Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-24 09:12 UTC

ggs2ggs / openpilot

Python · C++MIT★ 0 stars⑂ 0 forkssince Jun 2024View on GitHub ↗

ggs2ggs/openpilot holds a health index of 23 out of 100, placing it in the At Risk band. It scores highest on Engineering Quality (86/100) and lowest on Vitality (17/100). It was last updated 790 days ago. 3 contributors account for most of its recent work.

23
overall / 100
At Risk

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.

23
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 43 is calibrated to 39 on the published index scale (record calibration 2026-08-02).

Ownership

ggs2ggsPersonal account
0 followers186 public repossince Jul 2021

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIopenpilotpoints to another repo — not scored0.1-0commaaiopenpilot

Metrics by category

Vitality

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

17Critical · 21% of overall
How it's scored
0/36Push recencylast push 790 days ago
0/36Commit cadence0/52 weeks with commits
0/18Commit volume0 commits in the last year
0/10OpenSSF Scorecard: Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
Inputs used
commits_last_year0
human_commit_share1
days_since_last_push790
active_weeks_last_year0
How it's scored
16.2/27Ships releases73 version tags (no GitHub releases)
0/36Release recencylatest release 803 days ago
19.8/27Release cadencea release every ~77 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count73
latest_release_tagv0.9.7
releases_from_tagsyes
days_since_latest_release803
mean_days_between_releases77
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?

36Weak · 17% of overall
How it's scored
0/60Stars0 stars
0/25Forks0 forks
0/15Watchers1 watchers
Inputs used
forks0
stars0
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges2
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicescodecov.io, github.com
has_pull_request_templateyes

Sustainability & Governance

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

42Weak · 23% of overall
How it's scored
36/54Bus factor3 contributor(s) cover half of all commits
16.7/22.5Commit distributiontop contributor authored 26% of commits
13.5/13.5Contributor breadth100 contributors
10/10OpenSSF Scorecard: Contributorsproject has 19 contributing companies or organizations
Inputs used
bus_factor3
contributors_sampled100
top_contributor_share0.257
How it's scored
0/42Issue resolutionno issues or no data
0/30PR acceptanceno decided pull requests or no data
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-ReviewFound 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues0
prs_merged_7d0
prs_decided_7d0
prs_merged_30d0
prs_decided_30d0
issue_closed_ratio
closed_unmerged_prs0
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance, Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
10/30Ownership backingpersonal (user) account
0/20Verified domainnot applicable to user accounts
0/25Owner reach0 followers of ggs2ggs
23.1/25Track record186 public repos, account ~5 yr old
Inputs used
followers0
owner_typeUser
is_verified
owner_loginggs2ggs
public_repos186
account_age_days1,853
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows14 workflow(s)
24/24Tests present
16/16Linter configpyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Testsno data
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
docs_site
has_readmeyes
has_docs_diryes
has_descriptionno

Security

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

32At Risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0/7.5Branch-Protectionbranch protection not enabled on development/release branches
0/2.5CI-Testsno data
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0/7.5Code-ReviewFound 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributorsproject has 19 contributing companies or organizations
10/10Dangerous-Workflowno dangerous workflow patterns detected
0/7.5Dependency-Update-Toolno update tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
0/7.5Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
0/5Packagingno data
1/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0/5SASTno SAST tool detected
5/5Security-Policysecurity policy file detected
0/7.5Signed-Releasesno data
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities106 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate3.2
Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.
How it's scored
5.2/35Direct dependencies free of known advisories6 affected: aiohttp 3.9.5 (critical 9.1), onnx 1.16.1 (critical 9.1), pyjwt 2.8.0 (high 7.5), +3 more
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
19.4/40No advisories left outstanding6 advisory-carrying package(s) unaddressed past 90 days; oldest published 808 days ago
Inputs used
sourceosv
advisories207
affected_packages23
assessed_packages338
unassessed_packages0
affected_by_severitycritical 5, high 11, moderate 5, low 2
direct_affected_packages6
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 338 resolved dependencies against OSV. 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.

60Moderate · 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 history83 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.83
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrapdocs/Makefile
22/22Automated tests
11/11Lint / format configpyproject.toml ([tool.ruff])
0/11Static type checking
10/10Reproducible environmentdevcontainer, Dockerfile, lockfile
0/10Demonstrated agent practiceno agent-authored commits among the last 100
0/8Automated maintenanceno automated dependency updates observed
2/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileyes
typed_languageno
bootstrap_filesdocs/Makefile
has_devcontaineryes
has_linter_configyes
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
0/45Type-checkable codePython without a type-check config
54.9/55Manageable file sizes1/836 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes72,565
source_files_sampled836
oversized_source_files1
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, 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

0GitHub stars
100contributors
0commits, last 12 months
790days since last push
73releases
3bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • pypi package 'openpilot' points at a different repository (https://github.com/commaai/openpilot); excluded from ecosystem scoring
  • deps.dev does not index pypi:openpilot@0.1; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 3.2 / 10
3.2aggregate

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 · 2026-08-24 09:11 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 19 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
n/aPackagingpackaging workflow not detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities106 existing vulnerabilities detected
Direct dependencies 31
RegistryPackageVersion constraintManifest
PyPIsounddevice*pyproject.toml
PyPIpyserial*pyproject.toml
PyPIrequests*pyproject.toml
PyPIsympy*pyproject.toml
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PyPItqdm*pyproject.toml
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PyPIspidev*pyproject.toml
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PyPIonnxruntime>=1.16.3pyproject.toml
PyPIonnxruntime-gpu>=1.16.3pyproject.toml
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PyPIfuture-fstrings*pyproject.toml
PyPIpsutil*pyproject.toml
PyPIpycryptodome*pyproject.toml
PyPIzstd*pyproject.toml
All dependencies 338

Full resolved dependency set from the GitHub dependency graph: 31 direct and 307 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIpyobjc-framework-photosui10.3.1indirect
PyPIpyobjc-framework-preferencepanes10.3.1indirect
PyPIpyobjc-framework-pubsub10.3.1indirect
PyPIpyobjc-framework-pushkit10.3.1indirect
PyPIpyobjc-framework-quartz10.3.1indirect
PyPIpyobjc-framework-quicklookthumbnailing10.3.1indirect
PyPIpyobjc-framework-replaykit10.3.1indirect
PyPIpyobjc-framework-safariservices10.3.1indirect
PyPIpyobjc-framework-safetykit10.3.1indirect
PyPIpyobjc-framework-scenekit10.3.1indirect
PyPIpyobjc-framework-screencapturekit10.3.1indirect
PyPIpyobjc-framework-screensaver10.3.1indirect
PyPIpyobjc-framework-screentime10.3.1indirect
PyPIpyobjc-framework-scriptingbridge10.3.1indirect
PyPIpyobjc-framework-searchkit10.3.1indirect
PyPIpyobjc-framework-security10.3.1indirect
PyPIpyobjc-framework-securityfoundation10.3.1indirect
PyPIpyobjc-framework-securityinterface10.3.1indirect
PyPIpyobjc-framework-sensitivecontentanalysis10.3.1indirect
PyPIpyobjc-framework-servicemanagement10.3.1indirect
PyPIpyobjc-framework-sharedwithyou10.3.1indirect
PyPIpyobjc-framework-sharedwithyoucore10.3.1indirect
PyPIpyobjc-framework-shazamkit10.3.1indirect
PyPIpyobjc-framework-social10.3.1indirect
PyPIpyobjc-framework-soundanalysis10.3.1indirect
PyPIpyobjc-framework-speech10.3.1indirect
PyPIpyobjc-framework-spritekit10.3.1indirect
PyPIpyobjc-framework-storekit10.3.1indirect
PyPIpyobjc-framework-symbols10.3.1indirect
PyPIpyobjc-framework-syncservices10.3.1indirect
PyPIpyobjc-framework-systemconfiguration10.3.1indirect
PyPIpyobjc-framework-systemextensions10.3.1indirect
PyPIpyobjc-framework-threadnetwork10.3.1indirect
PyPIpyobjc-framework-uniformtypeidentifiers10.3.1indirect
PyPIpyobjc-framework-usernotifications10.3.1indirect
PyPIpyobjc-framework-usernotificationsui10.3.1indirect
PyPIpyobjc-framework-videosubscriberaccount10.3.1indirect
PyPIpyobjc-framework-videotoolbox10.3.1indirect
PyPIpyobjc-framework-virtualization10.3.1indirect
PyPIpyobjc-framework-vision10.3.1indirect
PyPIpyobjc-framework-webkit10.3.1indirect
PyPIpyogrio0.9.0indirect
PyPIpyopencl2024.2.6indirect
PyPIpyopenssl24.1.0indirect
PyPIpyparsing3.1.2indirect
PyPIpyperclip1.9.0indirect
PyPIpyprof2calltree1.4.5indirect
PyPIpyproj3.6.1indirect
PyPIpyqt55.15.2indirect
PyPIpyqt5-sip12.13.0indirect
PyPIpyrect0.2.0indirect
PyPIpyscreeze0.1.30indirect
PyPIpytest8.2.2indirect
PyPIpytest-asyncio0.23.7indirect
PyPIpytest-cov5.0.0indirect
PyPIpytest-cpp2.5.0indirect
PyPIpytest-mock3.14.0indirect
PyPIpytest-randomly3.15.0indirect
PyPIpytest-repeat0.9.3indirect
PyPIpytest-subtests0.12.1indirect
PyPIpytest-timeout2.3.1indirect
PyPIpytest-xdist3.6.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-xlib0.33indirect
PyPIpython3-xlib0.15indirect
PyPIpytools2024.1.5indirect
PyPIpytweening1.2.0indirect
PyPIpytz2024.1indirect
PyPIpywin32306indirect
PyPIpywinbox0.7indirect
PyPIpywinctl0.4indirect
PyPIpyyaml6.0.1indirect
PyPIrerun-sdk0.16.1indirect
PyPIrubicon-objc0.4.9indirect
PyPIruff0.4.10indirect
PyPIscipy1.13.1indirect
PyPIseaborn0.13.2indirect
PyPIshapely2.0.4indirect
PyPIsix1.16.0indirect
PyPIsnowballstemmer2.2.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsphinx7.3.7indirect
PyPIsphinx-rtd-theme2.0.0indirect
PyPIsphinx-sitemap2.6.0indirect
PyPIsphinxcontrib-applehelp1.0.8indirect
PyPIsphinxcontrib-devhelp1.0.6indirect
PyPIsphinxcontrib-htmlhelp2.0.5indirect
PyPIsphinxcontrib-jquery4.1indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp1.0.7indirect
PyPIsphinxcontrib-serializinghtml1.1.10indirect
PyPItabulate0.9.0indirect
PyPItomli2.0.1indirect
PyPItypes-requests2.32.0.20240622indirect
PyPItypes-tabulate0.9.0.20240106indirect
PyPItyping-extensions4.12.2indirect
PyPItzdata2024.1indirect
PyPIurllib32.2.2indirect
PyPIvirtualenv20.26.3indirect
PyPIyapf0.40.2indirect
PyPIyarl1.9.4indirect
PyPIzipp3.19.2indirect
Dependency advisories 23

This repository publishes no package the index resolves, so its own dependency graph was assessed — 338 packages, which also include development and test pins that never ship: 23 carry known advisories, of which 6 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
aiohttp3.9.5directcritical683.14.3
onnx1.16.1directcritical191.22.0
pillow10.3.0indirectcritical3412.3.0
pyopenssl24.1.0indirectcritical426.0.0
virtualenv20.26.3indirectcritical420.36.1
pyjwt2.8.0directhigh112.13.0
setuptools70.1.0directhigh483.0.0
azure-core1.30.2indirecthigh21.38.0
certifi2024.6.2indirecthigh22024.7.4
cryptography42.0.8indirecthigh1249.0.0
geopandas1.0.0indirecthigh21.1.2
jinja23.1.4indirecthigh63.1.6
lxml5.2.2indirecthigh26.1.0
protobuf5.27.1indirecthigh46.33.5
pyarrow16.1.0indirecthigh323.0.1
urllib32.2.2indirecthigh122.7.0
requests2.32.3directmoderate42.33.0
filelock3.15.4indirectmoderate43.20.3
fonttools4.53.0indirectmoderate24.60.2
idna3.7indirectmoderate23.15
pytest8.2.2indirectmoderate29.0.3
sentry-sdk2.6.0directlow22.8.0
pygments2.18.0indirectlow22.20.0

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.

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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.