Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 15:44 UTC

pyinstaller / pyinstaller-hooks-contrib

Community maintained hooks for PyInstaller.

PythonCustom license★ 122 stars⑂ 143 forkssince Apr 2020View on GitHub ↗
KindLibraryhow this is determined
#pyinstaller#python#hooks

pyinstaller/pyinstaller-hooks-contrib holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Vitality (99/100) and lowest on AI Readiness (39/100). It was last updated 2 days ago. 2 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

PyInstallerOrganization · verified domain
284 followers7 public repossince Nov 2011

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIpyinstaller-hooks-contrib2026.717,397,138752 days agopyinstallerdevelopmenthooks

Metrics by category

Vitality

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

99Exceptional · 21% of overall

Development activity

99Exceptional
How it's scored
36/36Push recency — last push 2 days ago
35.3/36Commit cadence — 51/52 weeks with commits
18/18Commit volume — 140 commits in the last year
10/10OpenSSF Scorecard: Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year140
human_commit_share1
days_since_last_push2
active_weeks_last_year51

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 71 releases published
36/36Release recency — latest release 2 days ago
27/27Release cadence — a release every ~30.6 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count71
latest_release_tagv2026.7
releases_from_tagsno
days_since_latest_release2
mean_days_between_releases30.6
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?

66Good · 17% of overall

Popularity & adoption

57Moderate
How it's scored
33.8/60Stars — 122 stars
17.9/25Forks — 143 forks
5.3/15Watchers — 10 watchers
Inputs used
forks143
stars122
watchers10
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

51Moderate
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Ecosystem adoption (downloads)

100Exceptional
How it's scored
80/80Monthly downloads — 17,397,138 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespyinstaller-hooks-contrib
dependents—
ecosystemspypi
total_downloads—
monthly_downloads17,397,138
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?

80Excellent · 23% of overall

Maintainer resilience (bus factor)

62Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
13.3/22.5Commit distribution — top contributor authored 41% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 20 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled100
top_contributor_share0.407

Issue & PR responsiveness

80Excellent
How it's scored
32.4/42Issue resolution — 77% of issues closed
23.5/30PR acceptance — 686/874 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
13.5/15OpenSSF Scorecard: Code-Review — Found 19/21 approved changesets -- score normalized to 9
Inputs used
merged_prs686
open_issues35
closed_issues118
prs_merged_7d1
prs_decided_7d1
prs_merged_30d4
prs_decided_30d4
issue_closed_ratio0.771
closed_unmerged_prs188
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

86Excellent
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
17.6/25Owner reach — 284 followers of pyinstaller
18.6/25Track record — 7 public repos, account ~14 yr old
Inputs used
followers284
owner_typeOrganization
is_verifiedyes
owner_loginpyinstaller
public_repos7
account_age_days5,391

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 2 days ago
20/20Version history — 75 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespyinstaller-hooks-contrib
ecosystemspypi
any_deprecatedno
min_days_since_publish2

Engineering Quality

Are baseline engineering and documentation practices in place?

73Good · 19% of overall

Engineering practices

82Excellent
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config — setup.cfg ([flake8])
0/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 18 out of 19 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

60Moderate
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 3 topics
10/10Wiki
Inputs used
topicspyinstaller, python, hooks
has_wikiyes
homepage—
docs_site—
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

61Moderate · 16% of overall

Security posture

51Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.2/2.5CI-Tests — 18 out of 19 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 19/21 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 20 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — license file detected
7.5/7.5Maintained — 26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5.1
Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages1
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:pyinstaller-hooks-contrib@2026.7 runtime dependency closure — what installing the published package pulls in — 1 packages. 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.

39Weak · 4% of overall

Agent context & guidance

40Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 89 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.89
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

33At Risk
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — setup.cfg ([flake8])
0/11Static type checking
0/10Reproducible environment
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles—
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

55Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
54.9/55Manageable file sizes — 1/728 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes99,958
source_files_sampled728
oversized_source_files1

Key facts

122GitHub stars
100contributors
140commits, last 12 months
2days since last push
71releases
2bus factor
35open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 143 ⇿
0Stars
143Forks
70Releases

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.

025507510012515014232020-052023-062026-07
Major 0Minor 0Patch 0

Each point covers 6 days.

OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 · 2026-08-27 15:43 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
9CI-Tests18 out of 19 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 19/21 approved changesets -- score normalized to 9
10Contributorsproject has 20 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained26 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not 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
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6Vulnerabilities4 existing vulnerabilities detected
Direct dependencies 2
RegistryPackageVersion constraintManifest
PyPIimportlib_metadata>= 4.6setup.cfg
PyPIpackaging>= 22.0setup.cfg
All dependencies 239

Full resolved dependency set from the GitHub dependency graph: 1 direct and 238 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIpackaging—direct
PyPIadbc-driver-manager1.12.0indirect
PyPIadbutils2.12.0indirect
PyPIaltair6.2.2indirect
PyPIapkutils2.0.5indirect
PyPIapscheduler3.11.3indirect
PyPIav18.1.0indirect
PyPIblack26.5.1indirect
PyPIbokeh3.10.0indirect
PyPIboto2.49.0indirect
PyPIboto31.43.78indirect
PyPIbotocore1.43.78indirect
PyPIbranca0.8.2indirect
PyPIcairocffi1.7.1indirect
PyPIcapstone5.0.9indirect
PyPIcassandra-driver3.30.1indirect
PyPIcel-python0.5.0indirect
PyPIcftime1.6.5indirect
PyPIchardet7.6.0indirect
PyPIcharset-normalizer3.5.1indirect
PyPIcloudpickle3.1.2indirect
PyPIcloudscraper1.2.71indirect
PyPIcmocean4.0.3indirect
PyPIcustomtkinter6.0.0indirect
PyPIdash4.4.1indirect
PyPIdash-bootstrap-components2.0.4indirect
PyPIdash-uploader0.6.1indirect
PyPIdask2026.7.1indirect
PyPIdateparser1.4.2indirect
PyPIddgs9.15.0indirect
PyPIduckdb1.5.5indirect
PyPIemoji2.15.0indirect
PyPIeng-to-ipa0.0.2indirect
PyPIeth-hash0.8.0indirect
PyPIeth-rlp3.0.0indirect
PyPIeth-typing6.0.0indirect
PyPIeth-utils6.0.0indirect
PyPIexchangelib5.6.0indirect
PyPIexecnet—indirect
PyPIfabric3.2.3indirect
PyPIfake-useragent2.2.0indirect
PyPIfalcon4.3.1indirect
PyPIfastparquet2026.5.0indirect
PyPIffpyplayer4.5.3indirect
PyPIfiona1.10.1indirect
PyPIfolium0.20.0indirect
PyPIfreetype-py2.5.1indirect
PyPIfrictionless5.19.0indirect
PyPIfsspec2026.7.0indirect
PyPIgmsh4.15.2indirect
PyPIgoogle-api-python-client2.199.0indirect
PyPIgrapheme0.6.0indirect
PyPIgraphql-query1.4.0indirect
PyPIh34.5.0indirect
PyPIh5py3.16.0indirect
PyPIhumanize4.16.0indirect
PyPIiminuit2.32.0indirect
PyPIintake2.0.9indirect
PyPIiso639-lang2.6.3indirect
PyPIjieba0.42.1indirect
PyPIjsonschema4.26.0indirect
PyPIkaleido1.3.0indirect
PyPIkhmer-nltk1.6indirect
PyPIlangchain1.3.16indirect
PyPIlangchain-classic1.0.8indirect
PyPIlangdetect1.0.9indirect
PyPIlaonlp1.3.0indirect
PyPIlark1.3.1indirect
PyPIlimits5.8.0indirect
PyPIlingua-language-detector2.2.0indirect
PyPImarkdown3.10.3indirect
PyPImimesis21.0.0indirect
PyPIminecraft-launcher-lib8.0indirect
PyPImistune3.3.4indirect
PyPImnemonic0.21indirect
PyPImsoffcrypto-tool6.0.0indirect
PyPInarwhals2.25.0indirect
PyPInbt1.5.1indirect
PyPInest-asyncio1.6.0indirect
PyPInetcdf41.7.4indirect
PyPInicegui3.16.0indirect
PyPIniquests3.21.0indirect
PyPInumbers-parser4.19.0indirect
PyPInumcodecs0.16.5indirect
PyPIoffice365-rest-python-client3.0.0indirect
PyPIopencc-python-reimplemented0.1.7indirect
PyPIopencv-python5.0.0.93indirect
PyPIopenpyxl3.1.5indirect
PyPIopentelemetry-sdk1.44.0indirect
PyPIorjson3.12.0indirect
PyPIpandas3.0.5indirect
PyPIpandas-flavor0.8.1indirect
PyPIpandera0.32.1indirect
PyPIpanel1.9.4indirect
PyPIpasslib1.7.4indirect
PyPIpatool4.0.5indirect
PyPIpendulum3.2.0indirect
PyPIphonenumbers9.0.37indirect
PyPIpingouin0.6.1indirect
PyPIpinyin0.4.0indirect
PyPIplatformdirs4.11.4indirect
PyPIplotly6.9.0indirect
PyPIplum-dispatch2.9.0indirect
PyPIprocrastinate3.9.0indirect
PyPIpsutil—indirect
PyPIpsutil7.2.2indirect
PyPIpublicsuffix22.20191221indirect
PyPIpycparser3.0indirect
PyPIpycryptodome3.23.0indirect
PyPIpycryptodomex3.23.0indirect
PyPIpydantic2.13.4indirect
PyPIpydicom3.0.2indirect
PyPIpyecharts2.1.0indirect
PyPIpyexcel-ods0.6.0indirect
PyPIpyexcelerate0.13.0indirect
PyPIpygraphviz2.0.1indirect
PyPIpygwalker0.5.0.1indirect
PyPIpylibmagic0.5.0indirect
PyPIpylint4.0.7indirect
PyPIpymeshlab2025.7.post1indirect
PyPIpymorphy32.0.6indirect
PyPIpymorphy3-dicts-uk2.4.1.1.1663094765indirect
PyPIpynng0.9.0indirect
PyPIpynput1.8.2indirect
PyPIpypdfium25.13.0indirect
PyPIpypemicro0.1.11indirect
PyPIpyphen0.18.1indirect
PyPIpyppeteer2.0.0indirect
PyPIpypsexec0.3.0indirect
PyPIpypylon26.7indirect
PyPIpyqt55.15.11indirect
PyPIpyqtgraph0.14.0indirect
PyPIpysaml27.5.4indirect
PyPIpyshark0.6indirect
PyPIpystray0.19.5indirect
PyPIpytest—indirect
PyPIpytest-drop-dup-tests—indirect
PyPIpytest-timeout—indirect
PyPIpytest-xdist—indirect
PyPIpythainlp5.3.7indirect
PyPIpython-crfsuite0.9.12indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-gitlab8.5.0indirect
PyPIpython-mecab-ko1.3.7indirect
PyPIpython-pptx1.0.2indirect
PyPIpython-stdnum2.2indirect
PyPIpythonnet3.1.0indirect
PyPIpytokens0.4.1indirect
PyPIpytz2026.3.post1indirect
PyPIpyusb1.3.1indirect
PyPIpyvista0.48.4indirect
PyPIpyviz-comms3.0.6indirect
PyPIpyvjoy1.0.1indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyzmq27.2.0indirect
PyPIqtmodern0.2.0indirect
PyPIrich15.0.0indirect
PyPIrlp5.0.0indirect
PyPIrtree1.4.1indirect
PyPIruamel-yaml-string0.1.1indirect
PyPIsacremoses0.2.0indirect
PyPIschwifty2026.7.3indirect
PyPIscikit-image0.26.0indirect
PyPIscikit-learn1.9.0indirect
PyPIscipy1.18.1indirect
PyPIseedir0.5.1indirect
PyPIselectolax0.4.11indirect
PyPIsentry-sdk2.68.1indirect
PyPIsetuptools—indirect
PyPIshapely2.1.2indirect
PyPIsimplemma2.0.0indirect
PyPIslixmpp1.17.0indirect
PyPIsounddevice0.5.6indirect
PyPIspiceypy8.2.0indirect
PyPIsrsly2.5.3indirect
PyPIsspilib0.6.0indirect
PyPIsudachidict-core20260723indirect
PyPIsudachidict-full20260723indirect
PyPIsudachidict-small20260723indirect
PyPIsudachipy0.6.11indirect
PyPIsv-ttk2.6.1indirect
PyPIswagger-spec-validator3.0.4indirect
PyPIsympy1.14.0indirect
PyPItableauhyperapi0.0.26225indirect
PyPItables3.11.1indirect
PyPItimezonefinder8.3.0indirect
PyPItkinterweb4.25.3indirect
PyPItkinterweb-tkhtml2.1.1indirect
PyPItkinterweb-tkhtml-extras1.3.1indirect
PyPItoga0.5.6indirect
PyPItowncrier25.8.0indirect
PyPItrame3.13.2indirect
PyPItrame-client3.13.6indirect
PyPItrame-code1.1.1indirect
PyPItrame-components2.5.0indirect
PyPItrame-datagrid0.2.2indirect
PyPItrame-deckgl2.0.4indirect
PyPItrame-formkit0.1.2indirect
PyPItrame-grid-layout1.0.3indirect
PyPItrame-iframe1.1.1indirect
PyPItrame-keycloak0.1.1indirect
PyPItrame-leaflet1.2.4indirect
PyPItrame-markdown3.1.0indirect
PyPItrame-matplotlib2.0.3indirect
PyPItrame-mesh-streamer0.1.0indirect
PyPItrame-plotly3.1.2indirect
PyPItrame-pvui0.1.1indirect
PyPItrame-quasar0.2.1indirect
PyPItrame-rca2.9.0indirect
PyPItrame-router2.3.0indirect
PyPItrame-server3.14.0indirect
PyPItrame-simput2.6.6indirect
PyPItrame-tauri1.0.2indirect
PyPItrame-tweakpane0.1.3indirect
PyPItrame-vega2.1.1indirect
PyPItrame-vtk2.11.16indirect
PyPItrame-vtk3d0.1.0indirect
PyPItrame-vtklocal1.2.0indirect
PyPItrame-vuetify3.2.5indirect
PyPItrame-xterm1.1.0indirect
PyPItwine—indirect
PyPItwisted26.4.0indirect
PyPItzdata2026.3indirect
PyPIunidecode1.4.0indirect
PyPIurllib3-future2.24.904indirect
PyPIuuid62025.0.1indirect
PyPIuvloop0.22.1indirect
PyPIvadersentiment3.3.2indirect
PyPIvtk9.7.0indirect
PyPIweb37.16.0indirect
PyPIwebsockets17.0.1indirect
PyPIwordcloud1.9.6indirect
PyPIxarray2026.7.0indirect
PyPIxmlschema4.3.2indirect
PyPIxyzservices2026.3.0indirect
PyPIyapf0.43.0indirect
PyPIz3c-rml5.2indirect
PyPIzarr3.3.0indirect
PyPIzeep4.3.3indirect
Dependency advisories 0

Installing pypi:pyinstaller-hooks-contrib@2026.7 pulls in 1 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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