Public recordGood
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-20 22:53 UTC
scikit-hep / awkward
Manipulate JSON-like data with NumPy-like idioms.
scikit-hep/awkward holds a health index of 80 out of 100, placing it in the Good band. It scores highest on Vitality (99/100) and lowest on Security (41/100). It was last updated today. 2 contributors account for most of its recent work.
80
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.
80
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
Scikit-HEP ProjectOrganization
304 followers54 public repossince Nov 2016
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 |
|---|---|---|---|---|---|
| PyPI | awkward_cpp | 54 | 862,502 | 85 | 18 days ago |
| PyPI | awkward | 2.11.0 | - | 207 | 0 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
98Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 33.9/36 | Commit cadence — 49/52 weeks with commits |
| 18/18 | Commit volume — 305 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — no data |
Inputs used
| commits_last_year | 305 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 49 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~38.5 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | v2.11.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 38.5 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
78
Popularity & adoption
72Good
How it's scored
| 48.4/60 | Stars — 970 stars |
| 17.6/25 | Forks — 131 forks |
| 6.4/15 | Watchers — 15 watchers |
Inputs used
| forks | 131 |
| stars | 970 |
| watchers | 15 |
| 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 (BSD-3-Clause) |
| 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 |
Ecosystem adoption (downloads)
99Excellent
How it's scored
| 79.1/80 | Monthly downloads — 862,502 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | awkward_cpp, awkward |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 862,502 |
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?
78
Maintainer resilience (bus factor)
59Moderate
How it's scored
| 25.2/54 | Bus factor — 2 contributor(s) cover half of all commits |
| 14.6/22.5 | Commit distribution — top contributor authored 35% of commits |
| 13.5/13.5 | Contributor breadth — 62 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — no data |
Inputs used
| bus_factor | 2 |
| contributors_sampled | 62 |
| top_contributor_share | 0.35 |
Issue & PR responsiveness
88Excellent
How it's scored
| 40.3/46.8 | Issue resolution — 86% of issues closed |
| 34.2/38.3 | PR acceptance — 2,296/2,567 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
Inputs used
| merged_prs | 2,296 |
| open_issues | 175 |
| closed_issues | 1,105 |
| issue_closed_ratio | 0.863 |
| closed_unmerged_prs | 271 |
Ownership & stewardship
73Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 17.9/25 | Owner reach — 304 followers of scikit-hep |
| 24.7/25 | Track record — 54 public repos, account ~9 yr old |
Inputs used
| followers | 304 |
| owner_type | Organization |
| is_verified | — |
| owner_login | scikit-hep |
| public_repos | 54 |
| account_age_days | 3,535 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 2 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 207 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | awkward_cpp, awkward |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
95
Engineering practices
92Excellent
How it's scored
| 24/24 | CI workflows — 19 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
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://awkward-array.org |
| 10/10 | Repository description |
| 10/10 | Topics — 13 topics |
| 10/10 | Wiki |
Inputs used
| topics | json, numpy, data-analysis, jagged-array, ragged-array, columnar-format, pandas, numba, apache-arrow, cern-root, scikit-hep, python, rdataframe |
| has_wiki | yes |
| homepage | https://awkward-array.org |
| 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?
41
Security posture
33At risk
How it's scored
| 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 |
Inputs used
| source | file_signals |
| lockfiles | — |
| manifests | awkward-cpp/pyproject.toml, docs/requirements-wasm.txt, docs/requirements.txt, pyproject.toml, requirements-test-basic.txt, requirements-test-full.txt, requirements-test-gpu.txt, requirements-test-minimal.txt, requirements-test-ml.txt, requirements-test-nogil.txt, requirements-test-numpy1.txt |
| has_codeql_workflow | no |
| has_security_policy | no |
| has_dependabot_config | yes |
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.
Dependency advisories
74Good
How it's scored
| 20.2/35 | Direct dependencies free of known advisories — 1 affected: numpy 1.21.3 (moderate 5.3) |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 35.3/40 | No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 1,675 days ago |
Inputs used
| source | osv |
| advisories | 3 |
| affected_packages | 2 |
| assessed_packages | 9 |
| unassessed_packages | 47 |
| affected_by_severity | high 1, moderate 1 |
| direct_affected_packages | 1 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 9 resolved dependencies against OSV. 47 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
65
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.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 | AGENTS.md |
| agent_instruction_max_bytes | 7,138 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — noxfile.py |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | noxfile.py |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.9/55 | Manageable file sizes — 26/1,275 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 216,054 |
| source_files_sampled | 1,275 |
| oversized_source_files | 26 |
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, samples |
Inputs used
| example_dirs | examples, notebooks, samples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
970GitHub stars
62contributors
305commits, last 12 months
0days since last push
100releases
2bus factor
175open issues
PyPIpackage ecosystems
Data collection warnings
- deps.dev does not index pypi:awkward@2.11.0; advisories assessed against the repository dependency graph instead
- OpenSSF Scorecard did not return a usable result (2026/07/20 22:53:08 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
More detail
Direct dependencies 7
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | numpy | >=1.21.3 | awkward-cpp/pyproject.toml |
| PyPI | awkward_cpp | ==54 | pyproject.toml |
| PyPI | importlib_metadata | >=4.13.0 | pyproject.toml |
| PyPI | numpy | >=1.21.3 | pyproject.toml |
| PyPI | packaging | — | pyproject.toml |
| PyPI | typing_extensions | >=4.1.0 | pyproject.toml |
| PyPI | fsspec | >=2022.11.0 | pyproject.toml |
All dependencies 56
Full resolved dependency set from the GitHub dependency graph: 7 direct and 49 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | awkward-cpp | 54 | direct |
| PyPI | fsspec | — | direct |
| PyPI | importlib-metadata | — | direct |
| PyPI | numpy | — | direct |
| PyPI | numpy | 1.21.3 | direct |
| PyPI | packaging | — | direct |
| PyPI | typing-extensions | — | direct |
| PyPI | awkward | — | indirect |
| PyPI | black | — | indirect |
| PyPI | fsspec-xrootd | — | indirect |
| PyPI | h5py | — | indirect |
| PyPI | hatchling | — | indirect |
| PyPI | hepunits | — | indirect |
| PyPI | hist | — | indirect |
| PyPI | hypothesis-awkward | 0.19.0 | indirect |
| PyPI | ipyleaflet | — | indirect |
| PyPI | jax | — | indirect |
| PyPI | jupyterlite | 0.1.0 | indirect |
| PyPI | jupyterlite-pyodide-kernel | 0.1.0 | indirect |
| PyPI | jupyterlite-sphinx | 0.8.0 | indirect |
| PyPI | lark-parser | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | myst-nb | — | indirect |
| PyPI | myst-parser | — | indirect |
| PyPI | numba | — | indirect |
| PyPI | numba-cuda | — | indirect |
| PyPI | numexpr | — | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 1.3.4 | indirect |
| PyPI | particle | — | indirect |
| PyPI | pyarrow | — | indirect |
| PyPI | pyarrow | 17.0.0 | indirect |
| PyPI | pybind11 | — | indirect |
| PyPI | pycparser | — | indirect |
| PyPI | pydantic | — | indirect |
| PyPI | pydata-sphinx-theme | — | indirect |
| PyPI | pyodide-build | 0.23.3 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-xdist | — | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | s3fs | — | indirect |
| PyPI | safetensors | — | indirect |
| PyPI | scikit-build-core | — | indirect |
| PyPI | scikit-hep-testdata | — | indirect |
| PyPI | scipy | — | indirect |
| PyPI | sphinx | — | indirect |
| PyPI | sphinx-autoapi | — | indirect |
| PyPI | sphinx-copybutton | — | indirect |
| PyPI | sphinx-design | — | indirect |
| PyPI | sphinx-external-toc | — | indirect |
| PyPI | sphinx-sitemap | — | indirect |
| PyPI | tensorflow | — | indirect |
| PyPI | torch | — | indirect |
| PyPI | uproot | — | indirect |
| PyPI | vector | — | indirect |
Dependency advisories 2
This repository publishes no package the index resolves, so its own dependency graph was assessed — 9 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 1 are direct. 47 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| pyarrow | 17.0.0 | indirect | high | 2 | 23.0.1 |
| numpy | 1.21.3 | direct | moderate | 1 | 1.22 |
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"PYSEC-2026-113"
],
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},
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},
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"ecosystem": "pypi",
"version_constraint": "==54"
},
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"ecosystem": "pypi",
"version_constraint": ">=4.13.0"
},
{
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"ecosystem": "pypi",
"version_constraint": ">=1.21.3"
},
{
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"ecosystem": "pypi",
"version_constraint": null
},
{
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{
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"points": 24.7,
"status": "partial",
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{
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},
{
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"weight": 0.2,
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{
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},
{
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"inputs": {
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"jagged-array",
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"components": [
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{
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{
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}
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}
]
}
],
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{
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"docs/requirements.txt",
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"requirements-test-basic.txt",
"requirements-test-full.txt",
"requirements-test-gpu.txt",
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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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"points": 35.3,
"status": "partial",
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"notes": [
{
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}
],
"value": 100,
"inputs": {
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"exposures": [],
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"Iran",
"North Korea"
],
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},
"components": [
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}
],
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}
]
}
],
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},
{
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"value": 65,
"weight": 0,
"metrics": [
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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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},
{
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]
},
{
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{
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}
],
"metrics_version": "1.13.0"
},
"warnings": [
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"OpenSSF Scorecard did not return a usable result (2026/07/20 22:53:08 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-20T22:53:53.028903Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/scikit-hep/awkward.svg",
"full_name": "scikit-hep/awkward",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}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 v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.