Public recordGood
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 20:17 UTC
huggingface / pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
huggingface/pytorch-image-models holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Vitality (98/100) and lowest on Security (51/100). It was last updated 5 days ago. A single contributor accounts for most of its recent work.
77
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
77
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
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.
Ownership
Hugging FaceOrganization
66,034 followers458 public repossince Feb 2017
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | timm | 1.0.28 | 14,501,427 | 79 | 11 days ago | pytorchimage-classification |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
98
Development activity
96Excellent
How it's scored
| 36/36 | Push recency — last push 5 days ago |
| 31.8/36 | Commit cadence — 46/52 weeks with commits |
| 18/18 | Commit volume — 241 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 241 |
| human_commit_share | 1 |
| days_since_last_push | 5 |
| active_weeks_last_year | 46 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 78 releases published |
| 36/36 | Release recency — latest release 11 days ago |
| 27/27 | Release cadence — a release every ~39.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 78 |
| latest_release_tag | v1.0.28 |
| releases_from_tags | no |
| days_since_latest_release | 11 |
| mean_days_between_releases | 39.2 |
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?
94
Popularity & adoption
99Excellent
How it's scored
| 60/60 | Stars — 37,003 stars |
| 25/25 | Forks — 5,173 forks |
| 13.9/15 | Watchers — 320 watchers |
Inputs used
| forks | 5,173 |
| stars | 37,003 |
| watchers | 320 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 14,501,427 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | timm |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 14,501,427 |
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?
70
Maintainer resilience (bus factor)
36At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 3.3/22.5 | Commit distribution — top contributor authored 86% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 100 |
| top_contributor_share | 0.855 |
How it's scored
| 44.8/46.8 | Issue resolution — 96% of issues closed |
| 28.8/38.3 | PR acceptance — 552/733 decided PRs merged |
| 4.5/15 | OpenSSF Scorecard: Code-Review — Found 6/20 approved changesets -- score normalized to 3 |
Inputs used
| merged_prs | 552 |
| open_issues | 43 |
| closed_issues | 992 |
| issue_closed_ratio | 0.958 |
| closed_unmerged_prs | 181 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 66,034 followers of huggingface |
| 25/25 | Track record — 458 public repos, account ~9 yr old |
Inputs used
| followers | 66,034 |
| owner_type | Organization |
| is_verified | — |
| owner_login | huggingface |
| public_repos | 458 |
| account_age_days | 3,447 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 11 days ago |
| 20/20 | Version history — 79 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | timm |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 11 |
Engineering Quality
Are baseline engineering and documentation practices in place?
68
Engineering practices
64Moderate
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 16/20 | OpenSSF Scorecard: CI-Tests — 14 out of 16 merged PRs checked by a CI test -- score normalized to 8 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://huggingface.co/docs/timm |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 10/10 | Wiki |
Inputs used
| topics | pytorch, resnet, pretrained-models, pretrained-weights, distributed-training, mobile-deep-learning, mobilenet-v2, mobilenetv3, efficientnet, augmix, randaugment, mixnet, vision-transformer-models, nfnets, normalization-free-training, maxvit, convnext, image-classification, imagenet, optimizer |
| has_wiki | yes |
| homepage | https://huggingface.co/docs/timm |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
51
Security posture
51Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2/2.5 | CI-Tests — 14 out of 16 merged PRs checked by a CI test -- score normalized to 8 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 6/20 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 15 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 1.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 24 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5.1 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
56
Agent context & guidance
59Moderate
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 14.4/40 | Legible commit history — 27 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.27 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 901 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — timm/py.typed |
| 0/10 | Reproducible environment |
| 8/10 | Demonstrated agent practice — 4 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 3/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | timm/py.typed |
| agent_commit_share | 0.04 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (timm/py.typed) |
| 52.7/55 | Manageable file sizes — 13/311 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 211,911 |
| source_files_sampled | 311 |
| oversized_source_files | 13 |
Key facts
37,003GitHub stars
100contributors
241commits, last 12 months
5days since last push
78releases
1bus factor
43open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:timm@1.0.28; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
More detail
Star and fork history 0 ★ / 5,173 ⇿
0Stars
5,173Forks
24Releases
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.
Major 0Minor 0Patch 24
Each point covers 3 days.
OpenSSF Scorecard 5.1 / 10
5.1aggregate
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal 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 |
| 8 | CI-Tests | 14 out of 16 merged PRs checked by a CI test -- score normalized to 8 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 6/20 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 15 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 3 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 3 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 24 existing vulnerabilities detected |
Direct dependencies 5
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | torch | — | pyproject.toml |
| PyPI | torchvision | — | pyproject.toml |
| PyPI | pyyaml | — | pyproject.toml |
| PyPI | huggingface_hub | — | pyproject.toml |
| PyPI | safetensors | — | pyproject.toml |
All dependencies 11
Full resolved dependency set from the GitHub dependency graph: 5 direct and 6 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | huggingface-hub | — | direct |
| PyPI | pyyaml | — | direct |
| PyPI | safetensors | — | direct |
| PyPI | torch | — | direct |
| PyPI | torchvision | — | direct |
| PyPI | expecttest | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-forked | — | indirect |
| PyPI | pytest-timeout | — | indirect |
| PyPI | pytest-xdist | — | indirect |
Dependency advisories not assessed
Advisory matching could not run for this report: No resolved dependencies carried a version and a supported ecosystem
Raw JSON report machine-readable
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]
},
{
"key": "release_discipline",
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"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
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"components": [
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},
{
"code": "weights_renormalized",
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],
"value": 100,
"inputs": {
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"latest_release_tag": "v1.0.28",
"releases_from_tags": false,
"days_since_latest_release": 11,
"mean_days_between_releases": 39.2
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"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "78 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 78
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}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 11 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 11
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}
],
"max_points": 36
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{
"key": "release_cadence",
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"details": [
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"code": "release_cadence",
"params": {
"gap": 39.2
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}
],
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{
"key": "openssf_scorecard_signed_releases",
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"detail": "no releases found",
"points": 0,
"status": "excluded",
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"code": "no_data",
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}
],
"max_points": 10
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]
},
{
"key": "abandonment",
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"note": null,
"notes": [],
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"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
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"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
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"components": [
{
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"details": [
{
"code": "abandonment_maintained",
"params": {
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}
],
"max_points": 100
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]
}
],
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},
{
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"band": "excellent",
"name": "Community & Adoption",
"value": 94,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"note": null,
"notes": [],
"value": 99,
"inputs": {
"forks": 5173,
"stars": 37003,
"watchers": 320,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
{
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"points": 60,
"status": "met",
"details": [
{
"code": "stars",
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"count": 37003
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "5,173 forks",
"points": 25,
"status": "met",
"details": [
{
"code": "forks",
"params": {
"count": 5173
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "320 watchers",
"points": 13.9,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 320
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
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}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
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"points": 18,
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"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
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"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"packages": [
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"dependents": null,
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"total_downloads": null,
"monthly_downloads": 14501427
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"components": [
{
"key": "monthly_downloads",
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"detail": "14,501,427 downloads/month across pypi",
"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 14501427,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
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},
{
"key": "governance",
"band": "good",
"name": "Sustainability & Governance",
"value": 70,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 36,
"inputs": {
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"contributors_sampled": 100,
"top_contributor_share": 0.855
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
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"points": 3.3,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 86
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
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"detail": "100 contributors",
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"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 100
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 78,
"inputs": {
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"open_issues": 43,
"closed_issues": 992,
"issue_closed_ratio": 0.958,
"closed_unmerged_prs": 181
},
"components": [
{
"key": "issue_resolution",
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"detail": "96% of issues closed",
"points": 44.8,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 96
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
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"detail": "552/733 decided PRs merged",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
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"detail": "Found 6/20 approved changesets -- score normalized to 3",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"followers": 66034,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "huggingface",
"public_repos": 458,
"account_age_days": 3447
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "66,034 followers of huggingface",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
"params": {
"count": 66034,
"login": "huggingface"
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}
],
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},
{
"key": "track_record",
"name": "Track record",
"detail": "458 public repos, account ~9 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 458
}
},
{
"code": "account_age_years",
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}
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]
},
{
"key": "package_maintenance",
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"notes": [],
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"inputs": {
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"ecosystems": "pypi",
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"min_days_since_publish": 11
},
"components": [
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"details": [
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"code": "packages_published",
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{
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"code": "publish_recency",
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}
],
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{
"key": "version_history",
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"points": 20,
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"details": [
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"code": "published_versions",
"params": {
"count": 79
}
}
],
"max_points": 20
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{
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"code": "package_not_deprecated",
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}
],
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]
}
],
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{
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"weight": 0.2,
"metrics": [
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"key": "engineering_practices",
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"name": "Engineering practices",
"note": null,
"notes": [],
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"inputs": {
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"details": [
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"code": "ci_workflows",
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}
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{
"key": "tests_present",
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},
{
"key": "linter_config",
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"points": 0,
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},
{
"key": "pre_commit_hooks",
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"points": 0,
"status": "missed",
"details": [],
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},
{
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}
]
},
{
"key": "documentation",
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"notes": [],
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"inputs": {
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"key": "documentation_directory",
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{
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{
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}
],
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{
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}
]
}
],
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{
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"weight": 0.16,
"metrics": [
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"inputs": {
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"scorecard_aggregate": 5.1
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{
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{
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},
{
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},
{
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"details": [],
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},
{
"key": "dangerous_workflow",
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"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
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"detail": "update tool detected",
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"status": "met",
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},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
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},
{
"key": "license",
"name": "License",
"detail": "license file detected",
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"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"points": 1.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "24 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 12
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
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"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
"max_points": 100
}
]
}
],
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{
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{
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}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:timm@1.0.28; advisories assessed against the repository dependency graph instead",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-22T20:17:23.429210Z",
"schema_version": "0.26.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/huggingface/pytorch-image-models.svg",
"full_name": "huggingface/pytorch-image-models",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v1.13.0, schema v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.