Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-08 19:57 UTC

artis-mcrt / artistools

Plotting, analysis, and format conversion tools for ARTIS simulations

PythonMIT★ 17 stars⑂ 3 forkssince Mar 2016View on GitHub ↗

KindCommand-line toolLibraryhow this is determined

#python #supernovae #python-package #spectra #kilonovae #monte-carlo-simulation

artis-mcrt/artistools holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Vitality (100/100) and lowest on Community & Adoption (44/100). It was last updated today. A single contributor accounts for most of its recent work.

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.

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)

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 72 is calibrated to 86 on the published index scale (record calibration 2026-08-02).

Ownership

ARTIS 3D Monte Carlo Radiative TransferOrganization

6 followers4 public repossince Mar 2021

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	artistools	2026.10.8	12,671	83	0 days ago	artis astronomy astrophysics kilonova monte-carlo radiative-transfer supernova

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
36/36	Commit cadence — 52/52 weeks with commits
18/18	Commit volume — 697 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	697
human_commit_share	0.87
days_since_last_push	0
active_weeks_last_year	52

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 76 releases published
36/36	Release recency — latest release 0 days ago
27/27	Release cadence — a release every ~5.4 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	76
latest_release_tag	v2026.10.8
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	5.4

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?

44Weak · 17% of overall

Popularity & adoption

24At Risk

How it's scored

19.5/60	Stars — 17 stars
2.5/25	Forks — 3 forks
1.7/15	Watchers — 3 watchers

Inputs used

forks	3
stars	17
watchers	3
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

50Moderate

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
0/18	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
readme_badges	5
has_contributing	no
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	codecov.io, github.com, shields.io
has_pull_request_template	no

Ecosystem adoption (downloads)

68Good

How it's scored

54.7/80	Monthly downloads — 12,671 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	artistools
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	12,671
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)

35Weak

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
2.9/22.5	Commit distribution — top contributor authored 87% of commits
13.5/13.5	Contributor breadth — 10 contributors
10/10	OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations

Inputs used

bus_factor	1
contributors_sampled	10
top_contributor_share	0.871

Issue & PR responsiveness

61Moderate

How it's scored

28/42	Issue resolution — 67% of issues closed
25.2/30	PR acceptance — 563/671 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15	OpenSSF Scorecard: Code-Review — Found 0/26 approved changesets -- score normalized to 0

Inputs used

merged_prs	563
open_issues	2
closed_issues	4
prs_merged_7d	8
prs_decided_7d	8
prs_merged_30d	44
prs_decided_30d	46
issue_closed_ratio	0.667
closed_unmerged_prs	108
first_time_authors_30d	0
first_time_prs_merged_30d	0
first_time_prs_decided_30d	0

Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

52Moderate

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
6.1/25	Owner reach — 6 followers of artis-mcrt
16.2/25	Track record — 4 public repos, account ~5 yr old

Inputs used

followers	6
owner_type	Organization
is_verified	no
owner_login	artis-mcrt
public_repos	4
account_age_days	2,034

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 83 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	artistools
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0

Engineering Quality

Are baseline engineering and documentation practices in place?

80Excellent · 19% of overall

Engineering practices

94Exceptional

How it's scored

24/24	CI workflows — 7 workflow(s)
24/24	Tests present
16/16	Linter config — pyproject.toml ([tool.ruff]), rustfmt.toml
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 19 out of 19 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

60Moderate

How it's scored

30/30	README
0/25	Documentation directory
0/15	Documentation / homepage site
10/10	Repository description
10/10	Topics — 6 topics
10/10	Wiki

Inputs used

topics	python, supernovae, python-package, spectra, kilonovae, monte-carlo-simulation
has_wiki	yes
homepage	—
docs_site	—
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?

68Good · 16% of overall

Security posture

60Moderate

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
3/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 19 out of 19 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
0/7.5	Code-Review — Found 0/26 approved changesets -- score normalized to 0
2.5/2.5	Contributors — project has 7 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 0 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
5/5	Pinned-Dependencies — all dependencies are pinned
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
5.2/7.5	Vulnerabilities — 3 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	6

Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	3
affected_packages	2
assessed_packages	418
unassessed_packages	0
affected_by_severity	high 1, unknown 1
direct_affected_packages	0

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 418 resolved dependencies against OSV. 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

88Excellent · 4% of overall

Agent context & guidance

85Excellent

How it's scored

45/45	Agent instructions — AGENTS.md, CLAUDE.md
0/15	Machine-readable docs (llms.txt)
39.8/40	Legible commit history — 65 of 87 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.747
agent_instruction_files	AGENTS.md, CLAUDE.md
agent_instruction_max_bytes	25,990

Verify loop (build / test / typecheck)

95Exceptional

How it's scored

12.6/18	One-command bootstrap — rust/Cargo.toml (toolchain convention, no task runner)
22/22	Automated tests
11/11	Lint / format config — pyproject.toml ([tool.ruff]), rustfmt.toml
11/11	Static type checking — artistools/py.typed
10/10	Reproducible environment — lockfile
10/10	Demonstrated agent practice — 61 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 12 of the last 100 commits are automated dependency updates
10/10	OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned

Inputs used

has_nix	no
has_tests	yes
lockfiles	Cargo.lock, uv.lock
has_dockerfile	no
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	artistools/py.typed
agent_commit_share	0.61
toolchain_manifests	rust/Cargo.toml
dependency_bot_commit_share	0.12

Code legibility for models

73Good

How it's scored

27/45	Type-checkable code — Python with type-check config (artistools/py.typed)
45.7/55	Manageable file sizes — 19/112 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	257,173
source_files_sampled	112
oversized_source_files	19

Key facts

17GitHub stars

10contributors

697commits, last 12 months

0days since last push

76releases

1bus factor

2open issues

crates.io, PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Could not fetch crates package 'artistools' from its registry
deps.dev does not index pypi:artistools@2026.10.8; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 3 ⇿

0Stars

3Forks

58Releases

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.

Major 0Minor 0Patch 44

Each point covers 5 days.

OpenSSF Scorecard 6.0 / 10

6.0aggregate

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 · 2026-10-08 19:56 UTC

10	Binary-Artifacts	no binaries found in the repo
4	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	19 out of 19 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
0	Code-Review	Found 0/26 approved changesets -- score normalized to 0
10	Contributors	project has 7 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 0 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
10	Pinned-Dependencies	all dependencies are pinned
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
7	Vulnerabilities	3 existing vulnerabilities detected

Direct dependencies 14

Registry	Package	Version constraint	Manifest
PyPI	argcomplete	`>=3.7.2`	pyproject.toml
PyPI	extinction	`>=0.4.9`	pyproject.toml
PyPI	matplotlib	`>=3.11`	pyproject.toml
PyPI	numpy	`>=2.5.2`	pyproject.toml
PyPI	polars	`>=2.0.0`	pyproject.toml
PyPI	pyyaml	`>=6.0.3`	pyproject.toml
PyPI	rich	`>=15.0.0`	pyproject.toml
PyPI	tqdm	`>=4.70.0`	pyproject.toml
PyPI	zstandard	`>=0.25.0`	pyproject.toml
crates.io	autocompress	`0.6.0`	rust/Cargo.toml
crates.io	polars	`0.55.2`	rust/Cargo.toml
crates.io	pyo3	`0.29.1`	rust/Cargo.toml
crates.io	pyo3-polars	`0.28.0`	rust/Cargo.toml
crates.io	rayon	`1.10`	rust/Cargo.toml

All dependencies 418

Full resolved dependency set from the GitHub dependency graph: 14 direct and 404 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
crates.io	autocompress	`0.6.0`	direct
crates.io	polars	`0.55.2`	direct
crates.io	pyo3	`0.29.3`	direct
crates.io	pyo3-polars	`0.28.0`	direct
crates.io	rayon	`1.12.0`	direct
PyPI	argcomplete	`3.7.2`	direct
PyPI	extinction	`0.4.9`	direct
PyPI	matplotlib	`3.11.2`	direct
PyPI	numpy	`2.5.3`	direct
PyPI	polars	`2.0.0`	direct
PyPI	pyyaml	`6.0.3`	direct
PyPI	rich	`15.0.0`	direct
PyPI	tqdm	`4.70.1`	direct
PyPI	zstandard	`0.25.0`	direct
crates.io	adler2	`2.0.1`	indirect
crates.io	aho-corasick	`1.1.5`	indirect
crates.io	allocator-api2	`0.2.21`	indirect
crates.io	android_system_properties	`0.1.6`	indirect
crates.io	ar_archive_writer	`0.5.3`	indirect
crates.io	argminmax	`0.6.3`	indirect
crates.io	array-init-cursor	`0.2.1`	indirect
crates.io	arrayvec	`0.7.8`	indirect
crates.io	async-channel	`2.5.0`	indirect
crates.io	async-stream	`0.3.6`	indirect
crates.io	async-stream-impl	`0.3.6`	indirect
crates.io	async-trait	`0.1.92`	indirect
crates.io	atoi_simd	`0.18.1`	indirect
crates.io	atomic-waker	`1.1.2`	indirect
crates.io	autocfg	`1.5.1`	indirect
crates.io	base64	`0.22.1`	indirect
crates.io	base64	`0.23.1`	indirect
crates.io	bgzip	`0.3.1`	indirect
crates.io	bincode	`2.0.1`	indirect
crates.io	bincode_derive	`2.0.1`	indirect
crates.io	bitflags	`2.13.2`	indirect
crates.io	blake3	`1.8.7`	indirect
crates.io	block-buffer	`0.12.1`	indirect
crates.io	boxcar	`0.2.14`	indirect
crates.io	bumpalo	`3.20.3`	indirect
crates.io	bytemuck	`1.25.2`	indirect
crates.io	bytemuck_derive	`1.12.1`	indirect
crates.io	bytes	`1.12.1`	indirect
crates.io	bzip2	`0.4.4`	indirect
crates.io	bzip2-sys	`0.1.13+1.0.8`	indirect
crates.io	castaway	`0.2.4`	indirect
crates.io	cc	`1.6.0`	indirect
crates.io	cfg-if	`1.0.5`	indirect
crates.io	cfg_aliases	`0.2.2`	indirect
crates.io	chacha20	`0.10.2`	indirect
crates.io	chrono	`0.4.45`	indirect
crates.io	chrono-tz	`0.10.4`	indirect
crates.io	comfy-table	`7.2.2`	indirect
crates.io	compact_str	`0.9.1`	indirect
crates.io	concurrent-queue	`2.5.0`	indirect
crates.io	const-oid	`0.10.2`	indirect
crates.io	constant_time_eq	`0.4.2`	indirect
crates.io	core-foundation	`0.10.1`	indirect
crates.io	core-foundation-sys	`0.8.7`	indirect
crates.io	cpufeatures	`0.3.1`	indirect
crates.io	crc32fast	`1.5.2`	indirect
crates.io	crossbeam-channel	`0.5.17`	indirect
crates.io	crossbeam-deque	`0.8.8`	indirect
crates.io	crossbeam-epoch	`0.9.21`	indirect
crates.io	crossbeam-queue	`0.3.14`	indirect
crates.io	crossbeam-utils	`0.8.23`	indirect
crates.io	crossterm	`0.29.0`	indirect
crates.io	crossterm_winapi	`0.9.1`	indirect
crates.io	crunchy	`0.2.4`	indirect
crates.io	crypto-common	`0.2.2`	indirect
crates.io	debug_unsafe	`0.1.4`	indirect
crates.io	digest	`0.11.3`	indirect
crates.io	digest-io	`0.1.0`	indirect
crates.io	displaydoc	`0.2.7`	indirect
crates.io	document-features	`0.2.12`	indirect
crates.io	dyn-clone	`1.0.20`	indirect
crates.io	either	`1.19.0`	indirect
crates.io	equivalent	`1.0.2`	indirect
crates.io	errno	`0.3.14`	indirect
crates.io	ethnum	`1.5.3`	indirect
crates.io	event-listener	`5.4.2`	indirect
crates.io	event-listener-strategy	`0.5.4`	indirect
crates.io	fallible-streaming-iterator	`0.1.9`	indirect
crates.io	fast-float2	`0.2.4`	indirect
crates.io	fastrand	`2.5.0`	indirect
crates.io	find-msvc-tools	`0.1.14`	indirect
crates.io	flate2	`1.1.10`	indirect
crates.io	fnv	`1.0.7`	indirect
crates.io	foldhash	`0.1.5`	indirect
crates.io	foldhash	`0.2.0`	indirect
crates.io	form_urlencoded	`1.2.2`	indirect
crates.io	fs4	`1.1.0`	indirect
crates.io	futures	`0.3.34`	indirect
crates.io	futures-channel	`0.3.34`	indirect
crates.io	futures-core	`0.3.34`	indirect
crates.io	futures-executor	`0.3.34`	indirect
crates.io	futures-io	`0.3.34`	indirect
crates.io	futures-macro	`0.3.34`	indirect
crates.io	futures-sink	`0.3.34`	indirect
crates.io	futures-task	`0.3.34`	indirect
crates.io	futures-util	`0.3.34`	indirect
crates.io	getrandom	`0.2.17`	indirect
crates.io	getrandom	`0.4.3`	indirect
crates.io	glob	`0.3.4`	indirect
crates.io	h2	`0.4.20`	indirect
crates.io	half	`2.7.1`	indirect
crates.io	hashbrown	`0.15.5`	indirect
crates.io	hashbrown	`0.17.1`	indirect
crates.io	heck	`0.5.0`	indirect
crates.io	hex	`0.4.3`	indirect
crates.io	home	`0.5.12`	indirect
crates.io	http	`1.5.0`	indirect
crates.io	http-body	`1.1.0`	indirect
crates.io	http-body-util	`0.1.5`	indirect
crates.io	httparse	`1.10.1`	indirect
crates.io	humantime	`2.4.0`	indirect
crates.io	hybrid-array	`0.4.15`	indirect
crates.io	hyper	`1.12.0`	indirect
crates.io	hyper-rustls	`0.27.10`	indirect
crates.io	hyper-util	`0.1.21`	indirect
crates.io	iana-time-zone	`0.1.65`	indirect
crates.io	iana-time-zone-haiku	`0.1.2`	indirect
crates.io	icu_collections	`2.3.0`	indirect
crates.io	icu_locale_core	`2.3.0`	indirect
crates.io	icu_normalizer	`2.3.0`	indirect
crates.io	icu_normalizer_data	`2.3.0`	indirect
crates.io	icu_properties	`2.3.0`	indirect
crates.io	icu_properties_data	`2.3.0`	indirect
crates.io	icu_provider	`2.3.1`	indirect
crates.io	idna	`1.1.0`	indirect
crates.io	idna_adapter	`1.2.2`	indirect
crates.io	indexmap	`2.14.2`	indirect
crates.io	ipnet	`2.12.2`	indirect
crates.io	itertools	`0.14.0`	indirect
crates.io	itoa	`1.0.18`	indirect
crates.io	jobserver	`0.1.35`	indirect
crates.io	js-sys	`0.3.106`	indirect
crates.io	libc	`0.2.190`	indirect
crates.io	libm	`0.2.16`	indirect
crates.io	linux-raw-sys	`0.12.1`	indirect
crates.io	litemap	`0.8.3`	indirect
crates.io	litrs	`1.0.0`	indirect
crates.io	lock_api	`0.4.14`	indirect
crates.io	log	`0.4.34`	indirect
crates.io	lru-slab	`0.1.3`	indirect
crates.io	lz4	`1.28.1`	indirect
crates.io	lz4-sys	`1.11.1+lz4-1.10.0`	indirect
crates.io	lzma-sys	`0.1.20`	indirect
crates.io	memchr	`2.8.3`	indirect
crates.io	memmap2	`0.9.11`	indirect
crates.io	miniz_oxide	`0.9.1`	indirect
crates.io	mio	`1.2.4`	indirect
crates.io	now	`0.1.3`	indirect
crates.io	ntapi	`0.4.3`	indirect
crates.io	num-derive	`0.4.2`	indirect
crates.io	num-traits	`0.2.19`	indirect
crates.io	objc2-core-foundation	`0.3.2`	indirect
crates.io	objc2-io-kit	`0.3.2`	indirect
crates.io	object	`0.39.1`	indirect
crates.io	object_store	`0.13.2`	indirect
crates.io	once_cell	`1.21.4`	indirect
crates.io	openssl-probe	`0.2.1`	indirect
crates.io	parking	`2.2.1`	indirect
crates.io	parking_lot	`0.12.5`	indirect
crates.io	parking_lot_core	`0.9.12`	indirect
crates.io	percent-encoding	`2.3.2`	indirect
crates.io	phf	`0.12.1`	indirect
crates.io	phf_shared	`0.12.1`	indirect
crates.io	pin-project-lite	`0.2.17`	indirect
crates.io	pkg-config	`0.3.34`	indirect
crates.io	planus	`1.1.1`	indirect
crates.io	polars-arrow	`0.55.2`	indirect
crates.io	polars-arrow-format	`0.2.1`	indirect
crates.io	polars-async	`0.55.2`	indirect
crates.io	polars-buffer	`0.55.2`	indirect
crates.io	polars-compute	`0.55.2`	indirect
crates.io	polars-config	`0.55.2`	indirect
crates.io	polars-core	`0.55.2`	indirect
crates.io	polars-dtype	`0.55.2`	indirect
crates.io	polars-error	`0.55.2`	indirect
crates.io	polars-expr	`0.55.2`	indirect
crates.io	polars-ffi	`0.55.2`	indirect
crates.io	polars-io	`0.55.2`	indirect
crates.io	polars-lazy	`0.55.2`	indirect
crates.io	polars-mem-engine	`0.55.2`	indirect
crates.io	polars-ooc	`0.55.2`	indirect
crates.io	polars-ops	`0.55.2`	indirect
crates.io	polars-parquet	`0.55.2`	indirect
crates.io	polars-parquet-format	`0.1.0`	indirect
crates.io	polars-plan	`0.55.2`	indirect
crates.io	polars-row	`0.55.2`	indirect
crates.io	polars-schema	`0.55.2`	indirect
crates.io	polars-sql	`0.55.2`	indirect
crates.io	polars-stream	`0.55.2`	indirect
crates.io	polars-time	`0.55.2`	indirect
crates.io	polars-utils	`0.55.2`	indirect
crates.io	portable-atomic	`1.15.0`	indirect
crates.io	potential_utf	`0.1.6`	indirect
crates.io	proc-macro2	`1.0.107`	indirect
crates.io	psm	`0.1.32`	indirect
crates.io	pyo3-build-config	`0.29.3`	indirect
crates.io	pyo3-ffi	`0.29.3`	indirect
crates.io	pyo3-macros	`0.29.3`	indirect
crates.io	pyo3-macros-backend	`0.29.3`	indirect
crates.io	quick-xml	`0.39.4`	indirect
crates.io	quinn	`0.11.12`	indirect
crates.io	quinn-proto	`0.11.19`	indirect
crates.io	quinn-udp	`0.5.16`	indirect
crates.io	quote	`1.0.47`	indirect
crates.io	r-efi	`6.0.0`	indirect
crates.io	rand	`0.10.3`	indirect
crates.io	rand_core	`0.10.1`	indirect
crates.io	rand_distr	`0.6.0`	indirect
crates.io	rand_pcg	`0.10.2`	indirect
crates.io	raw-cpuid	`11.6.0`	indirect
crates.io	rayon-core	`1.13.0`	indirect
crates.io	recursive	`0.1.1`	indirect
crates.io	recursive-proc-macro-impl	`0.1.1`	indirect
crates.io	redox_syscall	`0.5.18`	indirect
crates.io	regex	`1.13.1`	indirect
crates.io	regex-automata	`0.4.18`	indirect
crates.io	regex-syntax	`0.8.11`	indirect
crates.io	reqwest	`0.12.28`	indirect
crates.io	ring	`0.17.14`	indirect
crates.io	rmp	`0.8.15`	indirect
crates.io	rmp-serde	`1.3.1`	indirect
crates.io	rustc-hash	`2.1.3`	indirect
crates.io	rustix	`1.1.5`	indirect
crates.io	rustls	`0.23.45`	indirect
crates.io	rustls-native-certs	`0.8.4`	indirect
crates.io	rustls-pki-types	`1.15.1`	indirect
crates.io	rustls-webpki	`0.103.15`	indirect
crates.io	rustversion	`1.0.23`	indirect
crates.io	ryu	`1.0.23`	indirect
crates.io	same-file	`1.0.6`	indirect
crates.io	schannel	`0.1.29`	indirect
crates.io	scopeguard	`1.2.0`	indirect
crates.io	security-framework	`3.7.0`	indirect
crates.io	security-framework-sys	`2.17.0`	indirect
crates.io	serde	`1.0.229`	indirect
crates.io	serde_core	`1.0.229`	indirect
crates.io	serde_derive	`1.0.229`	indirect
crates.io	serde_json	`1.0.151`	indirect
crates.io	serde_stacker	`0.1.14`	indirect
crates.io	serde_urlencoded	`0.7.1`	indirect
crates.io	sha2	`0.11.0`	indirect
crates.io	shlex	`2.0.1`	indirect
crates.io	signal-hook	`0.4.5`	indirect
crates.io	signal-hook-registry	`1.4.8`	indirect
crates.io	simd-adler32	`0.3.10`	indirect
crates.io	simdutf8	`0.1.5`	indirect
crates.io	siphasher	`1.0.4`	indirect
crates.io	slab	`0.4.12`	indirect
crates.io	slotmap	`1.1.1`	indirect
crates.io	smallvec	`1.16.2`	indirect
crates.io	socket2	`0.6.5`	indirect
crates.io	sqlparser	`0.62.0`	indirect
crates.io	sqlparser_derive	`0.5.0`	indirect
crates.io	stable_deref_trait	`1.2.1`	indirect
crates.io	stacker	`0.1.25`	indirect
crates.io	static_assertions	`1.1.0`	indirect
crates.io	streaming-decompression	`0.1.2`	indirect
crates.io	streaming-iterator	`0.1.9`	indirect
crates.io	strength_reduce	`0.2.4`	indirect
crates.io	strum_macros	`0.28.0`	indirect
crates.io	subtle	`2.6.1`	indirect
crates.io	syn	`2.0.119`	indirect
crates.io	syn	`3.0.6`	indirect
crates.io	sync_wrapper	`1.0.2`	indirect
crates.io	synstructure	`0.14.0`	indirect
crates.io	sysinfo	`0.39.6`	indirect
crates.io	target-lexicon	`0.13.5`	indirect
crates.io	thiserror	`1.0.69`	indirect
crates.io	thiserror	`2.0.21`	indirect
crates.io	thiserror-impl	`1.0.69`	indirect
crates.io	thiserror-impl	`2.0.21`	indirect
crates.io	thread_local	`1.1.10`	indirect
crates.io	tinystr	`0.8.4`	indirect
crates.io	tinyvec	`1.13.3`	indirect
crates.io	tokio	`1.53.2`	indirect
crates.io	tokio-macros	`2.7.2`	indirect
crates.io	tokio-rustls	`0.26.6`	indirect
crates.io	tokio-util	`0.7.19`	indirect
crates.io	tower	`0.5.3`	indirect
crates.io	tower-http	`0.6.11`	indirect
crates.io	tower-layer	`0.3.3`	indirect
crates.io	tower-service	`0.3.3`	indirect
crates.io	tracing	`0.1.44`	indirect
crates.io	tracing-attributes	`0.1.31`	indirect
crates.io	tracing-core	`0.1.36`	indirect
crates.io	try-lock	`0.2.5`	indirect
crates.io	typenum	`1.20.1`	indirect
crates.io	unicode-ident	`1.0.26`	indirect
crates.io	unicode-normalization	`0.1.25`	indirect
crates.io	unicode-reverse	`1.0.9`	indirect
crates.io	unicode-segmentation	`1.13.3`	indirect
crates.io	unicode-width	`0.2.2`	indirect
crates.io	untrusted	`0.9.0`	indirect
crates.io	unty	`0.0.4`	indirect
crates.io	url	`2.5.8`	indirect
crates.io	utf8_iter	`1.0.4`	indirect
crates.io	uuid	`1.27.0`	indirect
crates.io	version_check	`0.9.5`	indirect
crates.io	virtue	`0.0.18`	indirect
crates.io	walkdir	`2.5.0`	indirect
crates.io	want	`0.3.2`	indirect
crates.io	wasi	`0.11.1+wasi-snapshot-preview1`	indirect
crates.io	wasm-bindgen	`0.2.129`	indirect
crates.io	wasm-bindgen-futures	`0.4.79`	indirect
crates.io	wasm-bindgen-macro	`0.2.129`	indirect
crates.io	wasm-bindgen-macro-support	`0.2.129`	indirect
crates.io	wasm-bindgen-shared	`0.2.129`	indirect
crates.io	wasm-streams	`0.4.2`	indirect
crates.io	web-sys	`0.3.106`	indirect
crates.io	web-time	`1.1.0`	indirect
crates.io	winapi	`0.3.9`	indirect
crates.io	winapi-i686-pc-windows-gnu	`0.4.0`	indirect
crates.io	winapi-util	`0.1.11`	indirect
crates.io	winapi-x86_64-pc-windows-gnu	`0.4.0`	indirect
crates.io	windows	`0.62.2`	indirect
crates.io	windows-collections	`0.3.2`	indirect
crates.io	windows-core	`0.62.2`	indirect
crates.io	windows-future	`0.3.2`	indirect
crates.io	windows-implement	`0.60.2`	indirect
crates.io	windows-interface	`0.59.3`	indirect
crates.io	windows-link	`0.2.1`	indirect
crates.io	windows-numerics	`0.3.1`	indirect
crates.io	windows-result	`0.4.1`	indirect
crates.io	windows-strings	`0.5.1`	indirect
crates.io	windows-sys	`0.52.0`	indirect
crates.io	windows-sys	`0.61.2`	indirect
crates.io	windows-targets	`0.52.6`	indirect
crates.io	windows-threading	`0.2.1`	indirect
crates.io	windows_aarch64_gnullvm	`0.52.6`	indirect
crates.io	windows_aarch64_msvc	`0.52.6`	indirect
crates.io	windows_i686_gnu	`0.52.6`	indirect
crates.io	windows_i686_gnullvm	`0.52.6`	indirect
crates.io	windows_i686_msvc	`0.52.6`	indirect
crates.io	windows_x86_64_gnu	`0.52.6`	indirect
crates.io	windows_x86_64_gnullvm	`0.52.6`	indirect
crates.io	windows_x86_64_msvc	`0.52.6`	indirect
crates.io	writeable	`0.6.4`	indirect
crates.io	xxhash-rust	`0.8.19`	indirect
crates.io	xz2	`0.1.7`	indirect
crates.io	yoke	`0.8.3`	indirect
crates.io	yoke-derive	`0.8.4`	indirect
crates.io	zerocopy	`0.8.61`	indirect
crates.io	zerocopy-derive	`0.8.61`	indirect
crates.io	zerofrom	`0.1.8`	indirect
crates.io	zerofrom-derive	`0.1.8`	indirect
crates.io	zeroize	`1.9.1`	indirect
crates.io	zerotrie	`0.2.5`	indirect
crates.io	zerovec	`0.11.8`	indirect
crates.io	zerovec-derive	`0.11.6`	indirect
crates.io	zlib-rs	`0.6.8`	indirect
crates.io	zmij	`1.0.23`	indirect
crates.io	zstd	`0.13.3`	indirect
crates.io	zstd-safe	`7.3.0`	indirect
crates.io	zstd-sys	`2.1.0+zstd.1.5.7`	indirect
PyPI	artistools	`2026.10.8`	indirect
PyPI	attrs	`26.1.0`	indirect
PyPI	certifi	`2026.7.22`	indirect
PyPI	charset-normalizer	`3.5.2`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	contourpy	`1.4.0`	indirect
PyPI	coverage	`7.16.2`	indirect
PyPI	cycler	`0.12.1`	indirect
PyPI	cyclopts	`5.2.0`	indirect
PyPI	docstring-parser	`0.18.0`	indirect
PyPI	execnet	`2.1.2`	indirect
PyPI	fonttools	`4.66.1`	indirect
PyPI	george	`0.4.4`	indirect
PyPI	idna	`3.20`	indirect
PyPI	imageio	`2.38.0`	indirect
PyPI	iniconfig	`2.3.1`	indirect
PyPI	kiwisolver	`1.5.1`	indirect
PyPI	markdown-it-py	`4.2.0`	indirect
PyPI	matplotlib-inline	`0.2.2`	indirect
PyPI	mdurl	`0.1.2`	indirect
PyPI	narwhals	`2.26.0`	indirect
PyPI	packaging	`26.3`	indirect
PyPI	pillow	`12.3.0`	indirect
PyPI	platformdirs	`4.12.3`	indirect
PyPI	plotly	`7.1.0`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	polars-runtime-32	`2.0.0`	indirect
PyPI	pooch	`1.9.0`	indirect
PyPI	prek	`0.5.5`	indirect
PyPI	psutil	`7.2.2`	indirect
PyPI	pygments	`2.21.0`	indirect
PyPI	pynonthermal	`2026.9.30`	indirect
PyPI	pyobjc-core	`12.2.2`	indirect
PyPI	pyobjc-framework-cocoa	`12.2.2`	indirect
PyPI	pyparsing	`3.3.3`	indirect
PyPI	pypdf	`6.19.0`	indirect
PyPI	pyrefly	`1.3.2`	indirect
PyPI	pyside6-essentials	`6.11.2`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-codspeed	`5.0.3`	indirect
PyPI	pytest-cov	`7.1.0`	indirect
PyPI	pytest-xdist	`3.8.0`	indirect
PyPI	python-dateutil	`2.9.0.post0`	indirect
PyPI	pyvista	`0.49.0`	indirect
PyPI	pyvista-validation	`0.2.2`	indirect
PyPI	requests	`2.34.2`	indirect
PyPI	rich-rst	`2.2.0`	indirect
PyPI	ruff	`0.16.10`	indirect
PyPI	scipy	`1.18.1`	indirect
PyPI	scooby	`0.12.0`	indirect
PyPI	shiboken6	`6.11.2`	indirect
PyPI	six	`1.17.0`	indirect
PyPI	traitlets	`5.16.1`	indirect
PyPI	ty	`0.0.85`	indirect
PyPI	types-pyyaml	`6.0.12.20260906`	indirect
PyPI	types-tqdm	`4.70.0.20260906`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	urllib3	`2.8.0`	indirect
PyPI	vtk	`9.7.1`	indirect
PyPI	vulture	`2.16`	indirect

Dependency advisories 2

This repository publishes no package the index resolves, so its own dependency graph was assessed — 418 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 0 are direct.

Package	Version	Relation	Severity	Advisories	Fixed in
quick-xml	`0.39.4`	indirect	high	2	`0.41.0`
bincode	`2.0.1`	indirect	unknown	1	—

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.

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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.

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