Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 15:32 UTC

roboflow / supervision

We write your reusable computer vision tools. 💜

PythonMIT★ 50,775 stars⑂ 4,825 forkssince Nov 2022View on GitHub ↗

roboflow/supervision holds a health index of 96 out of 100, placing it in the Exceptional band. It scores highest on Vitality (97/100) and lowest on Security (46/100). It was last updated today. 2 contributors account for most of its recent work.

96
overall / 100
Exceptional

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.

96
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 84 is calibrated to 96 on the published index scale (record calibration 2026-08-02).

Ownership

RoboflowOrganization · verified domain
5,350 followers170 public repossince Jul 2019

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIsupervision0.30.41,358,4251080 days agoaideep-learningdlmachine-learningmlroboflowvision

Metrics by category

Vitality

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

97Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
31.2/36Commit cadence — 45/52 weeks with commits
18/18Commit volume — 641 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year641
human_commit_share0.91
days_since_last_push0
active_weeks_last_year45

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 44 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~20.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count44
latest_release_tag0.30.4
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases20.8

Community & Adoption

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

97Exceptional · 17% of overall
How it's scored
60/60Stars — 50,775 stars
25/25Forks — 4,825 forks
13.9/15Watchers — 314 watchers
Inputs used
forks4,825
stars50,775
watchers314
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesbadge.fury.io, codecov.io, shields.io
has_pull_request_templateyes
How it's scored
80/80Monthly downloads — 1,358,425 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagessupervision
dependents—
ecosystemspypi
total_downloads—
monthly_downloads1,358,425
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
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
14.9/22.5Commit distribution — top contributor authored 34% of commits
13.5/13.5Contributor breadth — 97 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor2
contributors_sampled97
top_contributor_share0.339
How it's scored
39/42Issue resolution — 93% of issues closed
25.5/30PR acceptance — 1,460/1,721 decided PRs merged
3.2/13Newcomer PR acceptance — 2/8 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs1,460
open_issues40
closed_issues514
prs_merged_7d29
prs_decided_7d37
prs_merged_30d44
prs_decided_30d57
issue_closed_ratio0.928
closed_unmerged_prs261
first_time_authors_30d8
first_time_prs_merged_30d2
first_time_prs_decided_30d8
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
25/25Owner reach — 5,350 followers of roboflow
25/25Track record — 170 public repos, account ~7 yr old
Inputs used
followers5,350
owner_typeOrganization
is_verifiedyes
owner_loginroboflow
public_repos170
account_age_days2,616

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 108 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagessupervision
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 19% of overall
How it's scored
24/24CI workflows — 13 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff]), tox.ini
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

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://supervision.roboflow.com
10/10Repository description
10/10Topics — 19 topics
0/10Wiki
Inputs used
topicscomputer-vision, image-processing, python, yolo, instance-segmentation, object-detection, tracking, video-processing, coco, pascal-voc, deep-learning, metrics, machine-learning, pytorch, tensorflow, classification, oriented-bounding-box, low-code, hacktoberfest
has_wikino
homepagehttps://supervision.roboflow.com
docs_sitehttps://supervision.roboflow.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

46Weak · 16% of overall
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
lockfilesuv.lock
manifestspyproject.toml
has_codeql_workflowno
has_security_policyno
has_dependabot_configyes
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories42
affected_packages6
assessed_packages208
unassessed_packages11
affected_by_severitycritical 1, high 3, moderate 1, low 1
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 208 resolved dependencies against OSV. 11 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.

89Excellent · 4% of overall
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt present
40/40Legible commit history — 90 of 91 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_url—
legible_history_share0.989
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes8,264
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff]), tox.ini
11/11Static type checking — src/supervision/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 58 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 7 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configssrc/supervision/py.typed
agent_commit_share0.58
toolchain_manifests—
dependency_bot_commit_share0.07
How it's scored
27/45Type-checkable code — Python with type-check config (src/supervision/py.typed)
52/55Manageable file sizes — 14/254 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes134,997
source_files_sampled254
oversized_source_files14
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

50,775GitHub stars
97contributors
641commits, last 12 months
0days since last push
44releases
2bus factor
40open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 26 authors (cap 12)
  • pypi download statistics for 'supervision' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download figures for supervision carried forward from the previous scan (stats endpoint unavailable this scan)
  • deps.dev does not index pypi:supervision@0.30.4; advisories assessed against the repository dependency graph instead
  • OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

More detail

Star and fork history 0 ★ / 4,825 ⇿
0Stars
4,825Forks
7Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

3,5004,0004,5005,0004,825492026-062026-072026-09
Major 0Minor 2Patch 4
Direct dependencies 10
RegistryPackageVersion constraintManifest
PyPIav>=14.2pyproject.toml
PyPIdefusedxml>=0.7.1pyproject.toml
PyPImatplotlib>=3.6pyproject.toml
PyPInumpy>=1.21.2pyproject.toml
PyPIpillow>=9.4pyproject.toml
PyPIpydeprecate>=0.9,<0.13pyproject.toml
PyPIpyyaml>=5.3pyproject.toml
PyPIrequests>=2.26pyproject.toml
PyPIscipy>=1.10pyproject.toml
PyPItqdm>=4.62.3pyproject.toml
All dependencies 219

Full resolved dependency set from the GitHub dependency graph: 15 direct and 204 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIav17.1.0direct
PyPIav18.0.0direct
PyPIdefusedxml0.7.1direct
PyPImatplotlib3.10.3direct
PyPInumpy2.2.6direct
PyPInumpy2.3.1direct
PyPIpillow12.3.0direct
PyPIpydeprecate0.9.0direct
PyPIpyyaml6.0.2direct
PyPIrequests—direct
PyPIrequests2.33.0direct
PyPIscipy1.15.3direct
PyPIscipy1.16.0direct
PyPItqdm—direct
PyPItqdm4.67.1direct
PyPIaffine2.4.0indirect
PyPIanyio4.9.0indirect
PyPIappnope0.1.4indirect
PyPIargon2-cffi25.1.0indirect
PyPIargon2-cffi-bindings21.2.0indirect
PyPIarrow1.3.0indirect
PyPIasttokens3.0.0indirect
PyPIasync-lru2.0.5indirect
PyPIattrs25.3.0indirect
PyPIbabel2.17.0indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbackrefs5.9indirect
PyPIbeautifulsoup44.13.4indirect
PyPIbleach6.4.0indirect
PyPIbuild1.2.2.post1indirect
PyPIcachetools6.1.0indirect
PyPIcairocffi1.7.1indirect
PyPIcairosvg2.8.2indirect
PyPIcertifi2025.7.9indirect
PyPIcffi1.17.1indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIchardet5.2.0indirect
PyPIcharset-normalizer3.4.2indirect
PyPIclick8.1.8indirect
PyPIclick-plugins1.1.1.2indirect
PyPIcligj0.7.2indirect
PyPIcolorama0.4.6indirect
PyPIcomm0.2.2indirect
PyPIcontourpy1.3.2indirect
PyPIcoverage7.13.1indirect
PyPIcryptography50.0.0indirect
PyPIcssselect20.8.0indirect
PyPIcycler0.12.1indirect
PyPIdebugpy1.8.14indirect
PyPIdecorator5.2.1indirect
PyPIdistlib0.3.9indirect
PyPIdocutils0.21.2indirect
PyPIexceptiongroup1.3.0indirect
PyPIexecuting2.2.0indirect
PyPIfastjsonschema2.21.1indirect
PyPIfilelock3.20.3indirect
PyPIfonttools4.60.2indirect
PyPIfqdn1.5.1indirect
PyPIgdown—indirect
PyPIghp-import2.1.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.54indirect
PyPIgriffelib2.1.0indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIid1.5.0indirect
PyPIidentify2.6.16indirect
PyPIidna3.15indirect
PyPIimportlib-metadata8.7.0indirect
PyPIimportlib-resources6.5.2indirect
PyPIinference—indirect
PyPIiniconfig2.1.0indirect
PyPIipykernel6.29.5indirect
PyPIipython8.37.0indirect
PyPIipython9.4.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIipywidgets8.1.7indirect
PyPIisoduration20.11.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.0.1indirect
PyPIjaraco-functools4.2.1indirect
PyPIjedi0.19.2indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjoblib1.5.3indirect
PyPIjson50.12.0indirect
PyPIjsonargparse—indirect
PyPIjsonpointer3.0.0indirect
PyPIjsonschema4.24.0indirect
PyPIjsonschema-specifications2025.4.1indirect
PyPIjupyter-client8.6.3indirect
PyPIjupyter-core5.8.1indirect
PyPIjupyter-events0.12.0indirect
PyPIjupyter-lsp2.2.5indirect
PyPIjupyter-server2.20.0indirect
PyPIjupyter-server-terminals0.5.3indirect
PyPIjupyterlab4.5.10indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIjupyterlab-server2.28.0indirect
PyPIjupyterlab-widgets3.0.15indirect
PyPIjupytext1.17.2indirect
PyPIkeyring25.6.0indirect
PyPIkiwisolver1.4.8indirect
PyPImarkdown3.8.2indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkupsafe3.0.2indirect
PyPImatplotlib-inline0.1.7indirect
PyPImdit-py-plugins0.4.2indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImike2.1.3indirect
PyPImistune3.3.3indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-autorefs1.4.2indirect
PyPImkdocs-get-deps0.2.0indirect
PyPImkdocs-git-committers-plugin-22.5.0indirect
PyPImkdocs-git-revision-date-localized-plugin1.4.7indirect
PyPImkdocs-jupyter0.25.1indirect
PyPImkdocs-material9.7.7indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstrings1.0.4indirect
PyPImkdocstrings-python2.0.5indirect
PyPImore-itertools10.7.0indirect
PyPInarwhals2.24.0indirect
PyPInbclient0.10.2indirect
PyPInbconvert7.17.1indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInh30.2.21indirect
PyPInodeenv1.10.0indirect
PyPInotebook7.5.6indirect
PyPInotebook-shim0.2.4indirect
PyPIoverrides7.7.0indirect
PyPIpackaging25.0indirect
PyPIpaginate0.5.7indirect
PyPIpandas2.3.1indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.4indirect
PyPIpathspec0.12.1indirect
PyPIpexpect4.9.0indirect
PyPIplatformdirs4.3.8indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.5.1indirect
PyPIprometheus-client0.22.1indirect
PyPIprompt-toolkit3.0.51indirect
PyPIpsutil7.0.0indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpycparser2.22indirect
PyPIpygments2.19.2indirect
PyPIpymdown-extensions11.0.1indirect
PyPIpyparsing3.2.3indirect
PyPIpyproject-api1.9.1indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest9.0.3indirect
PyPIpytest-cov7.0.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-json-logger3.3.0indirect
PyPIpytubefix—indirect
PyPIpytz2025.2indirect
PyPIpywin32312indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpywinpty2.0.15indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyzmq27.0.0indirect
PyPIrasterio1.4.4indirect
PyPIrasterio1.5.0indirect
PyPIreadme-renderer44.0indirect
PyPIreferencing0.36.2indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc39862.0.0indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfdetr—indirect
PyPIrich14.0.0indirect
PyPIrpds-py0.26.0indirect
PyPIscikit-learn1.7.2indirect
PyPIscikit-learn1.9.0indirect
PyPIsecretstorage3.3.3indirect
PyPIsend2trash1.8.3indirect
PyPIsetuptools80.9.0indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.2indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8.4indirect
PyPIstack-data0.6.3indirect
PyPIsuper-gradients3.5.0indirect
PyPIsupervision—indirect
PyPIsupervision0.31.0.dev0indirect
PyPIterminado0.18.1indirect
PyPIthreadpoolctl3.6.0indirect
PyPItinycss21.4.0indirect
PyPItomli2.2.1indirect
PyPItornado6.5.8indirect
PyPItox4.27.0indirect
PyPItrackers—indirect
PyPItraitlets5.14.3indirect
PyPItwine6.1.0indirect
PyPItypes-python-dateutil2.9.0.20250708indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItypes-tqdm4.68.0.20260608indirect
PyPItyping-extensions4.14.1indirect
PyPItzdata2025.2indirect
PyPIultralytics—indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.7.0indirect
PyPIverspec0.1.0indirect
PyPIvirtualenv20.36.1indirect
PyPIwatchdog6.0.0indirect
PyPIwcwidth0.2.13indirect
PyPIwebcolors24.11.1indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.8.0indirect
PyPIwheel0.46.2indirect
PyPIwidgetsnbextension4.0.14indirect
PyPIyt-dlp—indirect
PyPIzipp3.23.0indirect
Dependency advisories 6

This repository publishes no package the index resolves, so its own dependency graph was assessed — 208 packages, which also include development and test pins that never ship: 6 carry known advisories, of which 0 are direct. 11 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
gitpython3.1.54indirectcritical333.1.60
cairosvg2.8.2indirecthigh22.9.0
click8.1.8indirecthigh18.3.3
jaraco-context6.0.1indirecthigh26.1.0
setuptools80.9.0indirectmoderate283.0.0
pygments2.19.2indirectlow22.20.0

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.

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 v0.34.0 — full methodology · metrics wiki.

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