Public record
Software health reportschema 0.15.0 · metrics 2.10.0 · 2026-07-20 05:15 UTC

project-codeflare / codeflare-sdk

An intuitive, easy-to-use python interface for batch resource requesting, access, job submission, and observation. Simplifying the developer's life while enabling access to high-performance compute resources, either in the cloud or on-prem.

PythonApache-2.0★ 35 stars⑂ 63 forkssince Oct 2022View on GitHub ↗
KindLibraryhow this is determined

project-codeflare/codeflare-sdk holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Vitality (98/100) and lowest on Security (33/100). It was last updated 2 days ago. 5 contributors account for most of its recent work.

90
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.

90
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 76 is calibrated to 90 on the published index scale (record calibration 2026-08-02).

Ownership

project-codeflareOrganization
52 followers32 public repossince May 2021

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIcodeflare-sdk0.38.199,675826 days agocodeflarepythonsdkclientbatchscale

Metrics by category

Vitality

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

98Exceptional · 21% of overall

Development activity

96Exceptional
How it's scored
36/36Push recency — last push 2 days ago
32.5/36Commit cadence — 47/52 weeks with commits
18/18Commit volume — 224 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year224
human_commit_share—
days_since_last_push2
active_weeks_last_year47

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 87 releases published
36/36Release recency — latest release 3 days ago
27/27Release cadence — a release every ~24 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count87
latest_release_tagv0.31.6-sdk-test-fix
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases24

Community & Adoption

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

66Good · 17% of overall

Popularity & adoption

45Weak
How it's scored
24.8/60Stars — 35 stars
14.9/25Forks — 63 forks
5.3/15Watchers — 10 watchers
Inputs used
forks63
stars35
watchers10
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
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_badges—
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

83Excellent
How it's scored
66.6/80Monthly downloads — 99,675 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagescodeflare-sdk
dependents—
ecosystemspypi
total_downloads—
monthly_downloads99,675
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?

83Excellent · 23% of overall

Maintainer resilience (bus factor)

87Excellent
How it's scored
45.9/54Bus factor — 5 contributor(s) cover half of all commits
19.1/22.5Commit distribution — top contributor authored 15% of commits
13.5/13.5Contributor breadth — 52 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor5
contributors_sampled52
top_contributor_share0.151

Issue & PR responsiveness

68Good
How it's scored
27.5/42Issue resolution — 65% of issues closed
21.4/30PR acceptance — 664/931 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs664
open_issues62
closed_issues117
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.654
closed_unmerged_prs267
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.

Ownership & stewardship

80Excellent
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
12.4/25Owner reach — 52 followers of project-codeflare
21.4/25Track record — 32 public repos, account ~5 yr old
Inputs used
followers52
owner_typeOrganization
is_verified—
owner_loginproject-codeflare
public_repos32
account_age_days1,895
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 6 days ago
20/20Version history — 82 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagescodeflare-sdk
ecosystemspypi
any_deprecatedno
min_days_since_publish6

Engineering Quality

Are baseline engineering and documentation practices in place?

85Excellent · 19% of overall

Engineering practices

92Excellent
How it's scored
24/24CI workflows — 17 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

75Good
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
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?

33At Risk · 16% of overall

Security posture

33At Risk
How it's scored
0/30Security policy (SECURITY.md)
25/25Dependabot config
0/25Dependency lockfiles — published library — lockfiles are an application concern, not expected
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilespoetry.lock, yarn.lock
manifestspyproject.toml, ui-tests/package.json
has_codeql_workflowno
has_security_policyno
has_dependabot_configyes
Excluded from scoring (no data or not applicable): Dependency lockfiles. 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.

88Excellent · 4% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — .cursor/rules/01-project-context.mdc, .cursor/rules/02-python-standards.mdc, .cursor/rules/03-testing-and-ci.mdc, .cursor/rules/04-e2e-byoidc-detection.mdc, .cursor/rules/05-e2e-validation-workflow.mdc, .cursor/rules/06-e2e-test-fix-checklist.mdc, .cursor/rules/07-run-tests-sh-contract.mdc, AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share—
agent_instruction_files.cursor/rules/01-project-context.mdc, .cursor/rules/02-python-standards.mdc, .cursor/rules/03-testing-and-ci.mdc, .cursor/rules/04-e2e-byoidc-detection.mdc, .cursor/rules/05-e2e-validation-workflow.mdc, .cursor/rules/06-e2e-test-fix-checklist.mdc, .cursor/rules/07-run-tests-sh-contract.mdc, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes9,818
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

96Exceptional
How it's scored
18/18One-command bootstrap — Makefile, docs/sphinx/Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — src/codeflare_sdk/py.typed
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock, yarn.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile, docs/sphinx/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configssrc/codeflare_sdk/py.typed
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (src/codeflare_sdk/py.typed)
53.7/55Manageable file sizes — 4/174 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes102,566
source_files_sampled174
oversized_source_files4

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
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

35GitHub stars
52contributors
224commits, last 12 months
2days since last push
87releases
5bus factor
62open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • OpenSSF Scorecard did not return a usable result (2026/07/20 05:15:28 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

More detail

Direct dependencies 9
RegistryPackageVersion constraintManifest
PyPIopenshift-client1.0.18pyproject.toml
PyPIrich>=12.5,<15.0pyproject.toml
PyPIray2.55.1pyproject.toml
PyPIkubernetes>= 27.2.0pyproject.toml
PyPIcryptography46.0.7pyproject.toml
PyPIexecuting2.2.1pyproject.toml
PyPIpydantic>= 2.10.6pyproject.toml
PyPIipywidgets8.1.2pyproject.toml
PyPIkube-authkit>=0.4.0pyproject.toml
All dependencies 741

Full resolved dependency set from the GitHub dependency graph: 11 direct and 730 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIcryptography46.0.7direct
PyPIexecuting2.2.1direct
PyPIipywidgets8.1.2direct
PyPIkube-authkit0.4.0direct
PyPIkubernetes—direct
PyPIkubernetes33.1.0direct
PyPIkubernetes35.0.0direct
PyPIopenshift-client1.0.18direct
PyPIpydantic2.12.5direct
PyPIray2.55.1direct
PyPIrich13.9.4direct
npm@antfu/install-pkg1.1.0indirect
npm@babel/code-frame7.28.6indirect
npm@babel/helper-validator-identifier7.28.5indirect
npm@braintree/sanitize-url7.1.1indirect
npm@chevrotain/types11.1.2indirect
npm@codemirror/autocomplete6.18.0indirect
npm@codemirror/autocomplete6.20.0indirect
npm@codemirror/commands6.10.1indirect
npm@codemirror/lang-cpp6.0.2indirect
npm@codemirror/lang-css6.3.0indirect
npm@codemirror/lang-css6.3.1indirect
npm@codemirror/lang-html6.4.9indirect
npm@codemirror/lang-java6.0.1indirect
npm@codemirror/lang-javascript6.2.2indirect
npm@codemirror/lang-javascript6.2.4indirect
npm@codemirror/lang-json6.0.1indirect
npm@codemirror/lang-markdown6.5.0indirect
npm@codemirror/lang-php6.0.1indirect
npm@codemirror/lang-python6.2.1indirect
npm@codemirror/lang-rust6.0.1indirect
npm@codemirror/lang-sql6.10.0indirect
npm@codemirror/lang-wast6.0.2indirect
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npm@codemirror/language6.10.2indirect
npm@codemirror/language6.12.1indirect
npm@codemirror/legacy-modes6.5.2indirect
npm@codemirror/lint6.8.1indirect
npm@codemirror/search6.6.0indirect
npm@codemirror/state6.4.1indirect
npm@codemirror/state6.5.4indirect
npm@codemirror/view6.33.0indirect
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npm@fortawesome/fontawesome-free5.15.4indirect
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npmd3-drag3.0.0indirect
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npmd3-format3.1.1indirect
npmd3-geo3.1.1indirect
npmd3-geo-projection4.0.0indirect
npmd3-hierarchy3.1.2indirect
npmd3-interpolate3.0.1indirect
npmd3-path1.0.9indirect
npmd3-path3.1.0indirect
npmd3-polygon3.0.1indirect
npmd3-quadtree3.0.1indirect
npmd3-random3.0.1indirect
npmd3-sankey0.12.3indirect
npmd3-scale4.0.2indirect
npmd3-scale-chromatic3.1.0indirect
npmd3-selection3.0.0indirect
npmd3-shape1.3.7indirect
npmd3-shape3.2.0indirect
npmd3-time3.1.0indirect
npmd3-time-format4.1.0indirect
npmd3-timer3.0.1indirect
npmd3-transition3.0.1indirect
npmd3-zoom3.0.0indirect
npmdagre-d3-es7.0.14indirect
npmdata-urls3.0.2indirect
npmdayjs1.11.20indirect
npmdebug2.6.9indirect
npmdebug4.4.3indirect
npmdecimal.js10.6.0indirect
npmdeepmerge4.3.1indirect
npmdelaunator5.0.1indirect
npmdelayed-stream1.0.0indirect
npmdom-serializer2.0.0indirect
npmdomelementtype2.3.0indirect
npmdomexception4.0.0indirect
npmdomhandler5.0.3indirect
npmdompurify3.4.10indirect
npmdomutils3.1.0indirect
npmdunder-proto1.0.1indirect
npmelkjs0.9.3indirect
npmemoji-regex8.0.0indirect
npmentities4.5.0indirect
npmentities6.0.1indirect
npmes-define-property1.0.1indirect
npmes-errors1.3.0indirect
npmes-object-atoms1.1.1indirect
npmes-set-tostringtag2.1.0indirect
npmes-toolkit1.46.1indirect
npmescalade3.2.0indirect
npmescape-string-regexp2.0.0indirect
npmescape-string-regexp4.0.0indirect
npmescodegen2.1.0indirect
npmesprima4.0.1indirect
npmestraverse5.3.0indirect
npmesutils2.0.3indirect
npmexenv-es61.1.1indirect
npmfast-deep-equal3.1.3indirect
npmfast-equals5.0.1indirect
npmfast-uri3.1.2indirect
npmfill-range7.1.1indirect
npmform-data4.0.6indirect
npmfree-style3.1.0indirect
npmfs-extra10.1.0indirect
npmfsevents2.3.2indirect
npmfunction-bind1.1.2indirect
npmget-caller-file2.0.5indirect
npmget-intrinsic1.3.0indirect
npmget-proto1.0.1indirect
npmgithub-slugger2.0.0indirect
npmgopd1.2.0indirect
npmgraceful-fs4.2.11indirect
npmhachure-fill0.5.2indirect
npmhas-flag4.0.0indirect
npmhas-symbols1.1.0indirect
npmhas-tostringtag1.0.2indirect
npmhasown2.0.2indirect
npmhasown2.0.4indirect
npmhtml-encoding-sniffer3.0.0indirect
npmhtmlparser28.0.2indirect
npmhttp-proxy-agent5.0.0indirect
npmhttps-proxy-agent5.0.1indirect
npmiconv-lite0.6.3indirect
npmimport-meta-resolve4.2.0indirect
npminherits2.0.3indirect
npminherits2.0.4indirect
npminternmap1.0.1indirect
npminternmap2.0.3indirect
npmis-fullwidth-code-point3.0.0indirect
npmis-number7.0.0indirect
npmis-plain-object5.0.0indirect
npmis-potential-custom-element-name1.0.1indirect
npmisarray1.0.0indirect
npmisomorphic.js0.2.5indirect
npmjest-environment-jsdom29.7.0indirect
npmjest-message-util29.7.0indirect
npmjest-mock29.7.0indirect
npmjest-util29.7.0indirect
npmjs-tokens4.0.0indirect
npmjsdom20.0.3indirect
npmjson-schema-compare0.2.2indirect
npmjson-schema-merge-allof0.8.1indirect
npmjson-schema-traverse1.0.0indirect
npmjson-stringify-pretty-compact3.0.0indirect
npmjson52.2.3indirect
npmjsonfile6.1.0indirect
npmjsonpointer5.0.1indirect
npmkatex0.16.45indirect
npmkhroma2.1.0indirect
npmlayout-base1.0.2indirect
npmlayout-base2.0.1indirect
npmlib00.2.97indirect
npmlodash4.18.1indirect
npmlodash-es4.18.1indirect
npmlodash.escape4.0.1indirect
npmlodash.mergewith4.6.2indirect
npmloose-envify1.4.0indirect
npmmarkdown-to-jsx7.5.0indirect
npmmarked16.4.2indirect
npmmarked-gfm-heading-id4.1.3indirect
npmmarked-mangle1.1.12indirect
npmmath-intrinsics1.1.0indirect
npmmermaid11.15.0indirect
npmmicromatch4.0.8indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmminimist1.2.8indirect
npmms2.0.0indirect
npmms2.1.3indirect
npmnanoid3.3.8indirect
npmnode-fetch2.7.0indirect
npmnwsapi2.2.23indirect
npmobject-assign4.1.1indirect
npmpackage-manager-detector1.6.0indirect
npmparse-srcset1.0.2indirect
npmparse57.3.0indirect
npmpath0.12.7indirect
npmpath-browserify1.0.1indirect
npmpath-data-parser0.1.0indirect
npmpicocolors1.1.0indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.2indirect
npmplaywright1.59.1indirect
npmplaywright-core1.59.1indirect
npmpoints-on-curve0.2.0indirect
npmpoints-on-path0.2.1indirect
npmpostcss8.4.45indirect
npmpretty-format29.7.0indirect
npmprocess0.11.10indirect
npmprocess-nextick-args2.0.1indirect
npmprop-types15.8.1indirect
npmpsl1.15.0indirect
npmpunycode2.3.1indirect
npmquerystringify2.2.0indirect
npmreact18.3.1indirect
npmreact-dom18.3.1indirect
npmreact-is16.13.1indirect
npmreact-is18.3.1indirect
npmreadable-stream2.3.8indirect
npmregexp-match-indices1.0.2indirect
npmregexp-tree0.1.27indirect
npmrequire-directory2.1.1indirect
npmrequire-from-string2.0.2indirect
npmrequires-port1.0.0indirect
npmrobust-predicates3.0.2indirect
npmroughjs4.6.6indirect
npmrw1.3.3indirect
npmsafe-buffer5.1.2indirect
npmsafer-buffer2.1.2indirect
npmsanitize-html2.12.1indirect
npmsaxes6.0.0indirect
npmscheduler0.23.2indirect
npmsemver7.6.3indirect
npmslash3.0.0indirect
npmsource-map0.6.1indirect
npmsource-map-js1.2.1indirect
npmstack-utils2.0.6indirect
npmstring-width4.2.3indirect
npmstring_decoder1.1.1indirect
npmstrip-ansi6.0.1indirect
npmstyle-mod4.1.2indirect
npmstylis4.3.6indirect
npmsupports-color7.2.0indirect
npmsymbol-tree3.2.4indirect
npmsysteminformation5.31.17indirect
npmtabbable5.3.3indirect
npmtinyexec1.0.2indirect
npmto-regex-range5.0.1indirect
npmtopojson-client3.1.0indirect
npmtough-cookie4.1.4indirect
npmtr460.0.3indirect
npmtr463.0.0indirect
npmts-dedent2.2.0indirect
npmtslib1.14.1indirect
npmtslib2.6.3indirect
npmtslib2.7.0indirect
npmtype-detect4.0.8indirect
npmtypestyle2.4.0indirect
npmundici-types7.16.0indirect
npmuniversalify0.2.0indirect
npmuniversalify2.0.1indirect
npmurl-parse1.5.10indirect
npmutil0.10.4indirect
npmutil-deprecate1.0.2indirect
npmuuid14.0.0indirect
npmvalidate.io-array1.0.6indirect
npmvalidate.io-function1.0.2indirect
npmvalidate.io-integer1.0.5indirect
npmvalidate.io-integer-array1.0.0indirect
npmvalidate.io-number1.0.3indirect
npmvega5.30.0indirect
npmvega-canvas1.2.7indirect
npmvega-crossfilter4.1.2indirect
npmvega-dataflow5.7.6indirect
npmvega-encode4.10.1indirect
npmvega-event-selector3.0.1indirect
npmvega-expression5.1.1indirect
npmvega-expression5.2.1indirect
npmvega-force4.2.1indirect
npmvega-format1.1.2indirect
npmvega-functions5.15.0indirect
npmvega-geo4.4.2indirect
npmvega-hierarchy4.1.2indirect
npmvega-label1.3.0indirect
npmvega-lite5.21.0indirect
npmvega-loader4.5.2indirect
npmvega-parser6.4.0indirect
npmvega-projection1.6.1indirect
npmvega-regression1.3.0indirect
npmvega-runtime6.2.0indirect
npmvega-scale7.4.1indirect
npmvega-scenegraph4.13.0indirect
npmvega-selections5.6.3indirect
npmvega-statistics1.9.0indirect
npmvega-time2.1.2indirect
npmvega-transforms4.12.0indirect
npmvega-typings1.3.1indirect
npmvega-util1.17.2indirect
npmvega-util1.17.4indirect
npmvega-view5.13.0indirect
npmvega-view-transforms4.6.0indirect
npmvega-voronoi4.2.3indirect
npmvega-wordcloud4.1.5indirect
npmvscode-jsonrpc6.0.0indirect
npmvscode-jsonrpc8.2.0indirect
npmvscode-jsonrpc8.2.1indirect
npmvscode-languageserver-protocol3.17.5indirect
npmvscode-languageserver-types3.17.5indirect
npmvscode-ws-jsonrpc1.0.2indirect
npmw3c-keyname2.2.8indirect
npmw3c-xmlserializer4.0.0indirect
npmwebidl-conversions3.0.1indirect
npmwebidl-conversions7.0.0indirect
npmwhatwg-encoding2.0.0indirect
npmwhatwg-mimetype3.0.0indirect
npmwhatwg-url11.0.0indirect
npmwhatwg-url5.0.0indirect
npmwrap-ansi7.0.0indirect
npmws8.21.0indirect
npmxml-name-validator4.0.0indirect
npmxmlchars2.2.0indirect
npmy-protocols1.0.6indirect
npmy18n5.0.8indirect
npmyargs17.7.2indirect
npmyargs-parser21.1.1indirect
npmyarn-deduplicate6.0.2indirect
npmyjs13.6.19indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.14.1indirect
PyPIaiohttp-cors0.8.1indirect
PyPIaiosignal1.4.0indirect
PyPIalabaster0.7.16indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.12.1indirect
PyPIappnope0.1.4indirect
PyPIargon2-cffi25.1.0indirect
PyPIargon2-cffi-bindings25.1.0indirect
PyPIarrow1.4.0indirect
PyPIasttokens3.0.1indirect
PyPIasync-lru2.1.0indirect
PyPIattrs25.4.0indirect
PyPIbabel2.17.0indirect
PyPIbcrypt5.0.0indirect
PyPIbeautifulsoup44.14.3indirect
PyPIblack26.3.1indirect
PyPIbleach6.4.0indirect
PyPIcachetools5.5.2indirect
PyPIcertifi2025.6.15indirect
PyPIcertifi2026.1.4indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIchardet5.2.0indirect
PyPIcharset-normalizer3.4.2indirect
PyPIcharset-normalizer3.4.4indirect
PyPIclick8.2.1indirect
PyPIcolorama0.4.6indirect
PyPIcolorful0.5.8indirect
PyPIcomm0.2.3indirect
PyPIcoverage7.13.1indirect
PyPIdebugpy1.8.19indirect
PyPIdecorator5.2.1indirect
PyPIdefusedxml0.7.1indirect
PyPIdiff-cover9.7.2indirect
PyPIdistlib0.4.0indirect
PyPIdocutils0.21.2indirect
PyPIdurationpy0.10indirect
PyPIfastjsonschema2.21.2indirect
PyPIfilelock3.20.3indirect
PyPIfqdn1.5.1indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.1.0indirect
PyPIgoogle-api-core2.29.0indirect
PyPIgoogle-auth2.40.3indirect
PyPIgoogle-auth2.47.0indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgrpcio1.76.0indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIidentify2.6.16indirect
PyPIidna3.10indirect
PyPIidna3.15indirect
PyPIimagesize1.4.1indirect
PyPIimportlib-metadata8.7.1indirect
PyPIiniconfig2.3.0indirect
PyPIinvoke2.2.1indirect
PyPIipykernel7.1.0indirect
PyPIipython9.9.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIisoduration20.11.0indirect
PyPIjedi0.19.2indirect
PyPIjinja23.1.6indirect
PyPIjson50.13.0indirect
PyPIjsonpointer3.0.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-client8.8.0indirect
PyPIjupyter-core5.9.1indirect
PyPIjupyter-events0.12.0indirect
PyPIjupyter-lsp2.3.0indirect
PyPIjupyter-server2.18.0indirect
PyPIjupyter-server-terminals0.5.4indirect
PyPIjupyterlab4.5.7indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIjupyterlab-server2.28.0indirect
PyPIjupyterlab-widgets3.0.16indirect
PyPIlark1.3.1indirect
PyPIlibrt0.11.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib-inline0.2.1indirect
PyPImdurl0.1.2indirect
PyPIminio—indirect
PyPImistune3.3.0indirect
PyPImsgpack1.1.2indirect
PyPImultidict6.7.0indirect
PyPImypy1.20.2indirect
PyPImypy-extensions1.1.0indirect
PyPInbclient0.10.4indirect
PyPInbconvert7.17.1indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInodeenv1.10.0indirect
PyPInotebook-shim0.2.4indirect
PyPInumpy2.4.1indirect
PyPIoauthlib3.3.1indirect
PyPIopencensus0.11.4indirect
PyPIopencensus-context0.1.3indirect
PyPIopentelemetry-api1.39.1indirect
PyPIopentelemetry-exporter-prometheus1.12.0rc1indirect
PyPIopentelemetry-proto1.39.1indirect
PyPIopentelemetry-sdk1.39.1indirect
PyPIopentelemetry-semantic-conventions0.60b1indirect
PyPIoutcome1.3.0.post0indirect
PyPIoverrides7.7.0indirect
PyPIpackaging25.0indirect
PyPIpandas2.3.3indirect
PyPIpandocfilters1.5.1indirect
PyPIparamiko4.0.0indirect
PyPIparso0.8.5indirect
PyPIpathspec1.0.3indirect
PyPIpexpect4.9.0indirect
PyPIplatformdirs4.5.1indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.5.1indirect
PyPIprometheus-client0.24.1indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.4.1indirect
PyPIproto-plus1.27.0indirect
PyPIprotobuf6.33.5indirect
PyPIpsutil7.2.1indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpy-spy0.4.1indirect
PyPIpyarrow23.0.1indirect
PyPIpyasn10.6.1indirect
PyPIpyasn10.6.2indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser2.23indirect
PyPIpydantic-core2.41.5indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.12.0indirect
PyPIpynacl1.6.2indirect
PyPIpysocks1.7.1indirect
PyPIpytest9.0.3indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-timeout2.3.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dateutil3.9.0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-json-logger4.0.0indirect
PyPIpytokens0.4.0indirect
PyPIpytorch-lightning2.6.0indirect
PyPIpytz2025.2indirect
PyPIpywinpty3.0.2indirect
PyPIpyyaml—indirect
PyPIpyyaml6.0.2indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.1.0indirect
PyPIray-lightning—indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.32.4indirect
PyPIrequests2.33.0indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrpds-py0.30.0indirect
PyPIrsa4.9.1indirect
PyPIruff0.9.10indirect
PyPIselenium4.41.0.202601270013indirect
PyPIsend2trash2.1.0indirect
PyPIsetuptools80.9.0indirect
PyPIsix1.17.0indirect
PyPIsmart-open7.5.0indirect
PyPIsniffio1.3.1indirect
PyPIsnowballstemmer3.0.1indirect
PyPIsortedcontainers2.4.0indirect
PyPIsoupsieve2.8.4indirect
PyPIsphinx7.4.7indirect
PyPIsphinx-rtd-theme3.0.1indirect
PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jquery4.1indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIstack-data0.6.3indirect
PyPIterminado0.18.1indirect
PyPItinycss21.4.0indirect
PyPItorch—indirect
PyPItorch2.7.1+cu118indirect
PyPItorchmetrics1.8.2indirect
PyPItorchvision0.20.1indirect
PyPItorchvision0.22.1+cu118indirect
PyPItorchvision0.25.0indirect
PyPItornado6.5.7indirect
PyPItraitlets5.14.3indirect
PyPItransformers—indirect
PyPItrio0.32.0indirect
PyPItrio-websocket0.12.2indirect
PyPItriton—indirect
PyPItypes-pyyaml6.0.12.20260518indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.5.0indirect
PyPIurllib32.6.3indirect
PyPIvirtualenv20.36.1indirect
PyPIvllm—indirect
PyPIwcwidth0.2.14indirect
PyPIwebcolors25.10.0indirect
PyPIwebdriver-manager4.0.2indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.8.0indirect
PyPIwebsocket-client1.9.0indirect
PyPIwidgetsnbextension4.0.15indirect
PyPIwrapt2.0.1indirect
PyPIwsproto1.3.2indirect
PyPIyarl1.22.0indirect
PyPIzipp3.23.0indirect
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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 v0.15.0 — full methodology · metrics wiki.

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