Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-12 22:07 UTC

Netflix / metaflow

Build, Manage and Deploy AI/ML Systems

PythonApache-2.0★ 10,209 stars⑂ 1,321 forkssince Sep 2019View on GitHub ↗

KindCommand-line toolLibraryhow this is determined

Netflix/metaflow holds a health index of 98 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on Security (74/100). It was last updated today. 3 contributors account for most of its recent work.

overall / 100

Exceptional

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 88 is calibrated to 98 on the published index scale (record calibration 2026-08-02).

Ownership

Netflix, Inc.Organization

10,139 followers234 public repossince Jul 2011

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	metaflow	2.19.37	948,005	265	1 day ago
PyPI	metaflow-stubs	2.19.37	74,032	158	1 day ago

Metrics by category

Vitality

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

96Exceptional · 21% of overall

Development activity

94Exceptional

How it's scored

36/36	Push recency — last push 0 days ago
29.8/36	Commit cadence — 43/52 weeks with commits
18/18	Commit volume — 284 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	284
human_commit_share	0.88
days_since_last_push	0
active_weeks_last_year	43

Release discipline

100Exceptional

How it's scored

27/27	Ships releases — 100 releases published
36/36	Release recency — latest release 1 days ago
27/27	Release cadence — a release every ~10.7 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	100
latest_release_tag	2.19.37
releases_from_tags	no
days_since_latest_release	1
mean_days_between_releases	10.7

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

Community & Adoption

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

92Excellent · 17% of overall

Popularity & adoption

99Exceptional

How it's scored

60/60	Stars — 10,209 stars
25/25	Forks — 1,321 forks
13.6/15	Watchers — 286 watchers

Inputs used

forks	1,321
stars	10,209
watchers	286
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

77Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
18/18	CONTRIBUTING guide
0/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	0
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	—
has_pull_request_template	yes

Ecosystem adoption (downloads)

100Exceptional

How it's scored

80/80	Monthly downloads — 1,022,037 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	metaflow, metaflow-stubs
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	1,022,037
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?

85Excellent · 23% of overall

Maintainer resilience (bus factor)

77Good

How it's scored

36/54	Bus factor — 3 contributor(s) cover half of all commits
17.4/22.5	Commit distribution — top contributor authored 23% of commits
13.5/13.5	Contributor breadth — 99 contributors
10/10	OpenSSF Scorecard: Contributors — project has 17 contributing companies or organizations

Inputs used

bus_factor	3
contributors_sampled	99
top_contributor_share	0.228

Issue & PR responsiveness

68Good

How it's scored

27.6/42	Issue resolution — 66% of issues closed
21.4/30	PR acceptance — 1,618/2,263 decided PRs merged
8.1/13	Newcomer PR acceptance — 5/8 first-time contributors' PRs merged in 30d
10.5/15	OpenSSF Scorecard: Code-Review — Found 15/21 approved changesets -- score normalized to 7

Inputs used

merged_prs	1,618
open_issues	300
closed_issues	575
prs_merged_7d	5
prs_decided_7d	5
prs_merged_30d	10
prs_decided_30d	16
issue_closed_ratio	0.657
closed_unmerged_prs	645
first_time_authors_30d	6
first_time_prs_merged_30d	5
first_time_prs_decided_30d	8

Ownership & stewardship

100Exceptional

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain — verified-domain status not read for this organization
25/25	Owner reach — 10,139 followers of Netflix
25/25	Track record — 234 public repos, account ~15 yr old

Inputs used

followers	10,139
owner_type	Organization
is_verified	—
owner_login	Netflix
public_repos	234
account_age_days	5,509

Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 2 package(s) on pypi
35/35	Publish recency — latest publish 1 days ago
20/20	Version history — 265 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	metaflow, metaflow-stubs
ecosystems	pypi
any_deprecated	no
min_days_since_publish	1

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional

How it's scored

24/24	CI workflows — 8 workflow(s)
24/24	Tests present
16/16	Linter config — .eslintrc.cjs, tox.ini
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://metaflow.org
10/10	Repository description
10/10	Topics — 20 topics
0/10	Wiki

Inputs used

topics	machine-learning, model-management, ai, ml, ml-platform, ml-infrastructure, python, mlops, datascience, high-performance-computing, kubernetes, aws, azure, gcp, llm, llmops, agents, generative-ai, cost-optimization, distributed-training
has_wiki	no
homepage	https://metaflow.org
docs_site	https://metaflow.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?

74Good · 16% of overall

Security posture

68Good

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5	Code-Review — Found 15/21 approved changesets -- score normalized to 7
2.5/2.5	Contributors — project has 17 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 4 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
1/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
5/5	SAST — SAST tool is run on all commits
5/5	Security-Policy — security policy file detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5	Vulnerabilities — 27 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	6.8

Excluded from scoring (no data or not applicable): Branch-Protection, 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
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	11
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:metaflow@2.19.37 runtime dependency closure — what installing the published package pulls in — 11 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.

89Excellent · 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)
40/40	Legible commit history — 81 of 88 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.92
agent_instruction_files	AGENTS.md, CLAUDE.md
agent_instruction_max_bytes	1,299

Verify loop (build / test / typecheck)

92Excellent

How it's scored

18/18	One-command bootstrap — devtools/Makefile
22/22	Automated tests
11/11	Lint / format config — .eslintrc.cjs, tox.ini
11/11	Static type checking — metaflow/_vendor/importlib_metadata/py.typed, metaflow/_vendor/packaging/py.typed, metaflow/_vendor/typeguard/py.typed, metaflow/_vendor/v3_6/importlib_metadata/py.typed, metaflow/_vendor/v3_7/importlib_metadata/py.typed, metaflow/_vendor/v3_7/typeguard/py.typed, metaflow/plugins/cards/ui/tsconfig.json, metaflow/py.typed
10/10	Reproducible environment — lockfile
10/10	Demonstrated agent practice — 25 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 12 of the last 100 commits are automated dependency updates
2/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2

Inputs used

has_nix	no
has_tests	yes
lockfiles	package-lock.json
has_dockerfile	no
typed_language	no
bootstrap_files	devtools/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	metaflow/_vendor/importlib_metadata/py.typed, metaflow/_vendor/packaging/py.typed, metaflow/_vendor/typeguard/py.typed, metaflow/_vendor/v3_6/importlib_metadata/py.typed, metaflow/_vendor/v3_7/importlib_metadata/py.typed, metaflow/_vendor/v3_7/typeguard/py.typed, metaflow/plugins/cards/ui/tsconfig.json, metaflow/py.typed
agent_commit_share	0.25
toolchain_manifests	—
dependency_bot_commit_share	0.12

Code legibility for models

81Excellent

How it's scored

27/45	Type-checkable code — Python with type-check config (metaflow/_vendor/importlib_metadata/py.typed, metaflow/_vendor/packaging/py.typed, metaflow/_vendor/typeguard/py.typed, metaflow/_vendor/v3_6/importlib_metadata/py.typed, metaflow/_vendor/v3_7/importlib_metadata/py.typed, metaflow/_vendor/v3_7/typeguard/py.typed, metaflow/plugins/cards/ui/tsconfig.json, metaflow/py.typed)
54.2/55	Manageable file sizes — 10/724 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	1,056,101
source_files_sampled	724
oversized_source_files	10

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20	MCP server — not applicable to this kind of software
40/40	Runnable examples — notebooks

Inputs used

example_dirs	notebooks
has_mcp_signal	no
api_schema_files	—
interfaces_expected_of	—

Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

10,209GitHub stars

99contributors

284commits, last 12 months

0days since last push

100releases

3bus factor

300open 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 ★ / 1,321 ⇿

0Stars

1,321Forks

100Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

Major 0Minor 6Patch 94

Each point covers 5 days.

OpenSSF Scorecard 6.8 / 10

6.8aggregate

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 · 2026-08-12 22:07 UTC

10	Binary-Artifacts	no binaries found in the repo
n/a	Branch-Protection	internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
7	Code-Review	Found 15/21 approved changesets -- score normalized to 7
10	Contributors	project has 17 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 4 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
2	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 2
10	SAST	SAST tool is run on all commits
10	Security-Policy	security policy file detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
0	Vulnerabilities	27 existing vulnerabilities detected

All dependencies 493

Full resolved dependency set from the GitHub dependency graph: 0 direct and 493 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
npm	@ampproject/remapping	`2.3.0`	indirect
npm	@bahmutov/cy-rollup	`2.0.0`	indirect
npm	@cypress/request	`4.0.1`	indirect
npm	@cypress/xvfb	`1.2.4`	indirect
npm	@esbuild/aix-ppc64	`0.21.5`	indirect
npm	@esbuild/android-arm	`0.21.5`	indirect
npm	@esbuild/android-arm64	`0.21.5`	indirect
npm	@esbuild/android-x64	`0.21.5`	indirect
npm	@esbuild/darwin-arm64	`0.21.5`	indirect
npm	@esbuild/darwin-x64	`0.21.5`	indirect
npm	@esbuild/freebsd-arm64	`0.21.5`	indirect
npm	@esbuild/freebsd-x64	`0.21.5`	indirect
npm	@esbuild/linux-arm	`0.21.5`	indirect
npm	@esbuild/linux-arm64	`0.21.5`	indirect
npm	@esbuild/linux-ia32	`0.21.5`	indirect
npm	@esbuild/linux-loong64	`0.21.5`	indirect
npm	@esbuild/linux-mips64el	`0.21.5`	indirect
npm	@esbuild/linux-ppc64	`0.21.5`	indirect
npm	@esbuild/linux-riscv64	`0.21.5`	indirect
npm	@esbuild/linux-s390x	`0.21.5`	indirect
npm	@esbuild/linux-x64	`0.21.5`	indirect
npm	@esbuild/netbsd-x64	`0.21.5`	indirect
npm	@esbuild/openbsd-x64	`0.21.5`	indirect
npm	@esbuild/sunos-x64	`0.21.5`	indirect
npm	@esbuild/win32-arm64	`0.21.5`	indirect
npm	@esbuild/win32-ia32	`0.21.5`	indirect
npm	@esbuild/win32-x64	`0.21.5`	indirect
npm	@eslint-community/eslint-utils	`4.7.0`	indirect
npm	@eslint-community/regexpp	`4.12.1`	indirect
npm	@eslint/eslintrc	`2.1.4`	indirect
npm	@eslint/js	`8.57.1`	indirect
npm	@humanwhocodes/config-array	`0.13.0`	indirect
npm	@humanwhocodes/module-importer	`1.0.1`	indirect
npm	@humanwhocodes/object-schema	`2.0.3`	indirect
npm	@iconify/svelte	`3.1.6`	indirect
npm	@iconify/types	`2.0.0`	indirect
npm	@jridgewell/gen-mapping	`0.3.13`	indirect
npm	@jridgewell/resolve-uri	`3.1.2`	indirect
npm	@jridgewell/sourcemap-codec	`1.5.5`	indirect
npm	@jridgewell/trace-mapping	`0.3.30`	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	@pkgr/core	`0.2.9`	indirect
npm	@rollup/rollup-android-arm-eabi	`4.46.2`	indirect
npm	@rollup/rollup-android-arm64	`4.46.2`	indirect
npm	@rollup/rollup-darwin-arm64	`4.46.2`	indirect
npm	@rollup/rollup-darwin-x64	`4.46.2`	indirect
npm	@rollup/rollup-freebsd-arm64	`4.46.2`	indirect
npm	@rollup/rollup-freebsd-x64	`4.46.2`	indirect
npm	@rollup/rollup-linux-arm-gnueabihf	`4.46.2`	indirect
npm	@rollup/rollup-linux-arm-musleabihf	`4.46.2`	indirect
npm	@rollup/rollup-linux-arm64-gnu	`4.46.2`	indirect
npm	@rollup/rollup-linux-arm64-musl	`4.46.2`	indirect
npm	@rollup/rollup-linux-loongarch64-gnu	`4.46.2`	indirect
npm	@rollup/rollup-linux-ppc64-gnu	`4.46.2`	indirect
npm	@rollup/rollup-linux-riscv64-gnu	`4.46.2`	indirect
npm	@rollup/rollup-linux-riscv64-musl	`4.46.2`	indirect
npm	@rollup/rollup-linux-s390x-gnu	`4.46.2`	indirect
npm	@rollup/rollup-linux-x64-gnu	`4.46.2`	indirect
npm	@rollup/rollup-linux-x64-musl	`4.46.2`	indirect
npm	@rollup/rollup-win32-arm64-msvc	`4.46.2`	indirect
npm	@rollup/rollup-win32-ia32-msvc	`4.46.2`	indirect
npm	@rollup/rollup-win32-x64-msvc	`4.46.2`	indirect
npm	@sveltejs/vite-plugin-svelte	`3.1.2`	indirect
npm	@sveltejs/vite-plugin-svelte-inspector	`2.1.0`	indirect
npm	@tsconfig/svelte	`5.0.4`	indirect
npm	@types/estree	`1.0.8`	indirect
npm	@types/geojson	`7946.0.16`	indirect
npm	@types/json-schema	`7.0.15`	indirect
npm	@types/marked	`5.0.2`	indirect
npm	@types/node	`20.19.10`	indirect
npm	@types/pug	`2.0.10`	indirect
npm	@types/semver	`7.7.0`	indirect
npm	@types/sinonjs__fake-timers	`8.1.1`	indirect
npm	@types/sizzle	`2.3.9`	indirect
npm	@types/tmp	`0.2.6`	indirect
npm	@types/yauzl	`2.10.3`	indirect
npm	@typescript-eslint/eslint-plugin	`6.21.0`	indirect
npm	@typescript-eslint/parser	`6.21.0`	indirect
npm	@typescript-eslint/scope-manager	`6.21.0`	indirect
npm	@typescript-eslint/type-utils	`6.21.0`	indirect
npm	@typescript-eslint/types	`6.21.0`	indirect
npm	@typescript-eslint/typescript-estree	`6.21.0`	indirect
npm	@typescript-eslint/utils	`6.21.0`	indirect
npm	@typescript-eslint/visitor-keys	`6.21.0`	indirect
npm	@ungap/structured-clone	`1.3.0`	indirect
npm	acorn	`8.15.0`	indirect
npm	acorn-jsx	`5.3.2`	indirect
npm	ajv	`6.12.6`	indirect
npm	ansi-escapes	`7.3.0`	indirect
npm	ansi-regex	`5.0.1`	indirect
npm	ansi-regex	`6.2.2`	indirect
npm	ansi-styles	`4.3.0`	indirect
npm	ansi-styles	`6.2.3`	indirect
npm	anymatch	`3.1.3`	indirect
npm	arch	`2.2.0`	indirect
npm	argparse	`2.0.1`	indirect
npm	aria-query	`5.3.2`	indirect
npm	array-union	`2.1.0`	indirect
npm	asn1	`0.2.6`	indirect
npm	assert-plus	`1.0.0`	indirect
npm	asynckit	`0.4.0`	indirect
npm	at-least-node	`1.0.0`	indirect
npm	aws-sign2	`0.7.0`	indirect
npm	aws4	`1.13.2`	indirect
npm	axobject-query	`4.1.0`	indirect
npm	balanced-match	`1.0.2`	indirect
npm	base64-js	`1.5.1`	indirect
npm	bcrypt-pbkdf	`1.0.2`	indirect
npm	binary-extensions	`2.3.0`	indirect
npm	blob-util	`2.0.2`	indirect
npm	bluebird	`3.7.2`	indirect
npm	brace-expansion	`1.1.16`	indirect
npm	brace-expansion	`2.1.3`	indirect
npm	braces	`3.0.3`	indirect
npm	buffer	`5.7.1`	indirect
npm	buffer-crc32	`0.2.13`	indirect
npm	buffer-crc32	`1.0.0`	indirect
npm	cachedir	`2.4.0`	indirect
npm	call-bind-apply-helpers	`1.0.2`	indirect
npm	call-bound	`1.0.4`	indirect
npm	callsites	`3.1.0`	indirect
npm	caseless	`0.12.0`	indirect
npm	chalk	`4.1.2`	indirect
npm	chokidar	`3.6.0`	indirect
npm	ci-info	`4.3.0`	indirect
npm	cli-cursor	`5.0.0`	indirect
npm	cli-table3	`0.6.1`	indirect
npm	cli-truncate	`5.2.0`	indirect
npm	cliui	`9.0.1`	indirect
npm	code-red	`1.0.4`	indirect
npm	color-convert	`2.0.1`	indirect
npm	color-name	`1.1.4`	indirect
npm	colorette	`2.0.20`	indirect
npm	colors	`1.4.0`	indirect
npm	combined-stream	`1.0.8`	indirect
npm	commander	`2.20.3`	indirect
npm	commander	`6.2.1`	indirect
npm	commander	`7.2.0`	indirect
npm	common-tags	`1.8.2`	indirect
npm	concat-map	`0.0.1`	indirect
npm	core-util-is	`1.0.2`	indirect
npm	cross-spawn	`7.0.6`	indirect
npm	css-tree	`2.3.1`	indirect
npm	cssesc	`3.0.0`	indirect
npm	cypress	`15.15.0`	indirect
npm	cypress-svelte-unit-test	`3.3.4`	indirect
npm	d3-array	`3.2.4`	indirect
npm	d3-color	`3.1.0`	indirect
npm	d3-delaunay	`6.0.4`	indirect
npm	d3-dispatch	`3.0.1`	indirect
npm	d3-dsv	`3.0.1`	indirect
npm	d3-force	`3.0.0`	indirect
npm	d3-format	`3.1.0`	indirect
npm	d3-geo	`3.1.1`	indirect
npm	d3-geo-projection	`4.0.0`	indirect
npm	d3-hierarchy	`3.1.2`	indirect
npm	d3-interpolate	`3.0.1`	indirect
npm	d3-path	`3.1.0`	indirect
npm	d3-quadtree	`3.0.1`	indirect
npm	d3-scale	`4.0.2`	indirect
npm	d3-scale-chromatic	`3.1.0`	indirect
npm	d3-shape	`3.2.0`	indirect
npm	d3-time	`3.1.0`	indirect
npm	d3-time-format	`4.1.0`	indirect
npm	d3-timer	`3.0.1`	indirect
npm	dashdash	`1.14.1`	indirect
npm	dayjs	`1.11.13`	indirect
npm	debug	`3.2.7`	indirect
npm	debug	`4.1.1`	indirect
npm	debug	`4.4.1`	indirect
npm	deep-is	`0.1.4`	indirect
npm	deepmerge	`4.3.1`	indirect
npm	delaunator	`5.0.1`	indirect
npm	delayed-stream	`1.0.0`	indirect
npm	detect-indent	`6.1.0`	indirect
npm	dir-glob	`3.0.1`	indirect
npm	doctrine	`3.0.0`	indirect
npm	dunder-proto	`1.0.1`	indirect
npm	ecc-jsbn	`0.1.2`	indirect
npm	emoji-regex	`10.6.0`	indirect
npm	emoji-regex	`8.0.0`	indirect
npm	end-of-stream	`1.4.5`	indirect
npm	environment	`1.1.0`	indirect
npm	es-define-property	`1.0.1`	indirect
npm	es-errors	`1.3.0`	indirect
npm	es-object-atoms	`1.1.1`	indirect
npm	es-set-tostringtag	`2.1.0`	indirect
npm	es6-promise	`3.3.1`	indirect
npm	esbuild	`0.21.5`	indirect
npm	escalade	`3.2.0`	indirect
npm	escape-string-regexp	`4.0.0`	indirect
npm	eslint	`8.57.1`	indirect
npm	eslint-compat-utils	`0.5.1`	indirect
npm	eslint-plugin-prettier	`5.5.4`	indirect
npm	eslint-plugin-svelte	`2.46.1`	indirect
npm	eslint-scope	`7.2.2`	indirect
npm	eslint-visitor-keys	`3.4.3`	indirect
npm	espree	`9.6.1`	indirect
npm	esquery	`1.6.0`	indirect
npm	esrecurse	`4.3.0`	indirect
npm	estraverse	`5.3.0`	indirect
npm	estree-walker	`3.0.3`	indirect
npm	esutils	`2.0.3`	indirect
npm	eventemitter2	`6.4.7`	indirect
npm	eventemitter3	`5.0.4`	indirect
npm	execa	`4.1.0`	indirect
npm	executable	`4.1.1`	indirect
npm	extend	`3.0.2`	indirect
npm	extract-zip	`2.0.1`	indirect
npm	extsprintf	`1.3.0`	indirect
npm	fast-deep-equal	`3.1.3`	indirect
npm	fast-diff	`1.3.0`	indirect
npm	fast-glob	`3.3.3`	indirect
npm	fast-json-patch	`3.1.1`	indirect
npm	fast-json-stable-stringify	`2.1.0`	indirect
npm	fast-levenshtein	`2.0.6`	indirect
npm	fastq	`1.19.1`	indirect
npm	fd-slicer	`1.1.0`	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	`3.2.0`	indirect
npm	flatted	`3.3.3`	indirect
npm	forever-agent	`0.6.1`	indirect
npm	form-data	`4.0.6`	indirect
npm	fs-extra	`9.1.0`	indirect
npm	fs.realpath	`1.0.0`	indirect
npm	fsevents	`2.3.3`	indirect
npm	function-bind	`1.1.2`	indirect
npm	get-caller-file	`2.0.5`	indirect
npm	get-east-asian-width	`1.6.0`	indirect
npm	get-intrinsic	`1.3.0`	indirect
npm	get-proto	`1.0.1`	indirect
npm	get-stream	`5.2.0`	indirect
npm	getpass	`0.1.7`	indirect
npm	glob	`7.2.3`	indirect
npm	glob-parent	`5.1.2`	indirect
npm	glob-parent	`6.0.2`	indirect
npm	global-dirs	`3.0.1`	indirect
npm	globals	`13.24.0`	indirect
npm	globby	`11.1.0`	indirect
npm	gopd	`1.2.0`	indirect
npm	graceful-fs	`4.2.11`	indirect
npm	graphemer	`1.4.0`	indirect
npm	has-flag	`4.0.0`	indirect
npm	has-symbols	`1.1.0`	indirect
npm	has-tostringtag	`1.0.2`	indirect
npm	hasha	`5.2.2`	indirect
npm	hasown	`2.0.4`	indirect
npm	http-signature	`1.4.0`	indirect
npm	human-signals	`1.1.1`	indirect
npm	iconv-lite	`0.6.3`	indirect
npm	ieee754	`1.2.1`	indirect
npm	ignore	`5.3.2`	indirect
npm	import-fresh	`3.3.1`	indirect
npm	imurmurhash	`0.1.4`	indirect
npm	inflight	`1.0.6`	indirect
npm	inherits	`2.0.4`	indirect
npm	ini	`2.0.0`	indirect
npm	internmap	`2.0.3`	indirect
npm	is-binary-path	`2.1.0`	indirect
npm	is-extglob	`2.1.1`	indirect
npm	is-fullwidth-code-point	`3.0.0`	indirect
npm	is-fullwidth-code-point	`5.1.0`	indirect
npm	is-glob	`4.0.3`	indirect
npm	is-installed-globally	`0.4.0`	indirect
npm	is-number	`7.0.0`	indirect
npm	is-path-inside	`3.0.3`	indirect
npm	is-reference	`3.0.3`	indirect
npm	is-stream	`2.0.1`	indirect
npm	is-typedarray	`1.0.0`	indirect
npm	is-unicode-supported	`0.1.0`	indirect
npm	isexe	`2.0.0`	indirect
npm	isstream	`0.1.2`	indirect
npm	js-yaml	`4.3.1`	indirect
npm	jsbn	`0.1.1`	indirect
npm	json-buffer	`3.0.1`	indirect
npm	json-schema	`0.4.0`	indirect
npm	json-schema-traverse	`0.4.1`	indirect
npm	json-stable-stringify-without-jsonify	`1.0.1`	indirect
npm	json-stringify-pretty-compact	`4.0.0`	indirect
npm	json-stringify-safe	`5.0.1`	indirect
npm	jsonfile	`6.2.0`	indirect
npm	jsprim	`2.0.2`	indirect
npm	keyv	`4.5.4`	indirect
npm	kleur	`4.1.5`	indirect
npm	known-css-properties	`0.35.0`	indirect
npm	levn	`0.4.1`	indirect
npm	lilconfig	`2.1.0`	indirect
npm	listr2	`9.0.5`	indirect
npm	locate-character	`3.0.0`	indirect
npm	locate-path	`6.0.0`	indirect
npm	lodash	`4.17.23`	indirect
npm	lodash.merge	`4.6.2`	indirect
npm	lodash.once	`4.1.1`	indirect
npm	log-symbols	`4.1.0`	indirect
npm	log-update	`6.1.0`	indirect
npm	magic-string	`0.30.17`	indirect
npm	marked	`5.1.2`	indirect
npm	math-intrinsics	`1.1.0`	indirect
npm	mdn-data	`2.0.30`	indirect
npm	merge-stream	`2.0.0`	indirect
npm	merge2	`1.4.1`	indirect
npm	micromatch	`4.0.8`	indirect
npm	mime-db	`1.52.0`	indirect
npm	mime-types	`2.1.35`	indirect
npm	mimic-fn	`2.1.0`	indirect
npm	mimic-function	`5.0.1`	indirect
npm	min-indent	`1.0.1`	indirect
npm	minimatch	`3.1.5`	indirect
npm	minimatch	`9.0.3`	indirect
npm	minimist	`1.2.8`	indirect
npm	mkdirp	`0.5.6`	indirect
npm	mri	`1.2.0`	indirect
npm	ms	`2.1.3`	indirect
npm	nanoid	`3.3.16`	indirect
npm	natural-compare	`1.4.0`	indirect
npm	normalize-path	`3.0.0`	indirect
npm	npm-run-path	`4.0.1`	indirect
npm	object-inspect	`1.13.4`	indirect
npm	once	`1.4.0`	indirect
npm	onetime	`5.1.2`	indirect
npm	onetime	`7.0.0`	indirect
npm	optionator	`0.9.4`	indirect
npm	ospath	`1.2.2`	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-type	`4.0.0`	indirect
npm	pend	`1.2.0`	indirect
npm	performance-now	`2.1.0`	indirect
npm	periscopic	`3.1.0`	indirect
npm	picocolors	`1.1.1`	indirect
npm	picomatch	`2.3.1`	indirect
npm	pify	`2.3.0`	indirect
npm	postcss	`8.5.25`	indirect
npm	postcss-load-config	`3.1.4`	indirect
npm	postcss-safe-parser	`6.0.0`	indirect
npm	postcss-scss	`4.0.9`	indirect
npm	postcss-selector-parser	`6.1.2`	indirect
npm	prelude-ls	`1.2.1`	indirect
npm	prettier	`3.6.2`	indirect
npm	prettier-linter-helpers	`1.0.0`	indirect
npm	pretty-bytes	`5.6.0`	indirect
npm	process	`0.11.10`	indirect
npm	proxy-from-env	`1.0.0`	indirect
npm	pump	`3.0.3`	indirect
npm	punycode	`2.3.1`	indirect
npm	qs	`6.15.2`	indirect
npm	queue-microtask	`1.2.3`	indirect
npm	readdirp	`3.6.0`	indirect
npm	request-progress	`3.0.0`	indirect
npm	resolve-from	`4.0.0`	indirect
npm	restore-cursor	`5.1.0`	indirect
npm	reusify	`1.1.0`	indirect
npm	rfdc	`1.4.1`	indirect
npm	rimraf	`2.7.1`	indirect
npm	rimraf	`3.0.2`	indirect
npm	robust-predicates	`3.0.2`	indirect
npm	rollup	`2.79.2`	indirect
npm	rollup	`4.46.2`	indirect
npm	run-parallel	`1.2.0`	indirect
npm	rw	`1.3.3`	indirect
npm	sade	`1.8.1`	indirect
npm	safe-buffer	`5.2.1`	indirect
npm	safer-buffer	`2.1.2`	indirect
npm	sander	`0.5.1`	indirect
npm	semver	`7.7.2`	indirect
npm	shebang-command	`2.0.0`	indirect
npm	shebang-regex	`3.0.0`	indirect
npm	side-channel	`1.1.1`	indirect
npm	side-channel-list	`1.0.1`	indirect
npm	side-channel-map	`1.0.1`	indirect
npm	side-channel-weakmap	`1.0.2`	indirect
npm	signal-exit	`3.0.7`	indirect
npm	signal-exit	`4.1.0`	indirect
npm	slash	`3.0.0`	indirect
npm	slice-ansi	`7.1.2`	indirect
npm	slice-ansi	`8.0.0`	indirect
npm	sorcery	`0.11.1`	indirect
npm	source-map-js	`1.2.1`	indirect
npm	sshpk	`1.18.0`	indirect
npm	string-width	`4.2.3`	indirect
npm	string-width	`7.2.0`	indirect
npm	string-width	`8.2.1`	indirect
npm	strip-ansi	`6.0.1`	indirect
npm	strip-ansi	`7.1.2`	indirect
npm	strip-ansi	`7.2.0`	indirect
npm	strip-final-newline	`2.0.0`	indirect
npm	strip-indent	`3.0.0`	indirect
npm	strip-json-comments	`3.1.1`	indirect
npm	supports-color	`7.2.0`	indirect
npm	supports-color	`8.1.1`	indirect
npm	svelte	`4.2.20`	indirect
npm	svelte-check	`3.8.6`	indirect
npm	svelte-eslint-parser	`0.43.0`	indirect
npm	svelte-hmr	`0.16.0`	indirect
npm	svelte-markdown	`0.4.1`	indirect
npm	svelte-preprocess	`5.1.4`	indirect
npm	svelte-vega	`2.3.0`	indirect
npm	synckit	`0.11.11`	indirect
npm	systeminformation	`5.31.17`	indirect
npm	text-table	`0.2.0`	indirect
npm	throttleit	`1.0.1`	indirect
npm	tldts	`6.1.86`	indirect
npm	tldts-core	`6.1.86`	indirect
npm	tmp	`0.2.7`	indirect
npm	to-regex-range	`5.0.1`	indirect
npm	topojson-client	`3.1.0`	indirect
npm	tough-cookie	`5.1.2`	indirect
npm	tree-kill	`1.2.2`	indirect
npm	ts-api-utils	`1.4.3`	indirect
npm	tslib	`1.14.1`	indirect
npm	tslib	`2.8.1`	indirect
npm	tunnel-agent	`0.6.0`	indirect
npm	tweetnacl	`0.14.5`	indirect
npm	type-check	`0.4.0`	indirect
npm	type-fest	`0.20.2`	indirect
npm	type-fest	`0.8.1`	indirect
npm	typescript	`5.9.2`	indirect
npm	undici-types	`6.21.0`	indirect
npm	unfetch	`4.1.0`	indirect
npm	universalify	`2.0.1`	indirect
npm	untildify	`4.0.0`	indirect
npm	uri-js	`4.4.1`	indirect
npm	util-deprecate	`1.0.2`	indirect
npm	vega	`6.2.0`	indirect
npm	vega-canvas	`2.0.0`	indirect
npm	vega-crossfilter	`5.1.0`	indirect
npm	vega-dataflow	`6.1.0`	indirect
npm	vega-embed	`7.1.0`	indirect
npm	vega-encode	`5.1.0`	indirect
npm	vega-event-selector	`4.0.0`	indirect
npm	vega-expression	`6.1.0`	indirect
npm	vega-force	`5.1.0`	indirect
npm	vega-format	`2.1.0`	indirect
npm	vega-functions	`6.1.1`	indirect
npm	vega-geo	`5.1.0`	indirect
npm	vega-hierarchy	`5.1.0`	indirect
npm	vega-interpreter	`2.2.1`	indirect
npm	vega-label	`2.1.0`	indirect
npm	vega-lite	`6.4.1`	indirect
npm	vega-loader	`5.1.0`	indirect
npm	vega-parser	`7.1.0`	indirect
npm	vega-projection	`2.1.0`	indirect
npm	vega-regression	`2.1.0`	indirect
npm	vega-runtime	`7.1.0`	indirect
npm	vega-scale	`8.1.0`	indirect
npm	vega-scenegraph	`5.1.0`	indirect
npm	vega-schema-url-parser	`3.0.2`	indirect
npm	vega-selections	`6.1.2`	indirect
npm	vega-statistics	`2.0.0`	indirect
npm	vega-themes	`3.0.0`	indirect
npm	vega-time	`3.1.0`	indirect
npm	vega-tooltip	`1.0.0`	indirect
npm	vega-transforms	`5.1.0`	indirect
npm	vega-typings	`2.1.0`	indirect
npm	vega-util	`2.1.0`	indirect
npm	vega-view	`6.1.0`	indirect
npm	vega-view-transforms	`5.1.0`	indirect
npm	vega-voronoi	`5.1.0`	indirect
npm	vega-wordcloud	`5.1.0`	indirect
npm	verror	`1.10.0`	indirect
npm	vite	`5.4.21`	indirect
npm	vitefu	`0.2.5`	indirect
npm	which	`2.0.2`	indirect
npm	word-wrap	`1.2.5`	indirect
npm	wrap-ansi	`9.0.2`	indirect
npm	wrappy	`1.0.2`	indirect
npm	y18n	`5.0.8`	indirect
npm	yaml	`1.10.2`	indirect
npm	yargs	`18.0.0`	indirect
npm	yargs-parser	`22.0.0`	indirect
npm	yauzl	`2.10.0`	indirect
npm	yocto-queue	`0.1.0`	indirect
PyPI	boto3	`—`	indirect
PyPI	kubernetes	`—`	indirect
PyPI	localbatch	`—`	indirect
PyPI	omegaconf	`—`	indirect
PyPI	pytest	`—`	indirect
PyPI	pytest-cov	`—`	indirect
PyPI	pytest-mock	`—`	indirect
PyPI	pytest-rerunfailures	`—`	indirect
PyPI	pytest-timeout	`—`	indirect
PyPI	pytest-xdist	`—`	indirect
PyPI	python	`3.10.*`	indirect
PyPI	regex	`2024.11.6`	indirect
PyPI	requests	`—`	indirect

Dependency advisories 0

Installing pypi:metaflow@2.19.37 pulls in 11 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

Feedback

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 v0.31.0 — full methodology · metrics wiki.

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

Software health index

Score profile

Ownership

Package ecosystems

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Key facts

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