Public record
Software health reportschema 0.27.0 · metrics 2.10.0 · 2026-07-24 02:24 UTC

mlflow-oidc / mlflow-oidc-auth

MLflow Tracking Server OIDC Auth plugin

Python · TypeScriptApache-2.0★ 123 stars⑂ 57 forkssince Apr 2024View on GitHub ↗
KindNetwork serviceLibraryWeb interfacehow this is determined

mlflow-oidc/mlflow-oidc-auth holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (96/100) and lowest on Security (61/100). It was last updated today. A single contributor accounts for most of its recent work.

89
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.

89
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 75 is calibrated to 89 on the published index scale (record calibration 2026-08-02).

Ownership

7 followers8 public repossince Jan 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPImlflow-oidc-auth7.3.5-730 days agomlflowoauth2oidc

Metrics by category

Vitality

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

88Excellent · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
22.2/36Commit cadence32/52 weeks with commits
18/18Commit volume308 commits in the last year
10/10OpenSSF Scorecard: Maintained19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year308
human_commit_share1
days_since_last_push0
active_weeks_last_year32
How it's scored
27/27Ships releases100 releases published
36/36Release recencylatest release 0 days ago
27/27Release cadencea release every ~10.5 days
0/10OpenSSF Scorecard: Signed-ReleasesProject has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv7.3.5
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases10.5

Community & Adoption

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

68Good · 17% of overall
How it's scored
33.8/60Stars123 stars
14.6/25Forks57 forks
4.3/15Watchers7 watchers
Inputs used
forks57
stars123
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateno

Sustainability & Governance

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

62Moderate · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
10.4/22.5Commit distributiontop contributor authored 54% of commits
13.5/13.5Contributor breadth16 contributors
10/10OpenSSF Scorecard: Contributorsproject has 5 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled16
top_contributor_share0.539
How it's scored
24.6/42Issue resolution59% of issues closed
19.3/30PR acceptance92/143 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
7.5/15OpenSSF Scorecard: Code-ReviewFound 14/24 approved changesets -- score normalized to 5
Inputs used
merged_prs92
open_issues41
closed_issues58
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.586
closed_unmerged_prs51
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
6.5/25Owner reach7 followers of mlflow-oidc
9.9/25Track record8 public repos, account ~1 yr old
Inputs used
followers7
owner_typeOrganization
is_verified
owner_loginmlflow-oidc
public_repos8
account_age_days538
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 0 days ago
20/20Version history73 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesmlflow-oidc-auth
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows8 workflow(s)
24/24Tests present
16/16Linter configeslint.config.js, tox.ini
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests22 out of 22 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://mlflow-oidc.github.io/mlflow-oidc-auth/
10/10Repository description
10/10Topics7 topics
0/10Wiki
Inputs used
topicsmlflow, mlflow-tracking-server, oauth2, oidc, permission-management, sso, machine-learning
has_wikino
homepagehttps://mlflow-oidc.github.io/mlflow-oidc-auth/
docs_sitehttps://mlflow-oidc.github.io/mlflow-oidc-auth/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

61Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
3.8/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests22 out of 22 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
3.8/7.5Code-ReviewFound 14/24 approved changesets -- score normalized to 5
2.5/2.5Contributorsproject has 5 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained19 commit(s) and 4 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
2.5/5SASTSAST tool is not run on all commits -- score normalized to 5
5/5Security-Policysecurity policy file detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
4.5/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities51 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate6.1
How it's scored
10.5/35Direct dependencies free of known advisories2 affected: react-router 7.12.0 (high 8.1), dompurify 3.3.1 (moderate 6.9)
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
34.1/40No advisories left outstanding1 advisory-carrying package(s) unaddressed past 90 days; oldest published 142 days ago
Inputs used
sourceosv
advisories53
affected_packages15
assessed_packages392
unassessed_packages24
affected_by_severitycritical 2, high 10, moderate 2, low 1
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 392 resolved dependencies against OSV. 24 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.

69Good · 4% of overall
How it's scored
45/45Agent instructions.github/copilot-instructions.md, .github/instructions/python.instructions.md, .github/instructions/react.instructions.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share1
agent_instruction_files.github/copilot-instructions.md, .github/instructions/python.instructions.md, .github/instructions/react.instructions.md, CLAUDE.md
agent_instruction_max_bytes26,538
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format configeslint.config.js, tox.ini
11/11Static type checkingweb-react/tsconfig.json
10/10Reproducible environmentDockerfile, lockfile
10/10Demonstrated agent practice9 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenanceno automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesyarn.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configsweb-react/tsconfig.json
agent_commit_share0.09
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable codePython with type-check config (web-react/tsconfig.json)
54.6/55Manageable file sizes4/609 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes126,517
source_files_sampled609
oversized_source_files4
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examplesnotebooks
Inputs used
example_dirsnotebooks
has_mcp_signalno
api_schema_files
interfaces_expected_ofnetwork-service

Key facts

123GitHub stars
16contributors
308commits, last 12 months
0days since last push
100releases
1bus factor
41open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:mlflow-oidc-auth@7.3.5; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 57 ⇿
0Stars
57Forks
96Releases

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.

01020304050605722024-042025-052026-07
Major 7Minor 32Patch 30

Each point covers 3 days.

OpenSSF Scorecard 6.1 / 10
6.1aggregate

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 · 2026-07-24 02:23 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests22 out of 22 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 14/24 approved changesets -- score normalized to 5
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained19 commit(s) and 4 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
5SASTSAST tool is not run on all commits -- score normalized to 5
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
6Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities51 existing vulnerabilities detected
Direct dependencies 20
RegistryPackageVersion constraintManifest
PyPImlflow<4,>=3.14.0pyproject.toml
PyPIpython-dotenv<2pyproject.toml
PyPIrequests<3,>=2.32.5pyproject.toml
PyPIsqlalchemy<3,>=2.0.46pyproject.toml
PyPIflask<4pyproject.toml
PyPIgunicorn<24pyproject.toml
PyPIalembic<2,!=1.18.4pyproject.toml
PyPIauthlib<2pyproject.toml
PyPIuvicorn>=0.41.0pyproject.toml
PyPIfastapi>=0.132.0pyproject.toml
PyPIasgiref>=3.11.1pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIcachetools>=5.5.0pyproject.toml
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npmdompurify^3.3.0web-react/package.json
npmreact^19.1.1web-react/package.json
npmreact-dom^19.1.1web-react/package.json
npmreact-router^7.9.3web-react/package.json
All dependencies 416

Full resolved dependency set from the GitHub dependency graph: 20 direct and 396 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmdata-urls6.0.0indirect
npmdebug4.4.3indirect
npmdecimal.js10.6.0indirect
npmdeep-is0.1.4indirect
npmdequal2.0.3indirect
npmdetect-libc2.1.2indirect
npmdom-accessibility-api0.5.16indirect
npmdom-accessibility-api0.6.3indirect
npmelectron-to-chromium1.5.267indirect
npmenhanced-resolve5.18.4indirect
npmentities6.0.1indirect
npmes-module-lexer1.7.0indirect
npmescalade3.2.0indirect
npmescape-string-regexp2.0.0indirect
npmescape-string-regexp4.0.0indirect
npmeslint9.39.2indirect
npmeslint-config-prettier10.1.8indirect
npmeslint-plugin-react-dom2.5.5indirect
npmeslint-plugin-react-hooks7.0.1indirect
npmeslint-plugin-react-refresh0.4.26indirect
npmeslint-plugin-react-x2.5.5indirect
npmeslint-scope8.4.0indirect
npmeslint-visitor-keys3.4.3indirect
npmeslint-visitor-keys4.2.1indirect
npmespree10.4.0indirect
npmesquery1.7.0indirect
npmesrecurse4.3.0indirect
npmestraverse5.3.0indirect
npmestree-walker3.0.3indirect
npmesutils2.0.3indirect
npmexpect30.2.0indirect
npmexpect-type1.3.0indirect
npmfast-deep-equal3.1.3indirect
npmfast-json-stable-stringify2.1.0indirect
npmfast-levenshtein2.0.6indirect
npmfdir6.5.0indirect
npmfile-entry-cache8.0.0indirect
npmfill-range7.1.1indirect
npmfind-up5.0.0indirect
npmflat-cache4.0.1indirect
npmflatted3.3.3indirect
npmfsevents2.3.3indirect
npmgensync1.0.0-beta.2indirect
npmglob-parent6.0.2indirect
npmglobals14.0.0indirect
npmglobals17.0.0indirect
npmgraceful-fs4.2.11indirect
npmhas-flag4.0.0indirect
npmhermes-estree0.25.1indirect
npmhermes-parser0.25.1indirect
npmhtml-encoding-sniffer6.0.0indirect
npmhtml-escaper2.0.2indirect
npmhttp-proxy-agent7.0.2indirect
npmhttps-proxy-agent7.0.6indirect
npmignore5.3.2indirect
npmignore7.0.5indirect
npmimport-fresh3.3.1indirect
npmimurmurhash0.1.4indirect
npmindent-string4.0.0indirect
npmis-extglob2.1.1indirect
npmis-glob4.0.3indirect
npmis-immutable-type5.0.1indirect
npmis-number7.0.0indirect
npmis-potential-custom-element-name1.0.1indirect
npmisexe2.0.0indirect
npmistanbul-lib-coverage3.2.2indirect
npmistanbul-lib-report3.0.1indirect
npmistanbul-lib-source-maps5.0.6indirect
npmistanbul-reports3.2.0indirect
npmjest-diff30.2.0indirect
npmjest-matcher-utils30.2.0indirect
npmjest-message-util30.2.0indirect
npmjest-mock30.2.0indirect
npmjest-regex-util30.0.1indirect
npmjest-util30.2.0indirect
npmjiti2.6.1indirect
npmjs-tokens4.0.0indirect
npmjs-tokens9.0.1indirect
npmjs-yaml4.1.1indirect
npmjsdom27.4.0indirect
npmjsesc3.1.0indirect
npmjson-buffer3.0.1indirect
npmjson-schema-traverse0.4.1indirect
npmjson-stable-stringify-without-jsonify1.0.1indirect
npmjson52.2.3indirect
npmkeyv4.5.4indirect
npmlevn0.4.1indirect
npmlightningcss1.30.2indirect
npmlightningcss-android-arm641.30.2indirect
npmlightningcss-darwin-arm641.30.2indirect
npmlightningcss-darwin-x641.30.2indirect
npmlightningcss-freebsd-x641.30.2indirect
npmlightningcss-linux-arm-gnueabihf1.30.2indirect
npmlightningcss-linux-arm64-gnu1.30.2indirect
npmlightningcss-linux-arm64-musl1.30.2indirect
npmlightningcss-linux-x64-gnu1.30.2indirect
npmlightningcss-linux-x64-musl1.30.2indirect
npmlightningcss-win32-arm64-msvc1.30.2indirect
npmlightningcss-win32-x64-msvc1.30.2indirect
npmlocate-path6.0.0indirect
npmlodash.merge4.6.2indirect
npmlru-cache11.2.4indirect
npmlru-cache5.1.1indirect
npmlz-string1.5.0indirect
npmmagic-string0.30.21indirect
npmmagicast0.5.1indirect
npmmake-dir4.0.0indirect
npmmdn-data2.12.2indirect
npmmicromatch4.0.8indirect
npmmin-indent1.0.1indirect
npmminimatch3.1.2indirect
npmminimatch9.0.5indirect
npmms2.1.3indirect
npmnanoid3.3.11indirect
npmnatural-compare1.4.0indirect
npmnode-releases2.0.27indirect
npmobug2.1.1indirect
npmoptionator0.9.4indirect
npmp-limit3.1.0indirect
npmp-locate5.0.0indirect
npmparent-module1.0.1indirect
npmparse57.3.0indirect
npmparse58.0.0indirect
npmpath-exists4.0.0indirect
npmpath-key3.1.1indirect
npmpathe2.0.3indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.1indirect
npmpicomatch4.0.3indirect
npmpostcss8.5.6indirect
npmprelude-ls1.2.1indirect
npmprettier3.8.1indirect
npmpretty-format27.5.1indirect
npmpretty-format30.2.0indirect
npmpunycode2.3.1indirect
npmreact-is17.0.2indirect
npmreact-is18.3.1indirect
npmredent3.0.0indirect
npmrequire-from-string2.0.2indirect
npmresolve-from4.0.0indirect
npmrolldown1.0.0-beta.53indirect
npmrolldown-vite7.3.1indirect
npmsaxes6.0.0indirect
npmscheduler0.27.0indirect
npmsemver6.3.1indirect
npmsemver7.7.3indirect
npmset-cookie-parser2.7.2indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmsiginfo2.0.0indirect
npmslash3.0.0indirect
npmsource-map-js1.2.1indirect
npmstack-utils2.0.6indirect
npmstackback0.0.2indirect
npmstd-env3.10.0indirect
npmstring-ts2.3.1indirect
npmstrip-indent3.0.0indirect
npmstrip-json-comments3.1.1indirect
npmsupports-color7.2.0indirect
npmsymbol-tree3.2.4indirect
npmtailwindcss4.1.18indirect
npmtapable2.3.0indirect
npmtinybench2.9.0indirect
npmtinyexec1.0.2indirect
npmtinyglobby0.2.15indirect
npmtinyrainbow3.0.3indirect
npmtldts7.0.19indirect
npmtldts-core7.0.19indirect
npmto-regex-range5.0.1indirect
npmtough-cookie6.0.0indirect
npmtr466.0.0indirect
npmts-api-utils2.4.0indirect
npmts-declaration-location1.0.7indirect
npmts-pattern5.9.0indirect
npmtslib2.8.1indirect
npmtype-check0.4.0indirect
npmtypescript5.9.3indirect
npmtypescript-eslint8.52.0indirect
npmundici-types7.16.0indirect
npmupdate-browserslist-db1.2.3indirect
npmuri-js4.4.1indirect
npmvitest4.0.16indirect
npmw3c-xmlserializer5.0.0indirect
npmwebidl-conversions8.0.1indirect
npmwhatwg-mimetype4.0.0indirect
npmwhatwg-url15.1.0indirect
npmwhich2.0.2indirect
npmwhy-is-node-running2.3.0indirect
npmword-wrap1.2.5indirect
npmws8.19.0indirect
npmxml-name-validator5.0.0indirect
npmxmlchars2.2.0indirect
npmyallist3.1.1indirect
npmyocto-queue0.1.0indirect
npmzod4.3.5indirect
npmzod-validation-error4.0.2indirect
PyPIautoflakeindirect
PyPIazure-identityindirect
PyPIazure-keyvault-secretsindirect
PyPIblackindirect
PyPIboto3indirect
PyPIhvacindirect
PyPIpre-commitindirect
PyPIpytestindirect
PyPIpytest-asyncioindirect
PyPIpytest-covindirect
PyPIredisindirect
Dependency advisories 15

This repository publishes no package the index resolves, so its own dependency graph was assessed — 392 packages, which also include development and test pins that never ship: 15 carry known advisories, of which 2 are direct. 24 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
flatted3.3.3indirectcritical23.4.2
vitest4.0.16indirectcritical14.1.0
react-router7.12.0directhigh117.18.0
brace-expansion1.1.12indirecthigh25.0.7
brace-expansion2.0.2indirecthigh25.0.7
js-yaml4.1.1indirecthigh24.3.0
minimatch3.1.2indirecthigh310.2.3
minimatch9.0.5indirecthigh310.2.3
picomatch2.3.1indirecthigh24.0.4
picomatch4.0.3indirecthigh24.0.4
postcss8.5.6indirecthigh28.5.12
ws8.19.0indirecthigh28.21.0
dompurify3.3.1directmoderate173.4.12
ajv6.12.6indirectmoderate18.18.0
@babel/core7.28.5indirectlow18.0.0-rc.6

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.

The message is kept through sign-in.

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 v0.27.0 — full methodology · metrics wiki.

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