Public record
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-05 01:33 UTC

lutzroeder / netron

Visualizer for neural network, deep learning and machine learning models

JavaScriptMIT★ 33,313 stars⑂ 3,173 forkssince Dec 2010View on GitHub ↗
KindLibraryCommand-line toolDesktop applicationhow this is determined
#neural-network#deep-learning#machine-learning#deeplearning#machinelearning#ai#ml#visualizer#onnx#keras#tensorflow#tensorflow-lite#coreml#pytorch#numpy#safetensors

lutzroeder/netron holds a health index of 83 out of 100, placing it in the Excellent band. It scores highest on Vitality (96/100) and lowest on AI Readiness (35/100). It was last updated today. A single contributor accounts for most of its recent work.

83
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.

83
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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

The weighted overall 70 is calibrated to 83 on the published index scale (record calibration 2026-08-02).

Ownership

Lutz RoederPersonal account
1,719 followers9 public repossince Oct 2010@microsoft

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npmnetronpoints to another repo — not scored0.1.4-111873281 days agoadonemessagingrpcipcremotingdistributedp2p
PyPInetron9.2.092,0491324 days agoonnxkerastensorflowtflitecoremlmxnetcaffecaffe2torchscriptpytorchncnnmnnopenvinodarknetpaddlepaddlechainerartificial-intelligencemachine-learningdeep-learningneural-networkvisualizerviewer

Metrics by category

Vitality

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

96Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 959 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year959
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release discipline

90Excellent
How it's scored
27/27Ships releases — 7 releases published
36/36Release recency — latest release 4 days ago
27/27Release cadence — a release every ~36.2 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count7
latest_release_tagv9.2.0
releases_from_tagsno
days_since_latest_release4
mean_days_between_releases36.2

Community & Adoption

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

85Excellent · 17% of overall

Popularity & adoption

99Exceptional
How it's scored
60/60Stars — 33,313 stars
25/25Forks — 3,173 forks
13.9/15Watchers — 321 watchers
Inputs used
forks3,173
stars33,313
watchers321
growth_stateorganic
growth_factor_pct100

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

Ecosystem adoption (downloads)

83Excellent
How it's scored
66.2/80Monthly downloads — 92,049 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesnetron
dependents—
ecosystemspypi
total_downloads—
monthly_downloads92,049
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?

53Moderate · 23% of overall

Maintainer resilience (bus factor)

20At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1

Issue & PR responsiveness

42Weak
How it's scored
41.5/42Issue resolution — 99% of issues closed
0.1/30PR acceptance — 1/288 decided PRs merged
0/13Newcomer PR acceptance — 0/4 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs1
open_issues17
closed_issues1,255
prs_merged_7d0
prs_decided_7d1
prs_merged_30d0
prs_decided_30d4
issue_closed_ratio0.987
closed_unmerged_prs287
first_time_authors_30d4
first_time_prs_merged_30d0
first_time_prs_decided_30d4

Ownership & stewardship

66Good
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
23.3/25Owner reach — 1,719 followers of lutzroeder
19.3/25Track record — 9 public repos, account ~15 yr old
Inputs used
followers1,719
owner_typeUser
is_verified—
owner_loginlutzroeder
public_repos9
account_age_days5,774
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 4 days ago
20/20Version history — 132 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesnetron
ecosystemspypi
any_deprecatedno
min_days_since_publish4

Engineering Quality

Are baseline engineering and documentation practices in place?

74Good · 19% of overall

Engineering practices

80Excellent
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://netron.app
10/10Repository description
10/10Topics — 16 topics
0/10Wiki
Inputs used
topicsneural-network, deep-learning, machine-learning, deeplearning, machinelearning, ai, ml, visualizer, onnx, keras, tensorflow, tensorflow-lite, coreml, pytorch, numpy, safetensors
has_wikino
homepagehttps://netron.app
docs_sitehttps://netron.app
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

49Weak · 16% of overall

Security posture

36Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool detected: CodeQL
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 28 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.6
Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories39
affected_packages10
assessed_packages328
unassessed_packages1
affected_by_severitycritical 1, high 9
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 328 resolved dependencies against OSV. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

35Weak · 4% of overall

Agent context & guidance

11Critical
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
10.7/40Legible commit history — 20 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.2
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

43Weak
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — eslint.config.js
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

45Weak
How it's scored
0/45Type-checkable code — JavaScript without a type-check config
45.4/55Manageable file sizes — 28/160 source files over 60KB
Inputs used
primary_languageJavaScript
largest_source_bytes1,149,103
source_files_sampled160
oversized_source_files28

Machine-readable interfaces

50Moderate
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — tools/dnn.proto, tools/om.proto, tools/uff.proto
0/20MCP server — not applicable to this kind of software
0/40Runnable examples
Inputs used
example_dirs—
has_mcp_signalno
api_schema_filestools/dnn.proto, tools/om.proto, tools/uff.proto
interfaces_expected_of—
Excluded from scoring (no data or not applicable): MCP server. Remaining weights renormalized.

Key facts

33,313GitHub stars
1contributors
959commits, last 12 months
0days since last push
7releases
1bus factor
17open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Star history carried forward from 2026-07-21: GitHub restricted the stargazers API to repository admins, so it can no longer be collected. The repository has 33313 stars today.
  • npm package 'netron' points at a different repository (https://github.com/ciferox/netron); excluded from ecosystem scoring

More detail

Star and fork history 33,251 ★ / 3,173 ⇿
33,251Stars
3,173Forks
6Releases

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.

Star history is shown as collected on 2026-07-21. GitHub restricted the stargazers API to repository administrators in July 2026, so this series can no longer be extended; the current star total above remains live.

012,50025,00037,50033,2513,173582022-102024-092026-07
Major 1Minor 1Patch 4

Each point covers 4 days.

OpenSSF Scorecard 3.6 / 10
3.6aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-05 01:33 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool detected: CodeQL
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities28 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
npmelectron-updater6.8.9package.json
All dependencies 329

Full resolved dependency set from the GitHub dependency graph: 1 direct and 328 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npmelectron-updater6.8.9direct
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npm@electron/asar3.4.1indirect
npm@electron/fuses1.8.0indirect
npm@electron/get3.1.0indirect
npm@electron/get5.0.0indirect
npm@electron/notarize2.5.0indirect
npm@electron/notarize3.1.1indirect
npm@electron/osx-sign1.3.3indirect
npm@electron/rebuild4.0.4indirect
npm@electron/universal2.0.3indirect
npm@electron/windows-sign1.2.2indirect
npm@eslint-community/eslint-utils4.9.1indirect
npm@eslint-community/regexpp4.12.2indirect
npm@eslint/config-array0.23.5indirect
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npm@eslint/core1.2.1indirect
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npm@peculiar/asn1-schema2.8.0indirect
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npmpicocolors1.1.1indirect
npmpicomatch4.0.4indirect
npmpkijs3.4.0indirect
npmplaywright1.62.1indirect
npmplaywright-core1.62.1indirect
npmplist3.1.0indirect
npmpostject1.0.0-alpha.6indirect
npmprelude-ls1.2.1indirect
npmproc-log6.1.0indirect
npmprocess-nextick-args2.0.1indirect
npmprogress2.0.3indirect
npmpromise-retry2.0.1indirect
npmproper-lockfile4.1.2indirect
npmpump3.0.4indirect
npmpunycode2.3.1indirect
npmpvtsutils1.3.6indirect
npmpvutils1.1.5indirect
npmquick-lru5.1.1indirect
npmread-binary-file-arch1.0.6indirect
npmreadable-stream2.3.8indirect
npmrequire-directory2.1.1indirect
npmrequire-from-string2.0.2indirect
npmresedit1.7.2indirect
npmresolve-alpn1.2.1indirect
npmresponselike2.0.1indirect
npmretry0.12.0indirect
npmrimraf2.6.3indirect
npmroarr2.15.4indirect
npmsafe-buffer5.1.2indirect
npmsanitize-filename1.6.4indirect
npmsax1.4.4indirect
npmsemver5.7.2indirect
npmsemver6.3.1indirect
npmsemver7.7.4indirect
npmsemver7.8.0indirect
npmsemver-compare1.0.0indirect
npmserialize-error7.0.1indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmsignal-exit3.0.7indirect
npmsimple-update-notifier2.0.0indirect
npmsource-map0.6.1indirect
npmsource-map-support0.5.21indirect
npmsprintf-js1.1.3indirect
npmstat-mode1.0.0indirect
npmstring-width4.2.3indirect
npmstring_decoder1.1.1indirect
npmstrip-ansi6.0.1indirect
npmsumchecker3.0.1indirect
npmsupports-color7.2.0indirect
npmtar7.5.16indirect
npmtemp0.9.4indirect
npmtemp-file3.4.0indirect
npmtiny-async-pool1.3.0indirect
npmtiny-typed-emitter2.1.0indirect
npmtinyglobby0.2.17indirect
npmtmp0.2.7indirect
npmtmp-promise3.0.3indirect
npmtruncate-utf8-bytes1.0.2indirect
npmtslib2.8.1indirect
npmtype-check0.4.0indirect
npmtype-fest0.13.1indirect
npmundici6.26.0indirect
npmundici7.25.0indirect
npmundici-types7.16.0indirect
npmuniversalify0.1.2indirect
npmuniversalify2.0.1indirect
npmunzipper0.12.3indirect
npmuri-js4.4.1indirect
npmutf8-byte-length1.0.5indirect
npmutil-deprecate1.0.2indirect
npmwebcrypto-core1.9.2indirect
npmwhich2.0.2indirect
npmwhich5.0.0indirect
npmwhich6.0.1indirect
npmword-wrap1.2.5indirect
npmwrap-ansi7.0.0indirect
npmwrappy1.0.2indirect
npmxmlbuilder15.1.1indirect
npmy18n5.0.8indirect
npmyallist4.0.0indirect
npmyallist5.0.0indirect
npmyargs17.7.2indirect
npmyargs-parser21.1.1indirect
npmyocto-queue0.1.0indirect
PyPIsetuptools—indirect
Dependency advisories 10

This repository publishes no package the index resolves, so its own dependency graph was assessed — 328 packages, which also include development and test pins that never ship: 10 carry known advisories, of which 0 are direct. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
flatted3.3.3indirectcritical23.4.2
brace-expansion1.1.15indirecthigh35.0.9
brace-expansion2.1.1indirecthigh35.0.9
brace-expansion5.0.8indirecthigh15.0.9
fast-uri3.1.2indirecthigh34.1.2
form-data4.0.5indirecthigh14.0.6
js-yaml4.1.1indirecthigh24.3.0
tar7.5.16indirecthigh57.5.21
undici6.26.0indirecthigh78.9.0
undici7.25.0indirecthigh128.9.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.31.0 — full methodology · metrics wiki.

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