Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-18 22:47 UTC

GalacticDynamics / unxt

Unitful Quantities in JAX

PythonBSD-3-Clause★ 69 stars⑂ 5 forkssince Dec 2023View on GitHub ↗
KindLibraryhow this is determined
#jax#quantities#units#array#auto-differentiation#dimensions#high-performance#scientific-computing

GalacticDynamics/unxt holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Vitality (94/100) and lowest on Sustainability & Governance (59/100). It was last updated today. A single contributor accounts for most of its recent work.

90
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

90
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 76 is calibrated to 90 on the published index scale (record calibration 2026-08-02).

Ownership

GalacticDynamicsOrganization
35 followers18 public repossince Nov 2023

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIunxt2.0.414,06010414 days ago

Metrics by category

Vitality

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

94Exceptional · 21% of overall

Development activity

90Excellent
How it's scored
36/36Push recency — last push 0 days ago
26.3/36Commit cadence — 38/52 weeks with commits
18/18Commit volume — 332 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year332
human_commit_share0.98
days_since_last_push0
active_weeks_last_year38

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 3 days ago
27/27Release cadence — a release every ~3.5 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagunxts-linalg-v2.0.6
releases_from_tagsno
days_since_latest_release3
mean_days_between_releases3.5
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?

61Moderate · 17% of overall

Popularity & adoption

35Weak
How it's scored
29.7/60Stars — 69 stars
5/25Forks — 5 forks
0/15Watchers — 1 watchers
Inputs used
forks5
stars69
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (BSD-3-Clause)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges11
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicescodecov.io, github.com, readthedocs.org, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

69Good
How it's scored
55.3/80Monthly downloads — 14,060 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesunxt
dependents—
ecosystemspypi
total_downloads—
monthly_downloads14,060
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

59Moderate · 23% of overall

Maintainer resilience (bus factor)

26At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.4/22.5Commit distribution — top contributor authored 98% of commits
6.8/13.5Contributor breadth — 5 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.982

Issue & PR responsiveness

67Good
How it's scored
29/42Issue resolution — 69% of issues closed
29.4/30PR acceptance — 856/874 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/29 approved changesets -- score normalized to 0
Inputs used
merged_prs856
open_issues17
closed_issues38
prs_merged_7d4
prs_decided_7d4
prs_merged_30d24
prs_decided_30d24
issue_closed_ratio0.691
closed_unmerged_prs18
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

56Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
11.2/25Owner reach — 35 followers of GalacticDynamics
15/25Track record — 18 public repos, account ~2 yr old
Inputs used
followers35
owner_typeOrganization
is_verifiedno
owner_loginGalacticDynamics
public_repos18
account_age_days1,044

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 14 days ago
20/20Version history — 104 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesunxt
ecosystemspypi
any_deprecatedno
min_days_since_publish14

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 39 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff], [tool.pylint])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://unxt.readthedocs.io/
10/10Repository description
10/10Topics — 8 topics
0/10Wiki
Inputs used
topicsjax, quantities, units, array, auto-differentiation, dimensions, high-performance, scientific-computing
has_wikino
homepagehttps://unxt.readthedocs.io/
docs_sitehttps://unxt.readthedocs.io/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

73Good · 16% of overall

Security posture

66Good
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/29 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
2/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.6
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages31
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:unxt@2.0.4 runtime dependency closure — what installing the published package pulls in — 31 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

91Excellent · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 98 of 98 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes11,014

Verify loop (build / test / typecheck)

100Exceptional
How it's scored
18/18One-command bootstrap — docs/Makefile, noxfile.py
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff], [tool.pylint])
11/11Static type checking — packages/unxt-api/src/unxt_api/py.typed, packages/unxt-hypothesis/src/unxt_hypothesis/py.typed, packages/unxts.api/src/unxts/api/py.typed, packages/unxts.hypothesis/src/unxts/hypothesis/py.typed, packages/unxts.interop.gala/src/unxts/interop/gala/py.typed, packages/unxts.interop.matplotlib/src/unxts/interop/matplotlib/py.typed, packages/unxts.interop.xarray/src/unxts/interop/xarray/py.typed, packages/unxts.linalg/src/unxts/linalg/py.typed, packages/unxts.parametric/src/unxts/parametric/py.typed, src/unxt/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 88 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 2 of the last 100 commits are automated dependency updates
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesdocs/Makefile, noxfile.py
has_devcontainerno
has_linter_configyes
typecheck_configspackages/unxt-api/src/unxt_api/py.typed, packages/unxt-hypothesis/src/unxt_hypothesis/py.typed, packages/unxts.api/src/unxts/api/py.typed, packages/unxts.hypothesis/src/unxts/hypothesis/py.typed, packages/unxts.interop.gala/src/unxts/interop/gala/py.typed, packages/unxts.interop.matplotlib/src/unxts/interop/matplotlib/py.typed, packages/unxts.interop.xarray/src/unxts/interop/xarray/py.typed, packages/unxts.linalg/src/unxts/linalg/py.typed, packages/unxts.parametric/src/unxts/parametric/py.typed, src/unxt/py.typed
agent_commit_share0.88
toolchain_manifests—
dependency_bot_commit_share0.02

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (packages/unxt-api/src/unxt_api/py.typed, packages/unxt-hypothesis/src/unxt_hypothesis/py.typed, packages/unxts.api/src/unxts/api/py.typed, packages/unxts.hypothesis/src/unxts/hypothesis/py.typed, packages/unxts.interop.gala/src/unxts/interop/gala/py.typed, packages/unxts.interop.matplotlib/src/unxts/interop/matplotlib/py.typed, packages/unxts.interop.xarray/src/unxts/interop/xarray/py.typed, packages/unxts.linalg/src/unxts/linalg/py.typed, packages/unxts.parametric/src/unxts/parametric/py.typed, src/unxt/py.typed)
54.1/55Manageable file sizes — 3/175 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes151,889
source_files_sampled175
oversized_source_files3

Key facts

69GitHub stars
5contributors
332commits, last 12 months
0days since last push
100releases
1bus factor
17open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 5 ⇿
0Stars
5Forks
86Releases

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.

12345512023-122025-042026-07
Major 1Minor 16Patch 35

Each point covers 3 days.

OpenSSF Scorecard 6.6 / 10
6.6aggregate

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).Scorecard v5.5.0 · 2026-09-18 22:46 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/29 approved changesets -- score normalized to 0
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
9SASTSAST tool is not run on all commits -- score normalized to 9
4Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6Vulnerabilities4 existing vulnerabilities detected
Direct dependencies 17
RegistryPackageVersion constraintManifest
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All dependencies 238

Full resolved dependency set from the GitHub dependency graph: 22 direct and 216 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
PyPIsphinxcontrib-jsmath1.0.1indirect
PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
PyPIsphinxext-opengraph0.13.0indirect
PyPIsphinxext-rediraffe0.3.0indirect
PyPIsphobjinv2.4indirect
PyPIsqlalchemy2.0.50indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.3.1indirect
PyPIsybil—indirect
PyPIsybil10.0.1indirect
PyPItabulate0.10.0indirect
PyPItermcolor3.3.0indirect
PyPItomlkit0.15.0indirect
PyPItornado6.5.8indirect
PyPIty0.0.64indirect
PyPItyping-extensions4.15.0indirect
PyPItzdata2026.2indirect
PyPIunxt—indirect
PyPIunxts-hypothesis—indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.49.0indirect
PyPIvirtualenv21.4.3indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwheel0.47.0indirect
PyPIwrapt2.2.1indirect
PyPIxarray—indirect
PyPIxarray2026.4.0indirect
PyPIyarl1.24.2indirect
PyPIzeroth—indirect
PyPIzeroth1.2.0indirect
PyPIzipp4.1.0indirect
Dependency advisories 0

Installing pypi:unxt@2.0.4 pulls in 31 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.

Raw JSON report machine-readable

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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