Public record
Software health reportschema 0.14.0 · metrics 2.10.0 · 2026-07-18 23:43 UTC

nasa / cumulus

Cumulus Framework + Cumulus API

JavaScript · TypeScriptCustom license★ 301 stars⑂ 130 forkssince Jun 2017View on GitHub ↗

nasa/cumulus holds a health index of 94 out of 100, placing it in the Exceptional band. It scores highest on Vitality (95/100) and lowest on AI Readiness (54/100). It was last updated 1 day ago. 4 contributors account for most of its recent work.

94
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.

94
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 80 is calibrated to 94 on the published index scale (record calibration 2026-08-02).

Ownership

NASAOrganization
9,542 followers626 public repossince Jun 2011

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIcumuluspoints to another repo — not scored1.4.0-244475 days agocumuluscloudformationamazonwebservices

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 recencylast push 1 days ago
34.6/36Commit cadence50/52 weeks with commits
18/18Commit volume269 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year269
human_commit_share
days_since_last_push1
active_weeks_last_year50
How it's scored
27/27Ships releases100 releases published
36/36Release recencylatest release 3 days ago
27/27Release cadencea release every ~4.5 days
0/10OpenSSF Scorecard: Signed-ReleasesProject has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv22.3.3
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases4.5

Community & Adoption

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

68Good · 17% of overall
How it's scored
40.2/60Stars301 stars
17.6/25Forks130 forks
7.5/15Watchers23 watchers
Inputs used
forks130
stars301
watchers23
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5Licenselicense file present, not a recognized license
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

91Excellent · 23% of overall
How it's scored
43.2/54Bus factor4 contributor(s) cover half of all commits
17.3/22.5Commit distributiontop contributor authored 23% of commits
13.5/13.5Contributor breadth67 contributors
10/10OpenSSF Scorecard: Contributorsproject has 14 contributing companies or organizations
Inputs used
bus_factor4
contributors_sampled67
top_contributor_share0.233
How it's scored
41.5/42Issue resolution99% of issues closed
22.4/30PR acceptance3,266/4,378 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Reviewall changesets reviewed
Inputs used
merged_prs3,266
open_issues1
closed_issues80
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.988
closed_unmerged_prs1,112
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domainverified-domain status not read for this organization
25/25Owner reach9,542 followers of nasa
25/25Track record626 public repos, account ~15 yr old
Inputs used
followers9,542
owner_typeOrganization
is_verified
owner_loginnasa
public_repos626
account_age_days5,514
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall
How it's scored
24/24CI workflows5 workflow(s)
24/24Tests present
16/16Linter config.eslintrc.js, .eslintrc.json, ruff.toml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests30 out of 30 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

85Excellent
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics2 topics
10/10Wiki
Inputs used
topicscumulus, nasa-cumulus
has_wikiyes
homepage
docs_site
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-Artifactsno binaries found in the repo
0/7.5Branch-Protectionno data
2.5/2.5CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Reviewall changesets reviewed
2.5/2.5Contributorsproject has 14 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.2/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0/5SASTSAST tool is not run on all commits -- score normalized to 0
0/5Security-Policysecurity policy file not detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities28 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.4
Excluded from scoring (no data or not applicable): Branch-Protection. 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.

54Moderate · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit historyno data
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config.eslintrc.js, .eslintrc.json, ruff.toml
11/11Static type checkinglambdas/db-migration/tsconfig.json, lambdas/db-provision-user-database/tsconfig.json, lambdas/dla-migration/tsconfig.json, lambdas/migration-helper-async-operation/tsconfig.json, packages/api-client/tsconfig.json, packages/api/tsconfig.json, packages/async-operations/tsconfig.json, packages/aws-client/tsconfig.json, packages/checksum/tsconfig.json, packages/cmr-client/tsconfig.json, packages/cmrjs/tsconfig.json, packages/common/tsconfig.json, packages/db/tsconfig.json, packages/distribution-utils/tsconfig.json, packages/errors/tsconfig.json, packages/ingest/tsconfig.json, packages/launchpad-auth/tsconfig.json, packages/logger/tsconfig.json, packages/lzards-api-client/tsconfig.json, packages/message/tsconfig.json, packages/oauth-client/tsconfig.json, packages/object-store/tsconfig.json, packages/schemas/tsconfig.json, packages/sftp-client/tsconfig.json, packages/tea-map-cache/tsconfig.json, packages/test-data/tsconfig.json, scripts/unit-error-analysis/tsconfig.json, tasks/add-missing-file-checksums/tsconfig.json, tasks/add-unique-granuleID/tsconfig.json, tasks/change-granule-collection-pg/tsconfig.json, tasks/change-granule-collection-s3/tsconfig.json, tasks/lzards-backup/tsconfig.json, tasks/orca-copy-to-archive-adapter/tsconfig.json, tasks/orca-recovery-adapter/tsconfig.json, tasks/queue-granules/tsconfig.json, tasks/send-pan/tsconfig.json, tf-modules/s3-replicator/tsconfig.json, tsconfig.json, website/tsconfig.json
10/10Reproducible environmentDockerfile, lockfile
0/10Demonstrated agent practiceno data
0/8Automated maintenanceno data
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configslambdas/db-migration/tsconfig.json, lambdas/db-provision-user-database/tsconfig.json, lambdas/dla-migration/tsconfig.json, lambdas/migration-helper-async-operation/tsconfig.json, packages/api-client/tsconfig.json, packages/api/tsconfig.json, packages/async-operations/tsconfig.json, packages/aws-client/tsconfig.json, packages/checksum/tsconfig.json, packages/cmr-client/tsconfig.json, packages/cmrjs/tsconfig.json, packages/common/tsconfig.json, packages/db/tsconfig.json, packages/distribution-utils/tsconfig.json, packages/errors/tsconfig.json, packages/ingest/tsconfig.json, packages/launchpad-auth/tsconfig.json, packages/logger/tsconfig.json, packages/lzards-api-client/tsconfig.json, packages/message/tsconfig.json, packages/oauth-client/tsconfig.json, packages/object-store/tsconfig.json, packages/schemas/tsconfig.json, packages/sftp-client/tsconfig.json, packages/tea-map-cache/tsconfig.json, packages/test-data/tsconfig.json, scripts/unit-error-analysis/tsconfig.json, tasks/add-missing-file-checksums/tsconfig.json, tasks/add-unique-granuleID/tsconfig.json, tasks/change-granule-collection-pg/tsconfig.json, tasks/change-granule-collection-s3/tsconfig.json, tasks/lzards-backup/tsconfig.json, tasks/orca-copy-to-archive-adapter/tsconfig.json, tasks/orca-recovery-adapter/tsconfig.json, tasks/queue-granules/tsconfig.json, tasks/send-pan/tsconfig.json, tf-modules/s3-replicator/tsconfig.json, tsconfig.json, website/tsconfig.json
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
27/45Type-checkable codeJavaScript with type-check config (lambdas/db-migration/tsconfig.json, lambdas/db-provision-user-database/tsconfig.json, lambdas/dla-migration/tsconfig.json, lambdas/migration-helper-async-operation/tsconfig.json, packages/api-client/tsconfig.json, packages/api/tsconfig.json, packages/async-operations/tsconfig.json, packages/aws-client/tsconfig.json, packages/checksum/tsconfig.json, packages/cmr-client/tsconfig.json, packages/cmrjs/tsconfig.json, packages/common/tsconfig.json, packages/db/tsconfig.json, packages/distribution-utils/tsconfig.json, packages/errors/tsconfig.json, packages/ingest/tsconfig.json, packages/launchpad-auth/tsconfig.json, packages/logger/tsconfig.json, packages/lzards-api-client/tsconfig.json, packages/message/tsconfig.json, packages/oauth-client/tsconfig.json, packages/object-store/tsconfig.json, packages/schemas/tsconfig.json, packages/sftp-client/tsconfig.json, packages/tea-map-cache/tsconfig.json, packages/test-data/tsconfig.json, scripts/unit-error-analysis/tsconfig.json, tasks/add-missing-file-checksums/tsconfig.json, tasks/add-unique-granuleID/tsconfig.json, tasks/change-granule-collection-pg/tsconfig.json, tasks/change-granule-collection-s3/tsconfig.json, tasks/lzards-backup/tsconfig.json, tasks/orca-copy-to-archive-adapter/tsconfig.json, tasks/orca-recovery-adapter/tsconfig.json, tasks/queue-granules/tsconfig.json, tasks/send-pan/tsconfig.json, tf-modules/s3-replicator/tsconfig.json, tsconfig.json, website/tsconfig.json)
54.8/55Manageable file sizes4/1,117 source files over 60KB
Inputs used
primary_languageJavaScript
largest_source_bytes152,096
source_files_sampled1,117
oversized_source_files4
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
0/20MCP servernot applicable to this kind of software
40/40Runnable examplesexample
Inputs used
example_dirsexample
has_mcp_signalno
api_schema_files
interfaces_expected_of
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

301GitHub stars
67contributors
269commits, last 12 months
1days since last push
100releases
4bus factor
1open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • pypi package 'cumulus' points at a different repository (http://www.skymillsolutions.com); excluded from ecosystem scoring

More detail

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 · 2026-07-18 23:42 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
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 14 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
9Licenselicense 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
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
0Vulnerabilities28 existing vulnerabilities detected
Direct dependencies 31
RegistryPackageVersion constraintManifest
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npm@aws-sdk/client-sts^3.993.0example/package.json
npm@cumulus/api22.3.3example/package.json
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npm@cumulus/sf-sqs-report22.3.3example/package.json
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npmarchiver^8.0.0package.json
npmcrypto-js^4.2.0package.json
npmfs-extra^9.0.0package.json
All dependencies 378

Full resolved dependency set from the GitHub dependency graph: 32 direct and 346 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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npmgot^11.8.5indirect
npmgot^14.2.1indirect
npmhandlebars^4.0.11indirect
npmhasha5.2.0indirect
npmhsts^2.1.0indirect
npmhsts^2.2.0indirect
npmhtml-loader^2.1.2indirect
npmis-ip^2.0.0indirect
npmis-ip^3.1.0indirect
npmis-valid-hostname1.0.2indirect
npmis-valid-hostname^0.1.1indirect
npmjasmine^3.1.0indirect
npmjasmine-console-reporter^2.0.1indirect
npmjasmine-reporters^2.3.2indirect
npmjs-yaml^3.13.1indirect
npmjs2xmlparser^5.0.0indirect
npmjsdoc-to-markdown7.1.1indirect
npmjson-schema-to-typescript^15.0.4indirect
npmjson-templates^4.1.0indirect
npmjson2csv^4.5.1indirect
npmjsonpath-plus^10.0.0indirect
npmjsonwebtoken^9.0.0indirect
npmknex2.4.1indirect
npmlatest-version^9.0.0indirect
npmlerna^9.0.5indirect
npmlodash^4.18.1indirect
npmlodash.iserror^3.1.1indirect
npmmarkdownlint-cli^0.47.0indirect
npmmd5^2.2.1indirect
npmmem^8.0.2indirect
npmmime-types^2.1.22indirect
npmmime-types^2.1.27indirect
npmminimist^1.2.8indirect
npmmoment^2.30.1indirect
npmmorgan^1.9.1indirect
npmnock^12.0.1indirect
npmnock^13.5.4indirect
npmnode-forge^1.3.0indirect
npmnode-loader^2.0.0indirect
npmnodeify^1.0.1indirect
npmnpm-package-json-lint^5.1.0indirect
npmnunjucks^3.2.3indirect
npmnyc^15.1.0indirect
npmp-all^3.0.0indirect
npmp-each-series^2.1.0indirect
npmp-filter^2.1.0indirect
npmp-limit^1.2.0indirect
npmp-limit^2.0.0indirect
npmp-map^1.2.0indirect
npmp-map^2.1.0indirect
npmp-map^4.0.0indirect
npmp-retry^2.0.0indirect
npmp-retry^4.2.0indirect
npmp-settle^4.1.1indirect
npmp-timeout^3.2.0indirect
npmp-timeout^4.1.0indirect
npmp-times^4.0.0indirect
npmp-wait-for^2.0.1indirect
npmp-wait-for^3.1.0indirect
npmp-wait-for^3.2.0indirect
npmparallel^1.2.0indirect
npmparseurl^1.3.3indirect
npmpg~8.12indirect
npmpg~8.13indirect
npmproxyquire^2.1.3indirect
npmpublic-ip^3.0.0indirect
npmpublic-ip^5.0.0indirect
npmpump^3.0.0indirect
npmrandexp^0.5.3indirect
npmreact^18.0.0indirect
npmreact-dom^18.0.0indirect
npmretry^0.12.0indirect
npmrewire^6.0.0indirect
npmsaml2-js^4.0.0indirect
npmsemver^5.5.0indirect
npmsemver^7.3.2indirect
npmsimple-git^3.7.0indirect
npmsimplecrawler^1.1.9indirect
npmsinon^9.0.2indirect
npmsnake-camel^1.0.6indirect
npmsplit2^2.2.0indirect
npmssh2^1.16.0indirect
npmssh2-sftp-client^11.0.0indirect
npmssh2-streams^0.4.8indirect
npmstring-replace-loader^3.0.3indirect
npmsuperagent-defaults0.1.14indirect
npmsupertest^7.0.0indirect
npmtough-cookie~4.0.0indirect
npmtough-cookie~4.1.2indirect
npmtsc-watch^4.2.8indirect
npmtypescript~4.8.3indirect
npmurl-join^1.0.0indirect
npmurl-join^1.1.0indirect
npmurl-join^4.0.0indirect
npmuuid^11.1.1indirect
npmwebpack^5.58.1indirect
npmwebpack-cli^4.9.0indirect
npmxml2js0.5.0indirect
npmxml2js0.6.2indirect
npmzod^3.20.2indirect
PyPIaiobotocore3.2.1indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.13.3indirect
PyPIaioitertools0.13.0indirect
PyPIaiosignal1.4.0indirect
PyPIaiosqliteindirect
PyPIaiosqlite0.22.1indirect
PyPIannotated-types0.7.0indirect
PyPIattrs25.4.0indirect
PyPIaws-api-proxy22.3.3indirect
PyPIboto3indirect
PyPIboto31.40.76indirect
PyPIboto31.42.61indirect
PyPIbotocore1.40.76indirect
PyPIbotocore1.42.61indirect
PyPIcachetools6.2.6indirect
PyPIcertifi2024.7.4indirect
PyPIcertifi2026.2.25indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.4indirect
PyPIcharset-normalizer3.4.5indirect
PyPIclick8.3.1indirect
PyPIcnm-response22.3.3indirect
PyPIcnm-to-cma22.3.3indirect
PyPIcolorama0.4.6indirect
PyPIconfluent-kafkaindirect
PyPIcoverage7.13.4indirect
PyPIcryptography43.0.1indirect
PyPIcryptography46.0.5indirect
PyPIcumulus21.3.1indirect
PyPIcumulus-api3.2.0indirect
PyPIcumulus-message-adapter2.0.5indirect
PyPIcumulus-message-adapter-python2.4.0indirect
PyPIcumulus-process1.6.0indirect
PyPIcumulus-python-processing22.3.3indirect
PyPIcumulus-python-reference-activity22.3.3indirect
PyPIcumulus-python-reference-task22.3.3indirect
PyPIdicttoxml1.7.16indirect
PyPIdistlib0.4.0indirect
PyPIfilelock3.25.0indirect
PyPIfreezegun1.5.5indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.2.0indirect
PyPIget-cnm22.3.3indirect
PyPIgranule-invalidator22.3.3indirect
PyPIgreenlet3.3.2indirect
PyPIiceberg-utils0.1.0indirect
PyPIidentify2.6.17indirect
PyPIidna3.11indirect
PyPIiniconfig2.3.0indirect
PyPIjinja23.1.6indirect
PyPIjmespath1.1.0indirect
PyPIjsonpath-ng1.8.0indirect
PyPIjsonschema4.17.3indirect
PyPIlibrt0.8.1indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImdurl0.1.2indirect
PyPImmh35.2.1indirect
PyPImoto5.1.21indirect
PyPImoto5.1.22indirect
PyPImultidict6.7.1indirect
PyPImypy1.19.1indirect
PyPImypy-extensions1.1.0indirect
PyPInodeenv1.10.0indirect
PyPIpackaging26.0indirect
PyPIpathspec1.0.4indirect
PyPIpdr-cleanup22.3.3indirect
PyPIplatformdirs4.9.4indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.5.1indirect
PyPIpropcache0.4.1indirect
PyPIpsycopg2-binaryindirect
PyPIpsycopg2-binary2.9.11indirect
PyPIpy4j0.10.9.9indirect
PyPIpyarrowindirect
PyPIpyarrow23.0.1indirect
PyPIpycparser3.0indirect
PyPIpydantic2.12.5indirect
PyPIpydantic-core2.41.5indirect
PyPIpygments2.19.2indirect
PyPIpyicebergindirect
PyPIpyiceberg0.11.1indirect
PyPIpyiceberg-core0.8.0indirect
PyPIpyopenssl25.0.0indirect
PyPIpyopenssl25.3.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyroaring1.0.3indirect
PyPIpyrsistent0.20.0indirect
PyPIpysparkindirect
PyPIpyspark3.5.7indirect
PyPIpyspark3.5.8indirect
PyPIpytestindirect
PyPIpytest9.0.2indirect
PyPIpytest-cov7.0.0indirect
PyPIpytest-mockindirect
PyPIpytest-mock3.15.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.1.0indirect
PyPIpython-json-logger0.1.11indirect
PyPIpyyaml6.0.3indirect
PyPIrequestsindirect
PyPIrequests2.32.2indirect
PyPIrequests2.32.5indirect
PyPIrequests-mockindirect
PyPIrequests-mock1.12.1indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIresponses0.26.0indirect
PyPIrich14.3.3indirect
PyPIruff0.14.14indirect
PyPIs3fs2026.2.0indirect
PyPIs3transfer0.14.0indirect
PyPIs3transfer0.16.0indirect
PyPIsix1.17.0indirect
PyPIsqlalchemyindirect
PyPIsqlalchemy2.0.48indirect
PyPIstrictyaml1.7.3indirect
PyPItenacity9.1.4indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPIurllib32.6.3indirect
PyPIvirtualenv21.1.0indirect
PyPIwerkzeug3.1.6indirect
PyPIwrapt2.1.2indirect
PyPIxmltodict1.0.4indirect
PyPIyarl1.23.0indirect
PyPIzstandard0.25.0indirect
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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 v0.14.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.