Public recordExcellent
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 12:36 UTC
huggingface / peft
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
huggingface/peft holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (96/100) and lowest on Security (69/100). It was last updated 3 days ago. 2 contributors account for most of its recent work.
86
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.
86
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
65,885 followers456 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 | peft | 0.19.1 | - | 35 | 92 days ago | deeplearning |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
95
Development activity
98Excellent
How it's scored
| 36/36 | Push recency — last push 3 days ago |
| 33.9/36 | Commit cadence — 49/52 weeks with commits |
| 18/18 | Commit volume — 424 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 424 |
| human_commit_share | — |
| days_since_last_push | 3 |
| active_weeks_last_year | 49 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 32 releases published |
| 27/36 | Release recency — latest release 92 days ago |
| 27/27 | Release cadence — a release every ~43.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 32 |
| latest_release_tag | v0.19.1 |
| releases_from_tags | no |
| days_since_latest_release | 92 |
| mean_days_between_releases | 43.7 |
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?
84
Popularity & adoption
96Excellent
How it's scored
| 60/60 | Stars — 21,407 stars |
| 25/25 | Forks — 2,394 forks |
| 11.4/15 | Watchers — 112 watchers |
Inputs used
| forks | 2,394 |
| stars | 21,407 |
| watchers | 112 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | 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 | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
82
Maintainer resilience (bus factor)
64Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 14.8/22.5 | Commit distribution — top contributor authored 34% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 100 |
| top_contributor_share | 0.341 |
Issue & PR responsiveness
92Excellent
How it's scored
| 46/46.8 | Issue resolution — 98% of issues closed |
| 31.2/38.3 | PR acceptance — 1,489/1,825 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 1,489 |
| open_issues | 21 |
| closed_issues | 1,385 |
| issue_closed_ratio | 0.985 |
| closed_unmerged_prs | 336 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 65,885 followers of huggingface |
| 25/25 | Track record — 456 public repos, account ~9 yr old |
Inputs used
| followers | 65,885 |
| owner_type | Organization |
| is_verified | — |
| owner_login | huggingface |
| public_repos | 456 |
| account_age_days | 3,443 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 92 days ago |
| 20/20 | Version history — 35 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | peft |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 92 |
Engineering Quality
Are baseline engineering and documentation practices in place?
96
Engineering practices
94Excellent
How it's scored
| 24/24 | CI workflows — 15 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://huggingface.co/docs/peft |
| 10/10 | Repository description |
| 10/10 | Topics — 10 topics |
| 10/10 | Wiki |
Inputs used
| topics | adapter, diffusion, llm, parameter-efficient-learning, python, pytorch, transformers, lora, fine-tuning, peft |
| has_wiki | yes |
| homepage | https://huggingface.co/docs/peft |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
69
Security posture
69Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 11 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 21 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 2/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 18 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.9 |
Excluded from scoring (no data or not applicable): 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.
76
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — .ai/AGENTS.md, AGENTS.md, CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | .ai/AGENTS.md, AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 4,260 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
90Excellent
How it's scored
| 18/18 | One-command bootstrap — Makefile, docs/Makefile, method_comparison/MetaMathQA/Makefile, method_comparison/image-gen/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 11/11 | Static type checking — src/peft/py.typed |
| 10/10 | Reproducible environment — Dockerfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 4/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile, docs/Makefile, method_comparison/MetaMathQA/Makefile, method_comparison/image-gen/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | src/peft/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (src/peft/py.typed) |
| 53.3/55 | Manageable file sizes — 13/432 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 309,515 |
| source_files_sampled | 432 |
| oversized_source_files | 13 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
Inputs used
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
21,407GitHub stars
100contributors
424commits, last 12 months
3days since last push
32releases
2bus factor
21open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 6.9 / 10
6.9aggregate
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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 11 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 21 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 4 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 4 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 18 existing vulnerabilities detected |
All dependencies 70
Full resolved dependency set from the GitHub dependency graph: 0 direct and 70 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | accelerate | — | indirect |
| PyPI | accelerate | 1.9.0 | indirect |
| PyPI | bitsandbytes | — | indirect |
| PyPI | black | — | indirect |
| PyPI | dash | — | indirect |
| PyPI | dataclass-csv | — | indirect |
| PyPI | datasets | — | indirect |
| PyPI | datasets | 2.16.1 | indirect |
| PyPI | datasets | 2.18.0 | indirect |
| PyPI | datasets | 3.6.0 | indirect |
| PyPI | datasets | 4.0.0 | indirect |
| PyPI | deepspeed | — | indirect |
| PyPI | diffusers | — | indirect |
| PyPI | diffusers | 0.34.0 | indirect |
| PyPI | diffusers | 0.38.0 | indirect |
| PyPI | einops | — | indirect |
| PyPI | evaluate | — | indirect |
| PyPI | flash-attn | — | indirect |
| PyPI | gradio | — | indirect |
| PyPI | hf-doc-builder | — | indirect |
| PyPI | hf-transfer | — | indirect |
| PyPI | hnswlib | — | indirect |
| PyPI | huggingface-hub | — | indirect |
| PyPI | huggingface-hub | 0.34.3 | indirect |
| PyPI | ipykernel | — | indirect |
| PyPI | ipywidgets | — | indirect |
| PyPI | jiwer | — | indirect |
| PyPI | librosa | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | nb-conda-kernels | — | indirect |
| PyPI | nltk | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | opencv-python | 4.9.0.80 | indirect |
| PyPI | packaging | — | indirect |
| PyPI | pandas | — | indirect |
| PyPI | parameterized | — | indirect |
| PyPI | peft | — | indirect |
| PyPI | pillow | — | indirect |
| PyPI | protobuf | — | indirect |
| PyPI | psutil | — | indirect |
| PyPI | pyarrow | — | indirect |
| PyPI | pygithub | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-xdist | — | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | requests | — | indirect |
| PyPI | ruff | — | indirect |
| PyPI | safetensors | — | indirect |
| PyPI | scikit-image | 0.22.0 | indirect |
| PyPI | scikit-learn | — | indirect |
| PyPI | scipy | — | indirect |
| PyPI | sentencepiece | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | soundfile | — | indirect |
| PyPI | tensorboard | — | indirect |
| PyPI | tiktoken | — | indirect |
| PyPI | torch | — | indirect |
| PyPI | torchao | — | indirect |
| PyPI | torchvision | — | indirect |
| PyPI | tqdm | — | indirect |
| PyPI | transformers | — | indirect |
| PyPI | transformers | 4.52.4 | indirect |
| PyPI | transformers | 4.54.0 | indirect |
| PyPI | transformers | 4.55.0 | indirect |
| PyPI | vllm | — | indirect |
| PyPI | wandb | — | indirect |
| PyPI | wandb | 0.16.1 | indirect |
| PyPI | wandb | 0.21.0 | indirect |
| PyPI | xformers | — | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"adapter",
"diffusion",
"llm",
"parameter-efficient-learning",
"python",
"pytorch",
"transformers",
"lora",
"fine-tuning",
"peft"
],
"is_fork": false,
"size_kb": 26974,
"has_wiki": true,
"homepage": "https://huggingface.co/docs/peft",
"languages": {
"C++": 815,
"Cuda": 3076,
"Python": 5053555,
"Makefile": 11342,
"Dockerfile": 5290
},
"pushed_at": "2026-07-14T13:51:24Z",
"created_at": "2022-11-25T03:51:09Z",
"owner_type": "Organization",
"updated_at": "2026-07-18T10:55:02Z",
"description": "🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.",
"is_archived": false,
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"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
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},
"owner": {
"blog": "https://huggingface.co/",
"name": "Hugging Face",
"type": "Organization",
"login": "huggingface",
"company": null,
"location": "NYC + Paris",
"followers": 65885,
"avatar_url": "https://avatars.githubusercontent.com/u/25720743?v=4",
"created_at": "2017-02-12T11:20:28Z",
"is_verified": null,
"public_repos": 456,
"account_age_days": 3443
},
"activity": {
"releases_count": 32,
"commits_last_year": 424,
"latest_release_at": "2026-04-16T15:50:38Z",
"latest_release_tag": "v0.19.1",
"releases_from_tags": false,
"days_since_last_push": 3,
"active_weeks_last_year": 49,
"days_since_latest_release": 92,
"mean_days_between_releases": 43.7
},
"community": {
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"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "peft",
"exists": true,
"license": "Apache",
"keywords": [
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"learning",
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Intended Audience :: Education",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: Apache Software License",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Topic :: Scientific/Engineering :: Artificial Intelligence"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/peft/",
"is_deprecated": false,
"latest_version": "0.19.1",
"repository_url": "https://github.com/huggingface/peft",
"versions_count": 35,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2023-01-19T16:41:25.146082Z",
"latest_published_at": "2026-04-16T15:46:45.105998Z",
"latest_version_yanked": null,
"days_since_latest_publish": 92
}
]
},
"popularity": {
"forks": 2394,
"stars": 21407,
"watchers": 112,
"open_issues_and_prs": 81
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
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],
"has_llms_txt": false,
"has_dockerfile": true,
"has_mcp_signal": false,
"bootstrap_files": [
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],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
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"largest_source_bytes": 309515,
"source_files_sampled": 432,
"oversized_source_files": 13,
"agent_instruction_files": [
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],
"agent_instruction_max_bytes": 4260
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"dependencies": {
"manifests": [
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"setup.py"
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"ecosystems": [
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"dependencies": [],
"all_dependencies": {
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"source": "github-sbom",
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"version": "0.34.0",
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{
"name": "diffusers",
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"version": "0.38.0",
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{
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{
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"ecosystem": "pypi"
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"name": "jiwer",
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"ecosystem": "pypi"
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"version": null,
"ecosystem": "pypi"
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{
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"open_issues": 21,
"closed_issues": 1385,
"issue_closed_ratio": 0.985,
"closed_unmerged_prs": 336
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "98% of issues closed",
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"details": [
{
"code": "issues_closed_share",
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"share": 98
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "1489/1825 decided PRs merged",
"points": 31.2,
"status": "partial",
"details": [
{
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],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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]
},
{
"key": "stewardship",
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"note": null,
"notes": [],
"value": 80,
"inputs": {
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"owner_type": "Organization",
"is_verified": null,
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"public_repos": 456,
"account_age_days": 3443
},
"components": [
{
"key": "ownership_backing",
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"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
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}
],
"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": "65,885 followers of huggingface",
"points": 25,
"status": "met",
"details": [
{
"code": "owner_followers",
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"count": 65885,
"login": "huggingface"
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}
],
"max_points": 25
},
{
"key": "track_record",
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"detail": "456 public repos, account ~9 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
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"count": 456
}
},
{
"code": "account_age_years",
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"ecosystems": "pypi",
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"min_days_since_publish": 92
},
"components": [
{
"key": "published_resolvable",
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"points": 25,
"status": "met",
"details": [
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"code": "packages_published",
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"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
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"detail": "latest publish 92 days ago",
"points": 35,
"status": "met",
"details": [
{
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],
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},
{
"key": "version_history",
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"detail": "35 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 35
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
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"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 96,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
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"has_tests": true,
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"has_linter_config": true,
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},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "15 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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"count": 15
}
}
],
"max_points": 24
},
{
"key": "tests_present",
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"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
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"points": 9.6,
"status": "met",
"details": [],
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},
{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"diffusion",
"llm",
"parameter-efficient-learning",
"python",
"pytorch",
"transformers",
"lora",
"fine-tuning",
"peft"
],
"has_wiki": true,
"homepage": "https://huggingface.co/docs/peft",
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"has_docs_dir": true,
"has_description": true
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
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"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://huggingface.co/docs/peft",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "10 topics",
"points": 10,
"status": "met",
"details": [
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"code": "topics_count",
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],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
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},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 69,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): 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": 69,
"inputs": {
"source": "openssf_scorecard",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.9
},
"components": [
{
"key": "binary_artifacts",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "ci_tests",
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},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
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},
{
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 21 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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"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 4",
"points": 2,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"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",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
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"detail": "18 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 8
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 76,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
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}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
".ai/AGENTS.md",
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 4260
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".ai/AGENTS.md, AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".ai/AGENTS.md, AGENTS.md, CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 90,
"inputs": {
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"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
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"docs/Makefile",
"method_comparison/MetaMathQA/Makefile",
"method_comparison/image-gen/Makefile"
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"has_linter_config": true,
"typecheck_configs": [
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"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, docs/Makefile, method_comparison/MetaMathQA/Makefile, method_comparison/image-gen/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 18
},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
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"detail": "src/peft/py.typed",
"points": 11,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
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"points": 10,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": "Dockerfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
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"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 4",
"points": 4,
"status": "partial",
"details": [],
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]
},
{
"key": "ai_code_legibility",
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"notes": [],
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"source_files_sampled": 432,
"oversized_source_files": 13
},
"components": [
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"points": 27,
"status": "partial",
"details": [
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"code": "typecheck_config_language",
"params": {
"files": "src/peft/py.typed",
"language": "Python"
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "13/432 source files over 60KB",
"points": 53.3,
"status": "partial",
"details": [
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"code": "oversized_source_files",
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"oversized": 13
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}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
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"points": 40,
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"details": [
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"code": "file_list",
"params": {
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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": [],
"report_type": "repository",
"generated_at": "2026-07-18T12:36:18.745547Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/huggingface/peft.svg",
"full_name": "huggingface/peft",
"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 v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.