—indirect
PyPImulti-storage-client0.50.0indirect
PyPImultidict6.7.0indirect
PyPImultidict6.7.1indirect
PyPImultiurl0.3.9indirect
PyPImypy2.1.0indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals2.15.0indirect
PyPInarwhals2.19.0indirect
PyPInarwhals2.22.1indirect
PyPInatten0.21.6+torch2110cu130indirect
PyPInatten0.21.7indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.6.1indirect
PyPIninja—indirect
PyPIninja1.13.0indirect
PyPInodeenv1.10.0indirect
PyPInumba0.64.0indirect
PyPInumba-cuda0.28.2indirect
PyPInumcodecs0.16.5indirect
PyPInumpy—indirect
PyPInumpy2.3.5indirect
PyPInumpy2.4.4indirect
PyPInumpy2.4.6indirect
PyPInvidia-cublas13.1.0.3indirect
PyPInvidia-cublas13.1.1.3indirect
PyPInvidia-cuda-cccl13.0.85indirect
PyPInvidia-cuda-crt13.0.88indirect
PyPInvidia-cuda-crt13.3.73indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-nvcc13.0.88indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cudnn-cu139.19.0.56indirect
PyPInvidia-cudnn-cu139.20.0.48indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparselt-cu130.8.0indirect
PyPInvidia-cusparselt-cu130.8.1indirect
PyPInvidia-libnvcomp-cu135.1.0.21indirect
PyPInvidia-libnvcomp-cu135.2.0.13indirect
PyPInvidia-ml-py13.610.43indirect
PyPInvidia-nccl-cu132.28.9indirect
PyPInvidia-nccl-cu132.29.7indirect
PyPInvidia-nvimgcodec-cu130.8.0.22indirect
PyPInvidia-nvjitlink13.0.88indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPInvidia-nvvm13.0.88indirect
PyPInvidia-physicsnemo2.1.1indirect
PyPInvidia-physicsnemo2.3.0a0indirect
PyPInvtx0.2.15indirect
PyPIoauthlib3.3.1indirect
PyPIomegaconf—indirect
PyPIomegaconf2.3.0indirect
PyPIomegaconf2.3.1indirect
PyPIonnx1.21.0indirect
PyPIonnx1.22.0indirect
PyPIonnx-ir0.2.1indirect
PyPIonnxruntime-gpu1.26.0indirect
PyPIonnxscript0.7.1indirect
PyPIopentelemetry-api1.43.0indirect
PyPIopt-einsum3.4.0indirect
PyPIoptax0.2.8indirect
PyPIorbax-checkpoint0.12.1indirect
PyPIorjson3.11.8indirect
PyPIorjson3.11.9indirect
PyPIpackaging26.0indirect
PyPIpackaging26.2indirect
PyPIpaginate0.5.7indirect
PyPIpaho-mqtt2.1.0indirect
PyPIpartd1.4.2indirect
PyPIpathspec1.0.3indirect
PyPIpathspec1.1.1indirect
PyPIpcodec1.0.2indirect
PyPIpexpect4.9.0indirect
PyPIpillow11.3.0indirect
PyPIpillow12.3.0indirect
PyPIpint0.25.3indirect
PyPIplatformdirs4.10.0indirect
PyPIplatformdirs4.9.6indirect
PyPIplotly6.8.0indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit—indirect
PyPIpre-commit4.6.0indirect
PyPIprettytable3.18.0indirect
PyPIproglog0.1.12indirect
PyPIprometheus-client—indirect
PyPIprometheus-client0.25.0indirect
PyPIpropcache0.4.1indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.27.0indirect
PyPIproto-plus1.27.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf6.33.5indirect
PyPIprotobuf6.33.6indirect
PyPIprotobuf7.35.1indirect
PyPIpsutil7.2.1indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpy1.11.0indirect
PyPIpy-multihash3.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybufrkit0.2.25indirect
PyPIpycparser3.0indirect
PyPIpydantic—indirect
PyPIpydantic2.12.5indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.12.1indirect
PyPIpyjwt2.13.0indirect
PyPIpylibcudf-cu1326.4.0indirect
PyPIpylibcudf-cu1326.6.0indirect
PyPIpymdown-extensions11.0.1indirect
PyPIpynvml13.0.1indirect
PyPIpyparsing3.3.2indirect
PyPIpyproj3.7.2indirect
PyPIpyproject-api1.10.1indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpyshp3.0.3indirect
PyPIpyshp3.1.4indirect
PyPIpystac1.14.3indirect
PyPIpystac-client0.9.0indirect
PyPIpytest—indirect
PyPIpytest8.4.2indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio—indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-skip-slow0.0.5indirect
PyPIpytest-skip-slow1.1.0indirect
PyPIpytest-testmon2.1.3indirect
PyPIpytest-testmon2.2.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.2indirect
PyPIpython-multipart—indirect
PyPIpython-multipart0.0.32indirect
PyPIpytokens0.4.1indirect
PyPIpytorch-lightning2.6.5indirect
PyPIpytz2026.1.post1indirect
PyPIpytz2026.2indirect
PyPIpyvers0.2.2indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.3indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyyaml-ft8.0.0indirect
PyPIrapids-logger0.2.3indirect
PyPIrasterio1.4.4indirect
PyPIrasterio1.5.0indirect
PyPIrdkit2026.3.3indirect
PyPIredis—indirect
PyPIredis8.0.1indirect
PyPIreferencing0.37.0indirect
PyPIrequests—indirect
PyPIrequests2.32.5indirect
PyPIrequests2.33.1indirect
PyPIrequests2.34.2indirect
PyPIrequests-cache1.3.1indirect
PyPIrequests-cache1.3.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrioxarray0.19.0indirect
PyPIrioxarray0.22.0indirect
PyPIrmm-cu1326.4.0indirect
PyPIrmm-cu1326.6.0indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.6.3indirect
PyPIrq—indirect
PyPIrq2.10.0indirect
PyPIrsa4.9.1indirect
PyPIrtree1.4.1indirect
PyPIruamel-yaml—indirect
PyPIruamel-yaml0.19.1indirect
PyPIruff0.15.20indirect
PyPIsafetensors0.7.0indirect
PyPIsafetensors0.8.0indirect
PyPIscikit-image0.26.0indirect
PyPIscikit-learn1.9.0indirect
PyPIscipy—indirect
PyPIscipy1.17.1indirect
PyPIscipy1.18.0indirect
PyPIsecretstorage3.5.0indirect
PyPIsentry-sdk2.57.0indirect
PyPIsentry-sdk2.64.0indirect
PyPIsetuptools—indirect
PyPIsetuptools80.10.1indirect
PyPIsetuptools81.0.0indirect
PyPIshapely2.1.2indirect
PyPIshellingham1.5.4indirect
PyPIsimplejson4.1.1indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoundfile0.14.0indirect
PyPIstarlette1.3.1indirect
PyPIstructlog25.5.0indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItblib3.2.2indirect
PyPItensorboard2.21.0indirect
PyPItensorboard-data-server0.7.2indirect
PyPItensordict0.11.0indirect
PyPItensordict0.14.2indirect
PyPItensorly0.9.0indirect
PyPItensorly-torch0.5.0indirect
PyPItensorstore0.1.84indirect
PyPItermcolor—indirect
PyPItermcolor3.3.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItibs0.5.7indirect
PyPItifffile2026.3.3indirect
PyPItifffile2026.6.1indirect
PyPItimm1.0.26indirect
PyPItimm1.0.27indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItomlkit0.15.0indirect
PyPItoolz1.1.0indirect
PyPItorch-geometric2.4.0indirect
PyPItorch-geometric2.8.0indirect
PyPItorch-harmonics0.8.0indirect
PyPItorch-harmonics0.8.1indirect
PyPItorchmetrics1.9.0indirect
PyPItorchvision0.26.0indirect
PyPItorchvision0.28.0indirect
PyPItornado6.5.5indirect
PyPItornado6.5.7indirect
PyPItornado6.5.8indirect
PyPItox4.56.1indirect
PyPItox-uv1.35.2indirect
PyPItox-uv-bare1.35.2indirect
PyPItree-math0.2.1indirect
PyPItreelib1.8.0indirect
PyPItreescope0.1.10indirect
PyPItrimesh4.12.2indirect
PyPItriton3.4.0indirect
PyPItriton3.6.0indirect
PyPItriton3.7.1indirect
PyPItropycal—indirect
PyPItrove-classifiers2026.1.14.14indirect
PyPItrove-classifiers2026.6.1.19indirect
PyPItruststore0.10.4indirect
PyPItyper0.24.1indirect
PyPItyper0.25.1indirect
PyPItyper-slim0.21.1indirect
PyPItypes-cffi2.0.0.20260518indirect
PyPItypes-pyopenssl24.1.0.20240722indirect
PyPItypes-redis4.6.0.20241004indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItypes-setuptools82.0.0.20260518indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPIurl-normalize2.2.1indirect
PyPIurl-normalize3.0.0indirect
PyPIurllib3—indirect
PyPIurllib32.7.0indirect
PyPIuserpath1.9.2indirect
PyPIuv0.11.26indirect
PyPIuvicorn—indirect
PyPIuvicorn0.49.0indirect
PyPIuvloop0.22.1indirect
PyPIvarint1.0.2indirect
PyPIverspec0.1.0indirect
PyPIvirtualenv21.5.1indirect
PyPIwadler-lindig0.1.7indirect
PyPIwandb0.25.1indirect
PyPIwandb0.28.0indirect
PyPIwarp-lang1.14.0indirect
PyPIwarp-lang1.15.0indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcmatch10.2indirect
PyPIwcwidth0.8.2indirect
PyPIweathernext0.3.1.dev0indirect
PyPIwebsockets16.0indirect
PyPIwerkzeug3.1.8indirect
PyPIwin32-setctime1.2.0indirect
PyPIwrapt2.0.1indirect
PyPIwrapt2.1.2indirect
PyPIwrapt2.2.2indirect
PyPIxarray-tensorstore0.3.0indirect
PyPIxattr1.3.0indirect
PyPIxformers0.0.35indirect
PyPIxxhash3.8.0indirect
PyPIxyzservices2025.11.0indirect
PyPIxyzservices2026.3.0indirect
PyPIyarl1.22.0indirect
PyPIyarl1.23.0indirect
PyPIyarl1.24.2indirect
PyPIzarrdump—indirect
PyPIzensical0.0.53indirect
PyPIzict3.0.0indirect
PyPIzipp3.23.0indirect
PyPIzipp4.1.0indirect
Dependency advisories not assessed

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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.