Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 21:29 UTC

posit-dev / py-shiny

Shiny for Python

Python · SCSSMIT★ 1,752 stars⑂ 135 forkssince Jul 2021View on GitHub ↗

KindCommand-line toolPluginNetwork servicehow this is determined

posit-dev/py-shiny holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Vitality (91/100) and lowest on Security (40/100). It was last updated 3 days ago. 2 contributors account 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 75 is calibrated to 89 on the published index scale (record calibration 2026-08-02).

Ownership

Posit, PBCOrganization · verified domain

1,040 followers229 public repossince Jun 2022

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	shiny	1.8.0	-	44	4 days ago

Metrics by category

Vitality

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

91Excellent · 21% of overall

Development activity

91Excellent

How it's scored

36/36	Push recency — last push 3 days ago
27.7/36	Commit cadence — 40/52 weeks with commits
18/18	Commit volume — 215 commits in the last year
0/10	OpenSSF Scorecard: Maintained — no data

Inputs used

commits_last_year	215
human_commit_share	1
days_since_last_push	3
active_weeks_last_year	40

Release discipline

92Excellent

How it's scored

27/27	Ships releases — 42 releases published
36/36	Release recency — latest release 4 days ago
19.8/27	Release cadence — a release every ~58 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	42
latest_release_tag	v1.8.0
releases_from_tags	no
days_since_latest_release	4
mean_days_between_releases	58

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

65Good · 17% of overall

Popularity & adoption

78Good

How it's scored

52.6/60	Stars — 1,752 stars
17.7/25	Forks — 135 forks
8/15	Watchers — 29 watchers

Inputs used

forks	135
stars	1,752
watchers	29
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	4
has_contributing	no
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	shields.io
has_pull_request_template	no

Sustainability & Governance

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

79Good · 23% of overall

Maintainer resilience (bus factor)

58Moderate

How it's scored

25.2/54	Bus factor — 2 contributor(s) cover half of all commits
13.2/22.5	Commit distribution — top contributor authored 41% of commits
13.5/13.5	Contributor breadth — 46 contributors
0/10	OpenSSF Scorecard: Contributors — no data

Inputs used

bus_factor	2
contributors_sampled	46
top_contributor_share	0.414

Issue & PR responsiveness

73Good

How it's scored

26.4/42	Issue resolution — 63% of issues closed
27.3/30	PR acceptance — 1,153/1,267 decided PRs merged
8.7/13	Newcomer PR acceptance — 2/3 first-time contributors' PRs merged in 30d
0/15	OpenSSF Scorecard: Code-Review — no data

Inputs used

merged_prs	1,153
open_issues	413
closed_issues	700
prs_merged_7d	10
prs_decided_7d	10
prs_merged_30d	22
prs_decided_30d	26
issue_closed_ratio	0.629
closed_unmerged_prs	114
first_time_authors_30d	3
first_time_prs_merged_30d	2
first_time_prs_decided_30d	3

Ownership & stewardship

93Exceptional

How it's scored

30/30	Ownership backing — organization-owned
20/20	Verified domain
21.7/25	Owner reach — 1,040 followers of posit-dev
21.5/25	Track record — 229 public repos, account ~4 yr old

Inputs used

followers	1,040
owner_type	Organization
is_verified	yes
owner_login	posit-dev
public_repos	229
account_age_days	1,560

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 4 days ago
20/20	Version history — 44 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	shiny
ecosystems	pypi
any_deprecated	no
min_days_since_publish	4

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 19% of overall

Engineering practices

92Excellent

How it's scored

24/24	CI workflows — 8 workflow(s)
24/24	Tests present
16/16	Linter config — .eslintrc.js, pyproject.toml ([tool.flake8], [tool.black], [tool.isort])
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

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://shiny.posit.co/py/
10/10	Repository description
0/10	Topics
10/10	Wiki

Inputs used

topics	—
has_wiki	yes
homepage	https://shiny.posit.co/py/
docs_site	https://shiny.posit.co/py/
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?

40Weak · 16% of overall

Security posture

25At Risk

How it's scored

0/30	Security policy (SECURITY.md)
0/25	Dependabot config
25/25	Dependency lockfiles — package-lock.json
0/20	CodeQL workflow

Inputs used

source	file_signals
lockfiles	package-lock.json
manifests	js/package.json, pyproject.toml
has_codeql_workflow	no
has_security_policy	no
has_dependabot_config	no

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	0
affected_packages	0
assessed_packages	31
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:shiny@1.8.0 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.

81Excellent · 4% of overall

Agent context & guidance

100Exceptional

How it's scored

45/45	Agent instructions — .github/copilot-instructions.md, CLAUDE.md
15/15	Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.posit.co/llms.txt)
40/40	Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	yes
llms_txt_url	https://docs.posit.co/llms.txt
legible_history_share	1
agent_instruction_files	.github/copilot-instructions.md, CLAUDE.md
agent_instruction_max_bytes	20,372

Verify loop (build / test / typecheck)

82Excellent

How it's scored

18/18	One-command bootstrap — Makefile, docs/Makefile
22/22	Automated tests
11/11	Lint / format config — .eslintrc.js, pyproject.toml ([tool.flake8], [tool.black], [tool.isort])
11/11	Static type checking — js/tsconfig.json, pyrightconfig.json, shiny/py.typed, shiny/templates/package/js-input/tsconfig.json, shiny/templates/package/js-output/tsconfig.json, shiny/templates/package/js-react/tsconfig.json
10/10	Reproducible environment — lockfile
2/10	Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
0/8	Automated maintenance — no automated dependency updates observed
0/10	OpenSSF Scorecard: Pinned-Dependencies — no data

Inputs used

has_nix	no
has_tests	yes
lockfiles	package-lock.json
has_dockerfile	no
typed_language	no
bootstrap_files	Makefile, docs/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	js/tsconfig.json, pyrightconfig.json, shiny/py.typed, shiny/templates/package/js-input/tsconfig.json, shiny/templates/package/js-output/tsconfig.json, shiny/templates/package/js-react/tsconfig.json
agent_commit_share	0.01
toolchain_manifests	—
dependency_bot_commit_share	0

Code legibility for models

82Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (js/tsconfig.json, pyrightconfig.json, shiny/py.typed, shiny/templates/package/js-input/tsconfig.json, shiny/templates/package/js-output/tsconfig.json, shiny/templates/package/js-react/tsconfig.json)
54.6/55	Manageable file sizes — 11/1,419 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	266,065
source_files_sampled	1,419
oversized_source_files	11

Machine-readable interfaces

40Weak

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto)
0/20	MCP server
40/40	Runnable examples — example, examples

Inputs used

example_dirs	example, examples
has_mcp_signal	no
api_schema_files	—
interfaces_expected_of	network-service

Key facts

1,752GitHub stars

46contributors

215commits, last 12 months

3days since last push

42releases

2bus factor

413open issues

npm, PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
pypi download statistics for 'shiny' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

More detail

Star and fork history 0 ★ / 135 ⇿

0Stars

135Forks

40Releases

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 1Minor 15Patch 23

Each point covers 4 days.

Direct dependencies 29

Registry	Package	Version constraint	Manifest
npm	@tanstack/react-table	`^8.19.2`	js/package.json
npm	@tanstack/react-virtual	`^3.8.3`	js/package.json
npm	clipboard	`^2.0.11`	js/package.json
npm	dompurify	`^3.1.4`	js/package.json
npm	highlight.js	`^11.9.0`	js/package.json
npm	lit	`^3.1.3`	js/package.json
npm	marked	`^12.0.2`	js/package.json
npm	use-immer	`^0.10.0`	js/package.json
PyPI	typing-extensions	`>=4.10.0`	pyproject.toml
PyPI	uvicorn	`>=0.23.0`	pyproject.toml
PyPI	starlette	`>=0.17.1`	pyproject.toml
PyPI	websockets	`>=13.0`	pyproject.toml
PyPI	htmltools	`>=0.7.0`	pyproject.toml
PyPI	click	`>=8.1.4`	pyproject.toml
PyPI	markdown-it-py	`>=1.1.0`	pyproject.toml
PyPI	mdit-py-plugins	`>=0.3.0`	pyproject.toml
PyPI	linkify-it-py	`>=1.0`	pyproject.toml
PyPI	platformdirs	`>=2.1.0`	pyproject.toml
PyPI	asgiref	`>=3.5.2`	pyproject.toml
PyPI	packaging	`>=20.9`	pyproject.toml
PyPI	watchfiles	`>=0.18.0`	pyproject.toml
PyPI	questionary	`>=2.0.0`	pyproject.toml
PyPI	prompt-toolkit	`>=3.0.0`	pyproject.toml
PyPI	python-multipart	`>=0.0.7`	pyproject.toml
PyPI	setuptools	`—`	pyproject.toml
PyPI	narwhals	`>=1.10.0`	pyproject.toml
PyPI	orjson	`>=3.10.7`	pyproject.toml
PyPI	shinychat	`>=0.1.0`	pyproject.toml
PyPI	opentelemetry-api	`>=1.24.0`	pyproject.toml

All dependencies 453

Full resolved dependency set from the GitHub dependency graph: 30 direct and 423 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
npm	@tanstack/react-table	`8.19.2`	direct
npm	@tanstack/react-virtual	`3.8.3`	direct
npm	clipboard	`2.0.11`	direct
npm	dompurify	`3.1.4`	direct
npm	highlight.js	`11.9.0`	direct
npm	lit	`3.1.0`	direct
npm	lit	`3.1.3`	direct
npm	marked	`12.0.2`	direct
npm	use-immer	`0.10.0`	direct
PyPI	asgiref	`—`	direct
PyPI	click	`—`	direct
PyPI	htmltools	`—`	direct
PyPI	linkify-it-py	`—`	direct
PyPI	markdown-it-py	`—`	direct
PyPI	mdit-py-plugins	`—`	direct
PyPI	narwhals	`—`	direct
PyPI	opentelemetry-api	`—`	direct
PyPI	orjson	`—`	direct
PyPI	packaging	`—`	direct
PyPI	platformdirs	`—`	direct
PyPI	prompt-toolkit	`—`	direct
PyPI	python-multipart	`—`	direct
PyPI	questionary	`—`	direct
PyPI	setuptools	`—`	direct
PyPI	shinychat	`—`	direct
PyPI	starlette	`—`	direct
PyPI	typing-extensions	`—`	direct
PyPI	uvicorn	`—`	direct
PyPI	watchfiles	`—`	direct
PyPI	websockets	`—`	direct
npm	@aashutoshrathi/word-wrap	`1.2.6`	indirect
npm	@esbuild-kit/cjs-loader	`2.4.2`	indirect
npm	@esbuild-kit/core-utils	`3.1.0`	indirect
npm	@esbuild-kit/esm-loader	`2.5.5`	indirect
npm	@esbuild/android-arm	`0.17.19`	indirect
npm	@esbuild/android-arm	`0.18.11`	indirect
npm	@esbuild/android-arm	`0.19.5`	indirect
npm	@esbuild/android-arm64	`0.17.19`	indirect
npm	@esbuild/android-arm64	`0.18.11`	indirect
npm	@esbuild/android-arm64	`0.19.5`	indirect
npm	@esbuild/android-x64	`0.17.19`	indirect
npm	@esbuild/android-x64	`0.18.11`	indirect
npm	@esbuild/android-x64	`0.19.5`	indirect
npm	@esbuild/darwin-arm64	`0.17.19`	indirect
npm	@esbuild/darwin-arm64	`0.18.11`	indirect
npm	@esbuild/darwin-arm64	`0.19.5`	indirect
npm	@esbuild/darwin-x64	`0.17.19`	indirect
npm	@esbuild/darwin-x64	`0.18.11`	indirect
npm	@esbuild/darwin-x64	`0.19.5`	indirect
npm	@esbuild/freebsd-arm64	`0.17.19`	indirect
npm	@esbuild/freebsd-arm64	`0.18.11`	indirect
npm	@esbuild/freebsd-arm64	`0.19.5`	indirect
npm	@esbuild/freebsd-x64	`0.17.19`	indirect
npm	@esbuild/freebsd-x64	`0.18.11`	indirect
npm	@esbuild/freebsd-x64	`0.19.5`	indirect
npm	@esbuild/linux-arm	`0.17.19`	indirect
npm	@esbuild/linux-arm	`0.18.11`	indirect
npm	@esbuild/linux-arm	`0.19.5`	indirect
npm	@esbuild/linux-arm64	`0.17.19`	indirect
npm	@esbuild/linux-arm64	`0.18.11`	indirect
npm	@esbuild/linux-arm64	`0.19.5`	indirect
npm	@esbuild/linux-ia32	`0.17.19`	indirect
npm	@esbuild/linux-ia32	`0.18.11`	indirect
npm	@esbuild/linux-ia32	`0.19.5`	indirect
npm	@esbuild/linux-loong64	`0.17.19`	indirect
npm	@esbuild/linux-loong64	`0.18.11`	indirect
npm	@esbuild/linux-loong64	`0.19.5`	indirect
npm	@esbuild/linux-mips64el	`0.17.19`	indirect
npm	@esbuild/linux-mips64el	`0.18.11`	indirect
npm	@esbuild/linux-mips64el	`0.19.5`	indirect
npm	@esbuild/linux-ppc64	`0.17.19`	indirect
npm	@esbuild/linux-ppc64	`0.18.11`	indirect
npm	@esbuild/linux-ppc64	`0.19.5`	indirect
npm	@esbuild/linux-riscv64	`0.17.19`	indirect
npm	@esbuild/linux-riscv64	`0.18.11`	indirect
npm	@esbuild/linux-riscv64	`0.19.5`	indirect
npm	@esbuild/linux-s390x	`0.17.19`	indirect
npm	@esbuild/linux-s390x	`0.18.11`	indirect
npm	@esbuild/linux-s390x	`0.19.5`	indirect
npm	@esbuild/linux-x64	`0.17.19`	indirect
npm	@esbuild/linux-x64	`0.18.11`	indirect
npm	@esbuild/linux-x64	`0.19.5`	indirect
npm	@esbuild/netbsd-x64	`0.17.19`	indirect
npm	@esbuild/netbsd-x64	`0.18.11`	indirect
npm	@esbuild/netbsd-x64	`0.19.5`	indirect
npm	@esbuild/openbsd-x64	`0.17.19`	indirect
npm	@esbuild/openbsd-x64	`0.18.11`	indirect
npm	@esbuild/openbsd-x64	`0.19.5`	indirect
npm	@esbuild/sunos-x64	`0.17.19`	indirect
npm	@esbuild/sunos-x64	`0.18.11`	indirect
npm	@esbuild/sunos-x64	`0.19.5`	indirect
npm	@esbuild/win32-arm64	`0.17.19`	indirect
npm	@esbuild/win32-arm64	`0.18.11`	indirect
npm	@esbuild/win32-arm64	`0.19.5`	indirect
npm	@esbuild/win32-ia32	`0.17.19`	indirect
npm	@esbuild/win32-ia32	`0.18.11`	indirect
npm	@esbuild/win32-ia32	`0.19.5`	indirect
npm	@esbuild/win32-x64	`0.17.19`	indirect
npm	@esbuild/win32-x64	`0.18.11`	indirect
npm	@esbuild/win32-x64	`0.19.5`	indirect
npm	@eslint-community/eslint-utils	`4.4.0`	indirect
npm	@eslint-community/regexpp	`4.5.1`	indirect
npm	@eslint/eslintrc	`2.1.0`	indirect
npm	@eslint/js	`8.44.0`	indirect
npm	@humanwhocodes/config-array	`0.11.10`	indirect
npm	@humanwhocodes/module-importer	`1.0.1`	indirect
npm	@humanwhocodes/object-schema	`1.2.1`	indirect
npm	@icons/material	`0.2.4`	indirect
npm	@lit-labs/ssr-dom-shim	`1.1.2`	indirect
npm	@lit-labs/ssr-dom-shim	`1.2.0`	indirect
npm	@lit/reactive-element	`2.0.2`	indirect
npm	@lit/reactive-element	`2.0.4`	indirect
npm	@mediapipe/camera_utils	`0.3.1640029074`	indirect
npm	@mediapipe/control_utils	`0.6.1629159505`	indirect
npm	@mediapipe/drawing_utils	`0.3.1620248257`	indirect
npm	@mediapipe/hands	`0.4.1646424915`	indirect
npm	@nodelib/fs.scandir	`2.1.5`	indirect
npm	@nodelib/fs.stat	`2.0.5`	indirect
npm	@nodelib/fs.walk	`1.2.8`	indirect
npm	@posit-dev/shiny-bindings-core	`0.0.3`	indirect
npm	@posit-dev/shiny-bindings-core	`0.1.0`	indirect
npm	@posit-dev/shiny-bindings-react	`0.1.0`	indirect
npm	@preact/compat	`17.1.2`	indirect
npm	@tanstack/table-core	`8.19.2`	indirect
npm	@tanstack/virtual-core	`3.8.3`	indirect
npm	@types/bootstrap	`3.4.0`	indirect
npm	@types/bootstrap-datepicker	`0.0.14`	indirect
npm	@types/datatables.net	`1.10.28`	indirect
npm	@types/dompurify	`3.0.5`	indirect
npm	@types/ion-rangeslider	`2.3.0`	indirect
npm	@types/jquery	`3.5.14`	indirect
npm	@types/jquery	`3.5.30`	indirect
npm	@types/json-schema	`7.0.12`	indirect
npm	@types/node	`20.14.10`	indirect
npm	@types/prop-types	`15.7.11`	indirect
npm	@types/prop-types	`15.7.5`	indirect
npm	@types/react	`18.2.42`	indirect
npm	@types/react	`18.3.3`	indirect
npm	@types/react-color	`3.0.10`	indirect
npm	@types/react-dom	`18.2.17`	indirect
npm	@types/react-dom	`18.3.0`	indirect
npm	@types/reactcss	`1.2.10`	indirect
npm	@types/rstudio-shiny	`1.10.0`	indirect
npm	@types/scheduler	`0.16.8`	indirect
npm	@types/selectize	`0.12.34`	indirect
npm	@types/semver	`7.5.0`	indirect
npm	@types/sizzle	`2.3.3`	indirect
npm	@types/trusted-types	`2.0.7`	indirect
npm	@typescript-eslint/eslint-plugin	`5.61.0`	indirect
npm	@typescript-eslint/parser	`5.61.0`	indirect
npm	@typescript-eslint/scope-manager	`5.61.0`	indirect
npm	@typescript-eslint/type-utils	`5.61.0`	indirect
npm	@typescript-eslint/types	`5.61.0`	indirect
npm	@typescript-eslint/typescript-estree	`5.61.0`	indirect
npm	@typescript-eslint/utils	`5.61.0`	indirect
npm	@typescript-eslint/visitor-keys	`5.61.0`	indirect
npm	acorn	`8.9.0`	indirect
npm	acorn-jsx	`5.3.2`	indirect
npm	ajv	`6.12.6`	indirect
npm	ansi-regex	`5.0.1`	indirect
npm	ansi-styles	`4.3.0`	indirect
npm	anymatch	`3.1.3`	indirect
npm	argparse	`2.0.1`	indirect
npm	array-buffer-byte-length	`1.0.0`	indirect
npm	array-includes	`3.1.6`	indirect
npm	array-union	`2.1.0`	indirect
npm	array.prototype.flat	`1.3.1`	indirect
npm	array.prototype.flatmap	`1.3.1`	indirect
npm	array.prototype.tosorted	`1.1.1`	indirect
npm	available-typed-arrays	`1.0.5`	indirect
npm	balanced-match	`1.0.2`	indirect
npm	binary-extensions	`2.2.0`	indirect
npm	brace-expansion	`1.1.11`	indirect
npm	braces	`3.0.3`	indirect
npm	buffer-from	`1.1.2`	indirect
npm	call-bind	`1.0.2`	indirect
npm	callsites	`3.1.0`	indirect
npm	chalk	`4.1.2`	indirect
npm	chokidar	`3.5.3`	indirect
npm	color-convert	`2.0.1`	indirect
npm	color-name	`1.1.4`	indirect
npm	concat-map	`0.0.1`	indirect
npm	cross-spawn	`7.0.3`	indirect
npm	cssesc	`3.0.0`	indirect
npm	csstype	`3.1.2`	indirect
npm	csstype	`3.1.3`	indirect
npm	debug	`4.3.4`	indirect
npm	deep-is	`0.1.4`	indirect
npm	define-properties	`1.2.0`	indirect
npm	delegate	`3.2.0`	indirect
npm	dir-glob	`3.0.1`	indirect
npm	doctrine	`2.1.0`	indirect
npm	doctrine	`3.0.0`	indirect
npm	es-abstract	`1.21.2`	indirect
npm	es-set-tostringtag	`2.0.1`	indirect
npm	es-shim-unscopables	`1.0.0`	indirect
npm	es-to-primitive	`1.2.1`	indirect
npm	esbuild	`0.17.19`	indirect
npm	esbuild	`0.18.11`	indirect
npm	esbuild	`0.19.5`	indirect
npm	esbuild-sass-plugin	`2.10.0`	indirect
npm	escape-string-regexp	`4.0.0`	indirect
npm	eslint	`8.44.0`	indirect
npm	eslint-plugin-react	`7.32.2`	indirect
npm	eslint-plugin-react-hooks	`4.6.0`	indirect
npm	eslint-scope	`5.1.1`	indirect
npm	eslint-scope	`7.2.0`	indirect
npm	eslint-visitor-keys	`3.4.1`	indirect
npm	espree	`9.6.0`	indirect
npm	esquery	`1.5.0`	indirect
npm	esrecurse	`4.3.0`	indirect
npm	estraverse	`4.3.0`	indirect
npm	estraverse	`5.3.0`	indirect
npm	esutils	`2.0.3`	indirect
npm	fast-deep-equal	`3.1.3`	indirect
npm	fast-glob	`3.3.0`	indirect
npm	fast-json-stable-stringify	`2.1.0`	indirect
npm	fast-levenshtein	`2.0.6`	indirect
npm	fastq	`1.15.0`	indirect
npm	file-entry-cache	`6.0.1`	indirect
npm	fill-range	`7.1.1`	indirect
npm	find-up	`5.0.0`	indirect
npm	flat-cache	`3.0.4`	indirect
npm	flatted	`3.2.7`	indirect
npm	for-each	`0.3.3`	indirect
npm	fs.realpath	`1.0.0`	indirect
npm	fsevents	`2.3.2`	indirect
npm	function-bind	`1.1.1`	indirect
npm	function.prototype.name	`1.1.5`	indirect
npm	functions-have-names	`1.2.3`	indirect
npm	generic-names	`4.0.0`	indirect
npm	get-intrinsic	`1.2.1`	indirect
npm	get-symbol-description	`1.0.0`	indirect
npm	get-tsconfig	`4.6.2`	indirect
npm	glob	`7.2.3`	indirect
npm	glob-parent	`5.1.2`	indirect
npm	glob-parent	`6.0.2`	indirect
npm	globals	`13.20.0`	indirect
npm	globalthis	`1.0.3`	indirect
npm	globby	`11.1.0`	indirect
npm	good-listener	`1.2.2`	indirect
npm	gopd	`1.0.1`	indirect
npm	graphemer	`1.4.0`	indirect
npm	has	`1.0.3`	indirect
npm	has-bigints	`1.0.2`	indirect
npm	has-flag	`4.0.0`	indirect
npm	has-property-descriptors	`1.0.0`	indirect
npm	has-proto	`1.0.1`	indirect
npm	has-symbols	`1.0.3`	indirect
npm	has-tostringtag	`1.0.0`	indirect
npm	icss-utils	`5.1.0`	indirect
npm	ignore	`5.2.4`	indirect
npm	immer	`10.0.3`	indirect
npm	immutable	`4.3.0`	indirect
npm	import-fresh	`3.3.0`	indirect
npm	imurmurhash	`0.1.4`	indirect
npm	inflight	`1.0.6`	indirect
npm	inherits	`2.0.4`	indirect
npm	internal-slot	`1.0.5`	indirect
npm	is-array-buffer	`3.0.2`	indirect
npm	is-bigint	`1.0.4`	indirect
npm	is-binary-path	`2.1.0`	indirect
npm	is-boolean-object	`1.1.2`	indirect
npm	is-callable	`1.2.7`	indirect
npm	is-core-module	`2.12.1`	indirect
npm	is-date-object	`1.0.5`	indirect
npm	is-extglob	`2.1.1`	indirect
npm	is-glob	`4.0.3`	indirect
npm	is-negative-zero	`2.0.2`	indirect
npm	is-number	`7.0.0`	indirect
npm	is-number-object	`1.0.7`	indirect
npm	is-path-inside	`3.0.3`	indirect
npm	is-regex	`1.1.4`	indirect
npm	is-shared-array-buffer	`1.0.2`	indirect
npm	is-string	`1.0.7`	indirect
npm	is-symbol	`1.0.4`	indirect
npm	is-typed-array	`1.1.10`	indirect
npm	is-weakref	`1.0.2`	indirect
npm	isexe	`2.0.0`	indirect
npm	js-tokens	`4.0.0`	indirect
npm	js-yaml	`4.1.0`	indirect
npm	json-schema-traverse	`0.4.1`	indirect
npm	json-stable-stringify-without-jsonify	`1.0.1`	indirect
npm	jsx-ast-utils	`3.3.4`	indirect
npm	levn	`0.4.1`	indirect
npm	lit-element	`4.0.2`	indirect
npm	lit-element	`4.0.5`	indirect
npm	lit-html	`3.1.0`	indirect
npm	lit-html	`3.1.3`	indirect
npm	loader-utils	`3.2.1`	indirect
npm	locate-path	`6.0.0`	indirect
npm	lodash	`4.18.1`	indirect
npm	lodash-es	`4.18.1`	indirect
npm	lodash.camelcase	`4.3.0`	indirect
npm	lodash.merge	`4.6.2`	indirect
npm	loose-envify	`1.4.0`	indirect
npm	lru-cache	`6.0.0`	indirect
npm	material-colors	`1.2.6`	indirect
npm	merge2	`1.4.1`	indirect
npm	micromatch	`4.0.5`	indirect
npm	minimatch	`3.1.2`	indirect
npm	ms	`2.1.2`	indirect
npm	nanoid	`3.3.7`	indirect
npm	natural-compare	`1.4.0`	indirect
npm	natural-compare-lite	`1.4.0`	indirect
npm	normalize-path	`3.0.0`	indirect
npm	object-assign	`4.1.1`	indirect
npm	object-inspect	`1.12.3`	indirect
npm	object-keys	`1.1.1`	indirect
npm	object.assign	`4.1.4`	indirect
npm	object.entries	`1.1.6`	indirect
npm	object.fromentries	`2.0.6`	indirect
npm	object.hasown	`1.1.2`	indirect
npm	object.values	`1.1.6`	indirect
npm	once	`1.4.0`	indirect
npm	optionator	`0.9.3`	indirect
npm	p-limit	`3.1.0`	indirect
npm	p-locate	`5.0.0`	indirect
npm	parent-module	`1.0.1`	indirect
npm	path-exists	`4.0.0`	indirect
npm	path-is-absolute	`1.0.1`	indirect
npm	path-key	`3.1.1`	indirect
npm	path-parse	`1.0.7`	indirect
npm	path-type	`4.0.0`	indirect
npm	picocolors	`1.0.1`	indirect
npm	picomatch	`2.3.1`	indirect
npm	postcss	`8.4.39`	indirect
npm	postcss-modules	`6.0.0`	indirect
npm	postcss-modules-extract-imports	`3.0.0`	indirect
npm	postcss-modules-local-by-default	`4.0.3`	indirect
npm	postcss-modules-scope	`3.0.0`	indirect
npm	postcss-modules-values	`4.0.0`	indirect
npm	postcss-selector-parser	`6.0.13`	indirect
npm	postcss-value-parser	`4.2.0`	indirect
npm	preact	`10.22.1`	indirect
npm	prelude-ls	`1.2.1`	indirect
npm	prettier	`2.8.8`	indirect
npm	prettier-plugin-organize-imports	`3.2.2`	indirect
npm	prop-types	`15.8.1`	indirect
npm	punycode	`2.3.0`	indirect
npm	queue-microtask	`1.2.3`	indirect
npm	react	`18.2.0`	indirect
npm	react-color	`2.19.3`	indirect
npm	react-dom	`18.2.0`	indirect
npm	react-is	`16.13.1`	indirect
npm	reactcss	`1.2.3`	indirect
npm	readdirp	`3.6.0`	indirect
npm	regexp.prototype.flags	`1.5.0`	indirect
npm	resolve	`1.22.2`	indirect
npm	resolve	`2.0.0-next.4`	indirect
npm	resolve-from	`4.0.0`	indirect
npm	resolve-pkg-maps	`1.0.0`	indirect
npm	reusify	`1.0.4`	indirect
npm	rimraf	`3.0.2`	indirect
npm	run-parallel	`1.2.0`	indirect
npm	safe-regex-test	`1.0.0`	indirect
npm	sass	`1.63.6`	indirect
npm	scheduler	`0.23.0`	indirect
npm	select	`1.1.2`	indirect
npm	semver	`6.3.1`	indirect
npm	semver	`7.5.3`	indirect
npm	shebang-command	`2.0.0`	indirect
npm	shebang-regex	`3.0.0`	indirect
npm	side-channel	`1.0.4`	indirect
npm	slash	`3.0.0`	indirect
npm	source-map	`0.6.1`	indirect
npm	source-map-js	`1.2.0`	indirect
npm	source-map-support	`0.5.21`	indirect
npm	string-hash	`1.1.3`	indirect
npm	string.prototype.matchall	`4.0.8`	indirect
npm	string.prototype.trim	`1.2.7`	indirect
npm	string.prototype.trimend	`1.0.6`	indirect
npm	string.prototype.trimstart	`1.0.6`	indirect
npm	strip-ansi	`6.0.1`	indirect
npm	strip-json-comments	`3.1.1`	indirect
npm	supports-color	`7.2.0`	indirect
npm	supports-preserve-symlinks-flag	`1.0.0`	indirect
npm	text-table	`0.2.0`	indirect
npm	tiny-emitter	`2.1.0`	indirect
npm	tinycolor2	`1.6.0`	indirect
npm	to-regex-range	`5.0.1`	indirect
npm	tslib	`1.14.1`	indirect
npm	tsutils	`3.21.0`	indirect
npm	tsx	`3.12.7`	indirect
npm	type-check	`0.4.0`	indirect
npm	type-fest	`0.20.2`	indirect
npm	typed-array-length	`1.0.4`	indirect
npm	typescript	`5.1.6`	indirect
npm	typescript	`5.3.3`	indirect
npm	unbox-primitive	`1.0.2`	indirect
npm	undici-types	`5.26.5`	indirect
npm	uri-js	`4.4.1`	indirect
npm	util-deprecate	`1.0.2`	indirect
npm	which	`2.0.2`	indirect
npm	which-boxed-primitive	`1.0.2`	indirect
npm	which-typed-array	`1.1.9`	indirect
npm	wrappy	`1.0.2`	indirect
npm	yallist	`4.0.0`	indirect
npm	yocto-queue	`0.1.0`	indirect
PyPI	anthropic	`—`	indirect
PyPI	anywidget	`—`	indirect
PyPI	astropy	`—`	indirect
PyPI	black	`—`	indirect
PyPI	brand-yml	`—`	indirect
PyPI	chatlas	`—`	indirect
PyPI	dotenv	`—`	indirect
PyPI	duckdb	`—`	indirect
PyPI	faicons	`—`	indirect
PyPI	flake8	`—`	indirect
PyPI	flake8-bugbear	`—`	indirect
PyPI	flake8-pyproject	`—`	indirect
PyPI	folium	`—`	indirect
PyPI	google-genai	`—`	indirect
PyPI	griffe	`—`	indirect
PyPI	inspect-ai	`—`	indirect
PyPI	ipyleaflet	`—`	indirect
PyPI	isort	`—`	indirect
PyPI	jupyter-client	`—`	indirect
PyPI	langchain-openai	`—`	indirect
PyPI	libsass	`—`	indirect
PyPI	logfire	`—`	indirect
PyPI	matplotlib	`—`	indirect
PyPI	numpy	`—`	indirect
PyPI	ollama	`—`	indirect
PyPI	openai	`—`	indirect
PyPI	opentelemetry-distro	`—`	indirect
PyPI	opentelemetry-sdk	`—`	indirect
PyPI	palmerpenguins	`—`	indirect
PyPI	pandas	`—`	indirect
PyPI	playwright	`—`	indirect
PyPI	plotly	`—`	indirect
PyPI	plotnine	`—`	indirect
PyPI	pre-commit	`—`	indirect
PyPI	psutil	`—`	indirect
PyPI	pydantic	`—`	indirect
PyPI	pyrefly	`—`	indirect
PyPI	pyright	`—`	indirect
PyPI	pytest	`—`	indirect
PyPI	pytest-asyncio	`—`	indirect
PyPI	pytest-playwright	`—`	indirect
PyPI	python-dotenv	`—`	indirect
PyPI	pytz	`—`	indirect
PyPI	quartodoc	`—`	indirect
PyPI	ridgeplot	`—`	indirect
PyPI	seaborn	`—`	indirect
PyPI	setuptools-scm	`—`	indirect
PyPI	shiny	`—`	indirect
PyPI	shinylive	`—`	indirect
PyPI	shinyswatch	`—`	indirect
PyPI	shinywidgets	`—`	indirect
PyPI	suntime	`—`	indirect
PyPI	syrupy	`—`	indirect
PyPI	timezonefinder	`—`	indirect

Dependency advisories 0

Installing pypi:shiny@1.8.0 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.

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Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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Score profile

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