We write your reusable computer vision tools. 💜
roboflow/supervision holds a health index of 96 out of 100, placing it in the Exceptional band. It scores highest on Community & Adoption (97/100) and lowest on Security (46/100). It was last updated today. 2 contributors account for most of its recent work.
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.
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 83 is calibrated to 96 on the published index scale (record calibration 2026-08-02).
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | supervision | 0.30.0 | 1,358,425 | 104 | 8 days ago | aideep-learningdlmachine-learningmlroboflowvision |
Is the project alive — is code being written and are releases shipping?
| 36/36 | Push recency — last push 0 days ago |
| 26.3/36 | Commit cadence — 38/52 weeks with commits |
| 18/18 | Commit volume — 547 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — no data |
| commits_last_year | 547 |
| human_commit_share | 0.76 |
| days_since_last_push | 0 |
| active_weeks_last_year | 38 |
| 27/27 | Ships releases — 40 releases published |
| 36/36 | Release recency — latest release 8 days ago |
| 19.8/27 | Release cadence — a release every ~70 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
| releases_count | 40 |
| latest_release_tag | 0.30.0 |
| releases_from_tags | no |
| days_since_latest_release | 8 |
| mean_days_between_releases | 70 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 60/60 | Stars — 49,335 stars |
| 25/25 | Forks — 4,665 forks |
| 13.8/15 | Watchers — 303 watchers |
| forks | 4,665 |
| stars | 49,335 |
| watchers | 303 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
| has_readme | yes |
| has_license | yes |
| readme_badges | 8 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | badge.fury.io, codecov.io, shields.io, snyk.io |
| has_pull_request_template | yes |
| 80/80 | Monthly downloads — 1,358,425 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
| packages | supervision |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 1,358,425 |
| unverified_packages_excluded | — |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 14.7/22.5 | Commit distribution — top contributor authored 35% of commits |
| 13.5/13.5 | Contributor breadth — 97 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — no data |
| bus_factor | 2 |
| contributors_sampled | 97 |
| top_contributor_share | 0.346 |
| 38.9/42 | Issue resolution — 93% of issues closed |
| 25.5/30 | PR acceptance — 1,376/1,621 decided PRs merged |
| 7.4/13 | Newcomer PR acceptance — 4/7 first-time contributors' PRs merged in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
| merged_prs | 1,376 |
| open_issues | 40 |
| closed_issues | 503 |
| prs_merged_7d | 3 |
| prs_decided_7d | 4 |
| prs_merged_30d | 27 |
| prs_decided_30d | 42 |
| issue_closed_ratio | 0.926 |
| closed_unmerged_prs | 245 |
| first_time_authors_30d | 7 |
| first_time_prs_merged_30d | 4 |
| first_time_prs_decided_30d | 7 |
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain — verified-domain status not read for this organization |
| 25/25 | Owner reach — 5,251 followers of roboflow |
| 25/25 | Track record — 170 public repos, account ~7 yr old |
| followers | 5,251 |
| owner_type | Organization |
| is_verified | — |
| owner_login | roboflow |
| public_repos | 170 |
| account_age_days | 2,580 |
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 8 days ago |
| 20/20 | Version history — 104 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
| packages | supervision |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 8 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 10 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — tox.ini |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://supervision.roboflow.com |
| 10/10 | Repository description |
| 10/10 | Topics — 19 topics |
| 0/10 | Wiki |
| topics | computer-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_wiki | no |
| homepage | https://supervision.roboflow.com |
| docs_site | https://supervision.roboflow.com |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 0/30 | Security policy (SECURITY.md) |
| 25/25 | Dependabot config |
| 0/25 | Dependency lockfiles — published library — lockfiles are an application concern, not expected |
| 0/20 | CodeQL workflow |
| source | file_signals |
| lockfiles | uv.lock |
| manifests | pyproject.toml |
| has_codeql_workflow | no |
| has_security_policy | no |
| has_dependabot_config | yes |
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 22 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
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.
| 45/45 | Agent instructions — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md |
| 15/15 | Machine-readable docs (llms.txt) — llms.txt present |
| 40/40 | Legible commit history — 75 of 76 human commits state their intent (structured subject or explanatory body) |
| has_llms_txt | yes |
| llms_txt_url | — |
| legible_history_share | 0.987 |
| agent_instruction_files | .github/copilot-instructions.md, AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 8,017 |
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — tox.ini |
| 11/11 | Static type checking — src/supervision/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 10/10 | Demonstrated agent practice — 52 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 18 of the last 100 commits are automated dependency updates |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | src/supervision/py.typed |
| agent_commit_share | 0.52 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.18 |
| 27/45 | Type-checkable code — Python with type-check config (src/supervision/py.typed) |
| 52.1/55 | Manageable file sizes — 13/246 source files over 60KB |
| primary_language | Python |
| largest_source_bytes | 134,725 |
| source_files_sampled | 246 |
| oversized_source_files | 13 |
| 0/40 | API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software |
| 0/20 | MCP server — not applicable to this kind of software |
| 40/40 | Runnable examples — examples, notebooks |
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
| interfaces_expected_of | — |
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.
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | av | >=14.2 | pyproject.toml |
| PyPI | defusedxml | >=0.7.1 | pyproject.toml |
| PyPI | matplotlib | >=3.6 | pyproject.toml |
| PyPI | numpy | >=1.21.2 | pyproject.toml |
| PyPI | pillow | >=9.4 | pyproject.toml |
| PyPI | pydeprecate | >=0.9,<0.12 | pyproject.toml |
| PyPI | pyyaml | >=5.3 | pyproject.toml |
| PyPI | requests | >=2.26 | pyproject.toml |
| PyPI | scipy | >=1.10 | pyproject.toml |
| PyPI | tqdm | >=4.62.3 | pyproject.toml |
Full resolved dependency set from the GitHub dependency graph: 15 direct and 203 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | av | 17.1.0 | direct |
| PyPI | av | 18.0.0 | direct |
| PyPI | defusedxml | 0.7.1 | direct |
| PyPI | matplotlib | 3.10.3 | direct |
| PyPI | numpy | 2.2.6 | direct |
| PyPI | numpy | 2.3.1 | direct |
| PyPI | pillow | 12.3.0 | direct |
| PyPI | pydeprecate | 0.9.0 | direct |
| PyPI | pyyaml | 6.0.2 | direct |
| PyPI | requests | — | direct |
| PyPI | requests | 2.33.0 | direct |
| PyPI | scipy | 1.15.3 | direct |
| PyPI | scipy | 1.16.0 | direct |
| PyPI | tqdm | — | direct |
| PyPI | tqdm | 4.67.1 | direct |
| PyPI | affine | 2.4.0 | indirect |
| PyPI | anyio | 4.9.0 | indirect |
| PyPI | appnope | 0.1.4 | indirect |
| PyPI | argon2-cffi | 25.1.0 | indirect |
| PyPI | argon2-cffi-bindings | 21.2.0 | indirect |
| PyPI | arrow | 1.3.0 | indirect |
| PyPI | asttokens | 3.0.0 | indirect |
| PyPI | async-lru | 2.0.5 | indirect |
| PyPI | attrs | 25.3.0 | indirect |
| PyPI | babel | 2.17.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | backrefs | 5.9 | indirect |
| PyPI | beautifulsoup4 | 4.13.4 | indirect |
| PyPI | bleach | 6.4.0 | indirect |
| PyPI | build | 1.2.2.post1 | indirect |
| PyPI | cachetools | 6.1.0 | indirect |
| PyPI | cairocffi | 1.7.1 | indirect |
| PyPI | cairosvg | 2.8.2 | indirect |
| PyPI | certifi | 2025.7.9 | indirect |
| PyPI | cffi | 1.17.1 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | chardet | 5.2.0 | indirect |
| PyPI | charset-normalizer | 3.4.2 | indirect |
| PyPI | click | 8.1.8 | indirect |
| PyPI | click-plugins | 1.1.1.2 | indirect |
| PyPI | cligj | 0.7.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | comm | 0.2.2 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | coverage | 7.13.1 | indirect |
| PyPI | cryptography | 50.0.0 | indirect |
| PyPI | cssselect2 | 0.8.0 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | debugpy | 1.8.14 | indirect |
| PyPI | decorator | 5.2.1 | indirect |
| PyPI | distlib | 0.3.9 | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | exceptiongroup | 1.3.0 | indirect |
| PyPI | executing | 2.2.0 | indirect |
| PyPI | fastjsonschema | 2.21.1 | indirect |
| PyPI | filelock | 3.20.3 | indirect |
| PyPI | fonttools | 4.60.2 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | gdown | — | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.54 | indirect |
| PyPI | griffelib | 2.1.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | id | 1.5.0 | indirect |
| PyPI | identify | 2.6.16 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | importlib-metadata | 8.7.0 | indirect |
| PyPI | importlib-resources | 6.5.2 | indirect |
| PyPI | inference | — | indirect |
| PyPI | iniconfig | 2.1.0 | indirect |
| PyPI | ipykernel | 6.29.5 | indirect |
| PyPI | ipython | 8.37.0 | indirect |
| PyPI | ipython | 9.4.0 | indirect |
| PyPI | ipython-pygments-lexers | 1.1.1 | indirect |
| PyPI | ipywidgets | 8.1.7 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.0.1 | indirect |
| PyPI | jaraco-functools | 4.2.1 | indirect |
| PyPI | jedi | 0.19.2 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | json5 | 0.12.0 | indirect |
| PyPI | jsonargparse | — | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonschema | 4.24.0 | indirect |
| PyPI | jsonschema-specifications | 2025.4.1 | indirect |
| PyPI | jupyter-client | 8.6.3 | indirect |
| PyPI | jupyter-core | 5.8.1 | indirect |
| PyPI | jupyter-events | 0.12.0 | indirect |
| PyPI | jupyter-lsp | 2.2.5 | indirect |
| PyPI | jupyter-server | 2.20.0 | indirect |
| PyPI | jupyter-server-terminals | 0.5.3 | indirect |
| PyPI | jupyterlab | 4.5.10 | indirect |
| PyPI | jupyterlab-pygments | 0.3.0 | indirect |
| PyPI | jupyterlab-server | 2.28.0 | indirect |
| PyPI | jupyterlab-widgets | 3.0.15 | indirect |
| PyPI | jupytext | 1.17.2 | indirect |
| PyPI | keyring | 25.6.0 | indirect |
| PyPI | kiwisolver | 1.4.8 | indirect |
| PyPI | markdown | 3.8.2 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markupsafe | 3.0.2 | indirect |
| PyPI | matplotlib-inline | 0.1.7 | indirect |
| PyPI | mdit-py-plugins | 0.4.2 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mike | 2.1.3 | indirect |
| PyPI | mistune | 3.3.0 | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-autorefs | 1.4.2 | indirect |
| PyPI | mkdocs-get-deps | 0.2.0 | indirect |
| PyPI | mkdocs-git-committers-plugin-2 | 2.5.0 | indirect |
| PyPI | mkdocs-git-revision-date-localized-plugin | 1.4.7 | indirect |
| PyPI | mkdocs-jupyter | 0.25.1 | indirect |
| PyPI | mkdocs-material | 9.7.6 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | mkdocstrings | 1.0.4 | indirect |
| PyPI | mkdocstrings-python | 2.0.5 | indirect |
| PyPI | more-itertools | 10.7.0 | indirect |
| PyPI | narwhals | 2.24.0 | indirect |
| PyPI | nbclient | 0.10.2 | indirect |
| PyPI | nbconvert | 7.17.1 | indirect |
| PyPI | nbformat | 5.10.4 | indirect |
| PyPI | nest-asyncio | 1.6.0 | indirect |
| PyPI | nh3 | 0.2.21 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | notebook | 7.5.6 | indirect |
| PyPI | notebook-shim | 0.2.4 | indirect |
| PyPI | overrides | 7.7.0 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | paginate | 0.5.7 | indirect |
| PyPI | pandas | 2.3.1 | indirect |
| PyPI | pandocfilters | 1.5.1 | indirect |
| PyPI | parso | 0.8.4 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | pexpect | 4.9.0 | indirect |
| PyPI | platformdirs | 4.3.8 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | 4.5.1 | indirect |
| PyPI | prometheus-client | 0.22.1 | indirect |
| PyPI | prompt-toolkit | 3.0.51 | indirect |
| PyPI | psutil | 7.0.0 | indirect |
| PyPI | ptyprocess | 0.7.0 | indirect |
| PyPI | pure-eval | 0.2.3 | indirect |
| PyPI | pycparser | 2.22 | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pymdown-extensions | 11.0.1 | indirect |
| PyPI | pyparsing | 3.2.3 | indirect |
| PyPI | pyproject-api | 1.9.1 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-json-logger | 3.3.0 | indirect |
| PyPI | pytubefix | — | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pywin32 | 312 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | pywinpty | 2.0.15 | indirect |
| PyPI | pyyaml-env-tag | 1.1 | indirect |
| PyPI | pyzmq | 27.0.0 | indirect |
| PyPI | rasterio | 1.4.4 | indirect |
| PyPI | rasterio | 1.5.0 | indirect |
| PyPI | readme-renderer | 44.0 | indirect |
| PyPI | referencing | 0.36.2 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3986 | 2.0.0 | indirect |
| PyPI | rfc3986-validator | 0.1.1 | indirect |
| PyPI | rfdetr | — | indirect |
| PyPI | rich | 14.0.0 | indirect |
| PyPI | rpds-py | 0.26.0 | indirect |
| PyPI | scikit-learn | 1.7.2 | indirect |
| PyPI | scikit-learn | 1.9.0 | indirect |
| PyPI | secretstorage | 3.3.3 | indirect |
| PyPI | send2trash | 1.8.3 | indirect |
| PyPI | setuptools | 80.9.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smmap | 5.0.2 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | stack-data | 0.6.3 | indirect |
| PyPI | super-gradients | 3.5.0 | indirect |
| PyPI | supervision | — | indirect |
| PyPI | supervision | 0.31.0.dev0 | indirect |
| PyPI | terminado | 0.18.1 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tinycss2 | 1.4.0 | indirect |
| PyPI | tomli | 2.2.1 | indirect |
| PyPI | tornado | 6.5.7 | indirect |
| PyPI | tox | 4.27.0 | indirect |
| PyPI | traitlets | 5.14.3 | indirect |
| PyPI | twine | 6.1.0 | indirect |
| PyPI | types-python-dateutil | 2.9.0.20250708 | indirect |
| PyPI | types-requests | 2.33.0.20260518 | indirect |
| PyPI | types-tqdm | 4.68.0.20260608 | indirect |
| PyPI | typing-extensions | 4.14.1 | indirect |
| PyPI | tzdata | 2025.2 | indirect |
| PyPI | ultralytics | — | indirect |
| PyPI | uri-template | 1.3.0 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | verspec | 0.1.0 | indirect |
| PyPI | virtualenv | 20.36.1 | indirect |
| PyPI | watchdog | 6.0.0 | indirect |
| PyPI | wcwidth | 0.2.13 | indirect |
| PyPI | webcolors | 24.11.1 | indirect |
| PyPI | webencodings | 0.5.1 | indirect |
| PyPI | websocket-client | 1.8.0 | indirect |
| PyPI | wheel | 0.46.2 | indirect |
| PyPI | widgetsnbextension | 4.0.14 | indirect |
| PyPI | yt-dlp | — | indirect |
| PyPI | zipp | 3.23.0 | indirect |
Installing pypi:supervision@0.30.0 pulls in 22 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.
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.
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 v0.31.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.