Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-22 09:07 UTC

jawah / qh3

Lightweight QUIC and HTTP/3 implementation in Python. ECH & PQ Ready.

Python · RustBSD-3-Clause★ 46 stars⑂ 8 forkssince Jun 2023forkView on GitHub ↗

jawah/qh3 holds a health index of 78 out of 100, placing it in the Good band. It scores highest on Vitality (81/100) and lowest on Community & Adoption (47/100). It was last updated 21 days ago. A single contributor accounts for most of its recent work.

78
overall / 100
Good

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.

78
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 67 is calibrated to 78 on the published index scale (record calibration 2026-08-02).

Ownership

JawahOrganization
40 followers10 public repossince Jul 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIqh31.9.42,315,4075440 days ago

Metrics by category

Vitality

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

81Excellent · 21% of overall
How it's scored
28.8/36Push recencylast push 21 days ago
12.5/36Commit cadence18/52 weeks with commits
18/18Commit volume175 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year175
human_commit_share0.96
days_since_last_push21
active_weeks_last_year18

Release discipline

100Exceptional
How it's scored
27/27Ships releases54 releases published
36/36Release recencylatest release 40 days ago
27/27Release cadencea release every ~9.3 days
10/10OpenSSF Scorecard: Signed-Releases5 out of the last 5 releases have a total of 5 signed artifacts.
Inputs used
releases_count54
latest_release_tagv1.9.4
releases_from_tagsno
days_since_latest_release40
mean_days_between_releases9.3

Community & Adoption

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

47Weak · 17% of overall
How it's scored
26.8/60Stars46 stars
7/25Forks8 forks
0/15Watchers2 watchers
Inputs used
forks8
stars46
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
0/22.5README
22.5/22.5Licenserecognized license (BSD-3-Clause)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeno
has_licenseno
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno
How it's scored
80/80Monthly downloads2,315,407 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagesqh3
dependents
ecosystemspypi
total_downloads
monthly_downloads2,315,407
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?

66Good · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
6.8/22.5Commit distributiontop contributor authored 70% of commits
13.5/13.5Contributor breadth28 contributors
6/10OpenSSF Scorecard: Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled28
top_contributor_share0.698
How it's scored
42/42Issue resolution100% of issues closed
20.5/30PR acceptance91/133 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
1.5/15OpenSSF Scorecard: Code-ReviewFound 1/6 approved changesets -- score normalized to 1
Inputs used
merged_prs91
open_issues0
closed_issues12
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio1
closed_unmerged_prs42
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.
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domainverified-domain status not read for this organization
11.6/25Owner reach40 followers of jawah
13.8/25Track record10 public repos, account ~3 yr old
Inputs used
followers40
owner_typeOrganization
is_verified
owner_loginjawah
public_repos10
account_age_days1,139
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 40 days ago
20/20Version history54 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesqh3
ecosystemspypi
any_deprecatedno
min_days_since_publish40

Engineering Quality

Are baseline engineering and documentation practices in place?

70Good · 19% of overall
How it's scored
24/24CI workflows1 workflow(s)
24/24Tests present
16/16Linter configCargo.toml ([workspace.lints]), pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
10/20OpenSSF Scorecard: CI-Tests4 out of 7 merged PRs checked by a CI test -- score normalized to 5
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

50Moderate
How it's scored
0/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://qh3.readthedocs.io/en/latest/
0/10Repository description
10/10Topics7 topics
0/10Wiki
Inputs used
topicsasyncio, http3, http3-client, http3-server, quic, ech, pq
has_wikino
homepagehttps://qh3.readthedocs.io/en/latest/
docs_sitehttps://qh3.readthedocs.io/en/latest/
has_readmeno
has_docs_diryes
has_descriptionno

Security

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

66Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0/7.5Branch-Protectionno data
1.2/2.5CI-Tests4 out of 7 merged PRs checked by a CI test -- score normalized to 5
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-ReviewFound 1/6 approved changesets -- score normalized to 1
1.5/2.5Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
4/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
0/5SASTSAST tool is not run on all commits -- score normalized to 0
5/5Security-Policysecurity policy file detected
7.5/7.5Signed-Releases5 out of the last 5 releases have a total of 5 signed artifacts.
7.5/7.5Token-PermissionsGitHub workflow tokens follow principle of least privilege
0/7.5Vulnerabilities11 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.9
Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.
How it's scored
10.6/35Direct dependencies free of known advisories5 affected: pyo3 0.28.3 (high 7.5), rsa 0.9.10 (moderate 5.9), rand 0.8.5 (low), +2 more
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
30.2/40No advisories left outstanding4 advisory-carrying package(s) unaddressed past 90 days; oldest published 1,003 days ago
Inputs used
sourceosv
advisories9
affected_packages5
assessed_packages182
unassessed_packages10
affected_by_severityhigh 1, moderate 1, low 1, unknown 2
direct_affected_packages5
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 182 resolved dependencies against OSV. 10 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

74Good · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history86 of 96 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.896
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrapdocs/Makefile, noxfile.py
22/22Automated tests
11/11Lint / format configCargo.toml ([workspace.lints]), pyproject.toml ([tool.ruff])
11/11Static type checkingqh3/py.typed
10/10Reproducible environmentlockfile
0/10Demonstrated agent practiceno agent-authored commits among the last 100
8/8Automated maintenance4 of the last 100 commits are automated dependency updates
8/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock
has_dockerfileno
typed_languageno
bootstrap_filesdocs/Makefile, noxfile.py
has_devcontainerno
has_linter_configyes
typecheck_configsqh3/py.typed
agent_commit_share0
toolchain_manifestsCargo.toml
dependency_bot_commit_share0.04
How it's scored
27/45Type-checkable codePython with type-check config (qh3/py.typed)
50.5/55Manageable file sizes6/74 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes171,068
source_files_sampled74
oversized_source_files6
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 examplesexamples
Inputs used
example_dirsexamples
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

46GitHub stars
28contributors
175commits, last 12 months
21days since last push
54releases
1bus factor
0open issues
crates.io, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Community profile unavailable
  • Could not fetch crates package 'qh3' from its registry

More detail

Star and fork history 0 ★ / 8 ⇿
0Stars
8Forks
46Releases

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.

02468812023-082025-012026-06
Major 1Minor 13Patch 32

Each point covers 3 days.

OpenSSF Scorecard 6.9 / 10
6.9aggregate

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 · 2026-08-22 09:07 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
5CI-Tests4 out of 7 merged PRs checked by a CI test -- score normalized to 5
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/6 approved changesets -- score normalized to 1
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
10Signed-Releases5 out of the last 5 releases have a total of 5 signed artifacts.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
0Vulnerabilities11 existing vulnerabilities detected
Direct dependencies 20
RegistryPackageVersion constraintManifest
crates.iopyo30.28.2Cargo.toml
crates.iols-qpack-rs0.3.1Cargo.toml
crates.iorustls0.23.25Cargo.toml
crates.iox509-parser0.18.0Cargo.toml
crates.iorsa0.9.8Cargo.toml
crates.iodsa0.6.3Cargo.toml
crates.ioed25519-dalek2.1.1Cargo.toml
crates.iorand=0.8.5Cargo.toml
crates.iopkcs80.10.2Cargo.toml
crates.iopkcs10.7.5Cargo.toml
crates.iorustls-pemfile2.2.0Cargo.toml
crates.ioaws-lc-rs1.14.0Cargo.toml
crates.iox509-ocsp0.2.1Cargo.toml
crates.iox509-cert0.2.5Cargo.toml
crates.ioder=0.7.10Cargo.toml
crates.iosha10.10.6Cargo.toml
crates.ioserde1.0.219Cargo.toml
crates.iobincode=1.3.3Cargo.toml
crates.ioidna1.1.0Cargo.toml
crates.ioquinn-udp0.6.1Cargo.toml
All dependencies 192

Full resolved dependency set from the GitHub dependency graph: 20 direct and 172 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.ioaws-lc-rs1.17.1direct
crates.iobincode1.3.3direct
crates.ioder0.7.10direct
crates.iodsa0.6.3direct
crates.ioed25519-dalek2.2.0direct
crates.ioidna1.1.0direct
crates.iols-qpack-rs0.3.2direct
crates.iopkcs10.7.5direct
crates.iopkcs80.10.2direct
crates.iopyo30.28.3direct
crates.ioquinn-udp0.6.1direct
crates.iorand0.8.5direct
crates.iorsa0.9.10direct
crates.iorustls0.23.41direct
crates.iorustls-pemfile2.2.0direct
crates.ioserde1.0.228direct
crates.iosha10.10.7direct
crates.iox509-cert0.2.5direct
crates.iox509-ocsp0.2.1direct
crates.iox509-parser0.18.1direct
crates.ioaes0.8.4indirect
crates.ioaho-corasick1.1.4indirect
crates.ioasn1-rs0.7.2indirect
crates.ioasn1-rs-derive0.6.0indirect
crates.ioasn1-rs-impl0.2.0indirect
crates.ioautocfg1.5.1indirect
crates.ioaws-lc-fips-sys0.13.15indirect
crates.ioaws-lc-sys0.42.0indirect
crates.iobase64ct1.8.3indirect
crates.iobindgen0.72.1indirect
crates.iobitflags2.13.0indirect
crates.ioblock-buffer0.10.4indirect
crates.ioblock-padding0.3.3indirect
crates.iocbc0.1.2indirect
crates.iocc1.2.67indirect
crates.iocexpr0.6.0indirect
crates.iocfg-if1.0.4indirect
crates.iocfg_aliases0.2.1indirect
crates.iocipher0.4.4indirect
crates.ioclang-sys1.8.1indirect
crates.iocmake0.1.58indirect
crates.ioconst-oid0.9.6indirect
crates.iocpufeatures0.2.17indirect
crates.iocrypto-common0.1.7indirect
crates.iocurve25519-dalek4.1.3indirect
crates.iocurve25519-dalek-derive0.1.1indirect
crates.iodata-encoding2.11.0indirect
crates.ioder-parser10.0.0indirect
crates.ioder_derive0.7.3indirect
crates.ioderanged0.5.8indirect
crates.iodigest0.10.7indirect
crates.iodisplaydoc0.2.6indirect
crates.iodunce1.0.5indirect
crates.ioed255192.2.3indirect
crates.ioeither1.16.0indirect
crates.iofiat-crypto0.2.9indirect
crates.iofind-msvc-tools0.1.9indirect
crates.ioflagset0.4.7indirect
crates.iofs_extra1.3.0indirect
crates.iogeneric-array0.14.7indirect
crates.iogetrandom0.2.17indirect
crates.iogetrandom0.4.3indirect
crates.ioglob0.3.3indirect
crates.ioheck0.5.0indirect
crates.iohmac0.12.1indirect
crates.ioicu_collections2.2.0indirect
crates.ioicu_locale_core2.2.0indirect
crates.ioicu_normalizer2.2.0indirect
crates.ioicu_normalizer_data2.2.0indirect
crates.ioicu_properties2.2.0indirect
crates.ioicu_properties_data2.2.0indirect
crates.ioicu_provider2.2.0indirect
crates.ioidna_adapter1.2.2indirect
crates.ioinout0.1.4indirect
crates.ioitertools0.13.0indirect
crates.iojobserver0.1.35indirect
crates.iolazy_static1.5.0indirect
crates.iolibc0.2.186indirect
crates.iolibloading0.8.9indirect
crates.iolibm0.2.16indirect
crates.iolitemap0.8.2indirect
crates.iolog0.4.33indirect
crates.iols-qpack-rs-sys0.3.2indirect
crates.iomemchr2.8.3indirect
crates.iominimal-lexical0.2.1indirect
crates.ionom7.1.3indirect
crates.ionum-bigint0.4.8indirect
crates.ionum-bigint-dig0.8.6indirect
crates.ionum-conv0.2.2indirect
crates.ionum-integer0.1.46indirect
crates.ionum-iter0.1.46indirect
crates.ionum-traits0.2.19indirect
crates.iooid-registry0.8.1indirect
crates.ioonce_cell1.21.4indirect
crates.iopbkdf20.12.2indirect
crates.iopem-rfc74680.7.0indirect
crates.iopin-project-lite0.2.17indirect
crates.iopkcs50.7.1indirect
crates.iopkg-config0.3.33indirect
crates.ioportable-atomic1.13.1indirect
crates.iopotential_utf0.1.5indirect
crates.iopowerfmt0.2.0indirect
crates.ioppv-lite860.2.21indirect
crates.ioprettyplease0.2.37indirect
crates.ioproc-macro21.0.106indirect
crates.iopyo3-build-config0.28.3indirect
crates.iopyo3-ffi0.28.3indirect
crates.iopyo3-macros0.28.3indirect
crates.iopyo3-macros-backend0.28.3indirect
crates.iopython3-dll-a0.2.15indirect
crates.ioquote1.0.46indirect
crates.ior-efi6.0.0indirect
crates.iorand_chacha0.3.1indirect
crates.iorand_core0.6.4indirect
crates.ioregex1.13.0indirect
crates.ioregex-automata0.4.15indirect
crates.ioregex-syntax0.8.11indirect
crates.iorfc69790.4.0indirect
crates.ioring0.17.14indirect
crates.iorustc-hash2.1.3indirect
crates.iorustc_version0.4.1indirect
crates.iorusticata-macros4.1.0indirect
crates.iorustls-pki-types1.15.0indirect
crates.iorustls-webpki0.103.13indirect
crates.iosalsa200.10.2indirect
crates.ioscrypt0.11.0indirect
crates.iosemver1.0.28indirect
crates.ioserde_core1.0.228indirect
crates.ioserde_derive1.0.228indirect
crates.iosha20.10.9indirect
crates.ioshlex1.3.0indirect
crates.ioshlex2.0.1indirect
crates.iosignature2.2.0indirect
crates.iosmallvec1.15.2indirect
crates.iosocket20.6.4indirect
crates.iospin0.9.8indirect
crates.iospki0.7.3indirect
crates.iostable_deref_trait1.2.1indirect
crates.iosubtle2.6.1indirect
crates.iosyn2.0.118indirect
crates.iosynstructure0.13.2indirect
crates.iotarget-lexicon0.13.5indirect
crates.iothiserror2.0.18indirect
crates.iothiserror-impl2.0.18indirect
crates.iotime0.3.53indirect
crates.iotime-core0.1.9indirect
crates.iotime-macros0.2.31indirect
crates.iotinystr0.8.3indirect
crates.iotls_codec0.4.2indirect
crates.iotls_codec_derive0.4.2indirect
crates.iotracing0.1.44indirect
crates.iotracing-core0.1.36indirect
crates.iotypenum1.20.1indirect
crates.iounicode-ident1.0.24indirect
crates.iountrusted0.9.0indirect
crates.ioutf8_iter1.0.4indirect
crates.ioversion_check0.9.5indirect
crates.iowasi0.11.1+wasi-snapshot-preview1indirect
crates.iowindows-link0.2.1indirect
crates.iowindows-sys0.52.0indirect
crates.iowindows-sys0.61.2indirect
crates.iowindows-targets0.52.6indirect
crates.iowindows_aarch64_gnullvm0.52.6indirect
crates.iowindows_aarch64_msvc0.52.6indirect
crates.iowindows_i686_gnu0.52.6indirect
crates.iowindows_i686_gnullvm0.52.6indirect
crates.iowindows_i686_msvc0.52.6indirect
crates.iowindows_x86_64_gnu0.52.6indirect
crates.iowindows_x86_64_gnullvm0.52.6indirect
crates.iowindows_x86_64_msvc0.52.6indirect
crates.iowriteable0.6.3indirect
crates.ioyoke0.8.3indirect
crates.ioyoke-derive0.8.2indirect
crates.iozerocopy0.8.54indirect
crates.iozerocopy-derive0.8.54indirect
crates.iozerofrom0.1.8indirect
crates.iozerofrom-derive0.1.7indirect
crates.iozeroize1.9.0indirect
crates.iozeroize_derive1.5.0indirect
crates.iozerotrie0.2.4indirect
crates.iozerovec0.11.6indirect
crates.iozerovec-derive0.11.3indirect
PyPIbrotliindirect
PyPIbrotlicffiindirect
PyPIcoverageindirect
PyPIcryptographyindirect
PyPIdnspythonindirect
PyPImaturinindirect
PyPIpytestindirect
PyPIpytest-asyncioindirect
PyPIpytest-mockindirect
PyPIsphinx-autodoc-typehintsindirect
Dependency advisories 5

This repository publishes no package the index resolves, so its own dependency graph was assessed — 182 packages, which also include development and test pins that never ship: 5 carry known advisories, of which 5 are direct. 10 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
pyo30.28.3directhigh40.29.0
rsa0.9.10directmoderate1
rand0.8.5directlow20.10.1
bincode1.3.3directunknown1
rustls-pemfile2.2.0directunknown1

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

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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 statisticsPyPI.