Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-23 00:24 UTC

jupyter-ai-contrib / jupyter-ai-jupyternaut

Package which provides the Jupyternaut, the default AI persona, in Jupyter AI

Python · TypeScriptBSD-3-Clause★ 9 stars⑂ 17 forkssince Sep 2025View on GitHub ↗

jupyter-ai-contrib/jupyter-ai-jupyternaut holds a health index of 59 out of 100, placing it in the Moderate band. It scores highest on Vitality (79/100) and lowest on Community & Adoption (36/100). It was last updated today. A single contributor accounts for most of its recent work.

59
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

59
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

jupyter-ai-contribOrganization
59 followers27 public repossince May 2025

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
npm@jupyter-ai/jupyternaut0.0.118612120 days agojupyterjupyterlabjupyterlab-extension
PyPIjupyter_ai_jupyternaut0.0.11-12120 days agojupyterjupyterlabjupyterlab-extension

Metrics by category

Vitality

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

79Good · 22% of overall

Development activity

71Good
How it's scored
36/36Push recency — last push 0 days ago
9.7/36Commit cadence — 14/52 weeks with commits
15.4/18Commit volume — 51 commits in the last year
10/10OpenSSF Scorecard: Maintained — 16 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year51
human_commit_share0.961
days_since_last_push0
active_weeks_last_year14

Release discipline

90Excellent
How it's scored
27/27Ships releases — 12 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~29.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count12
latest_release_tagv0.1.0b0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases29.1

Community & Adoption

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

36At risk · 18% of overall

Popularity & adoption

25Critical
How it's scored
14.6/60Stars — 9 stars
10/25Forks — 17 forks
0/15Watchers — 0 watchers
Inputs used
forks17
stars9
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

50Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (BSD-3-Clause)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Ecosystem adoption (downloads)

32At risk
How it's scored
25.9/80Monthly downloads — 86 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@jupyter-ai/jupyternaut, jupyter_ai_jupyternaut
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads86
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 · 24% of overall

Maintainer resilience (bus factor)

43At risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10.6/22.5Commit distribution — top contributor authored 53% of commits
13.5/13.5Contributor breadth — 10 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled10
top_contributor_share0.531

Issue & PR responsiveness

49At risk
How it's scored
14.2/46.8Issue resolution — 30% of issues closed
27.4/38.3PR acceptance — 38/53 decided PRs merged
7.5/15OpenSSF Scorecard: Code-Review — Found 16/28 approved changesets -- score normalized to 5
Inputs used
merged_prs38
open_issues23
closed_issues10
issue_closed_ratio0.303
closed_unmerged_prs15

Ownership & stewardship

56Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
12.8/25Owner reach — 59 followers of jupyter-ai-contrib
12.9/25Track record — 27 public repos, account ~1 yr old
Inputs used
followers59
owner_typeOrganization
is_verified—
owner_loginjupyter-ai-contrib
public_repos27
account_age_days424

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 120 days ago
20/20Version history — 12 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@jupyter-ai/jupyternaut, jupyter_ai_jupyternaut
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish120

Engineering Quality

Are baseline engineering and documentation practices in place?

57Moderate · 20% of overall

Engineering practices

68Moderate
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

40At risk
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics—
has_wikino
homepage—
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

57Moderate · 16% of overall

Security posture

46At risk
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 16/28 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 16 commit(s) and 0 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
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
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 — 21 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.6
Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.

Dependency advisories

100Excellent
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
advisories26
affected_packages14
assessed_packages1,251
unassessed_packages21
affected_by_severityhigh 12, moderate 1, low 1
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 1251 resolved dependencies against OSV. 21 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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

68Moderate · 0% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 45 of 49 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.918
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes3,440

Verify loop (build / test / typecheck)

51Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 51
8/8Automated maintenance — 2 of the last 51 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesyarn.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configstsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0.039

Code legibility for models

82Good
How it's scored
27/45Type-checkable code — Python with type-check config (tsconfig.json)
55/55Manageable file sizes — 0/78 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes42,272
source_files_sampled78
oversized_source_files0

Key facts

9GitHub stars
10contributors
51commits, last 12 months
0days since last push
12releases
1bus factor
23open issues
npm, 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 ★ / 17 ⇿
0Stars
17Forks
11Releases

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.

0481216201712025-102026-022026-06
Major 0Minor 0Patch 11
OpenSSF Scorecard 4.6 / 10
4.6aggregate

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 · 2026-07-23 00:23 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests25 out of 25 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 16/28 approved changesets -- score normalized to 5
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained16 commit(s) and 0 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
0SASTSAST tool is not run on all commits -- score normalized to 0
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
0Vulnerabilities21 existing vulnerabilities detected
Direct dependencies 26
RegistryPackageVersion constraintManifest
npm@emotion/react^11.10.5package.json
npm@emotion/styled^11.10.5package.json
npm@jupyter-ai/persona-manager^0.1.0-rc1package.json
npm@jupyter-notebook/application^7.2.0package.json
npm@jupyter/chat^0.23.0-alpha.4package.json
npm@jupyterlab/application^4.2.0package.json
npm@jupyterlab/completer^4.2.0package.json
npm@jupyterlab/coreutils^6.2.0package.json
npm@jupyterlab/services^7.2.0package.json
npm@mui/icons-material^5.11.0package.json
npm@mui/material^5.11.0package.json
PyPIjupyter_server>=2.15.0,<3pyproject.toml
PyPIpydantic>=2.10.0,<3pyproject.toml
PyPItraitlets>=5.6pyproject.toml
PyPIdeepmerge>=2.0,<3pyproject.toml
PyPIjupyterlab-chat>=0.19.0pyproject.toml
PyPIjupyter_ai_litellm>=0.0.2pyproject.toml
PyPIjinja2>=3.0,<4pyproject.toml
PyPIpython_dotenv>=1,<2pyproject.toml
PyPIjupyter_ai_persona_manager>=0.1.0rc1pyproject.toml
PyPIlangchain>=1.0.0pyproject.toml
PyPIlanggraph-checkpoint>=2.1.0pyproject.toml
PyPIlangchain_mcp_adapters>=0.2,<0.3pyproject.toml
PyPIjupyter_server_documents>=0.1.0a8pyproject.toml
PyPIjupyterlab-commands-toolkit>=0.1.2pyproject.toml
PyPIjupyterlab-notebook-awareness>=0.2.0pyproject.toml
All dependencies 1,272

Full resolved dependency set from the GitHub dependency graph: 29 direct and 1,243 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npm@emotion/react11.14.0direct
npm@emotion/styled11.14.1direct
npm@jupyter-ai/persona-manager0.1.0-rc1direct
npm@jupyter-notebook/application7.4.7direct
npm@jupyter/chat0.23.0-alpha.4direct
npm@jupyterlab/application4.6.1direct
npm@jupyterlab/completer4.4.9direct
npm@jupyterlab/coreutils6.4.9direct
npm@jupyterlab/coreutils6.6.1direct
npm@jupyterlab/services7.6.1direct
npm@mui/icons-material5.18.0direct
npm@mui/icons-material7.3.11direct
npm@mui/material5.18.0direct
npm@mui/material7.3.11direct
PyPIdeepmerge—direct
PyPIjinja2—direct
PyPIjupyter-ai-litellm—direct
PyPIjupyter-ai-persona-manager—direct
PyPIjupyter-server—direct
PyPIjupyter-server-documents—direct
PyPIjupyterlab-chat—direct
PyPIjupyterlab-commands-toolkit—direct
PyPIjupyterlab-notebook-awareness—direct
PyPIlangchain—direct
PyPIlangchain-mcp-adapters—direct
PyPIlanggraph-checkpoint—direct
PyPIpydantic—direct
PyPIpython-dotenv—direct
PyPItraitlets—direct
npm@antfu/install-pkg1.1.0indirect
npm@babel/code-frame7.27.1indirect
npm@babel/code-frame7.29.7indirect
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npm@babel/plugin-syntax-import-meta7.10.4indirect
npm@babel/plugin-syntax-json-strings7.8.3indirect
npm@babel/plugin-syntax-jsx7.27.1indirect
npm@babel/plugin-syntax-logical-assignment-operators7.10.4indirect
npm@babel/plugin-syntax-nullish-coalescing-operator7.8.3indirect
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npm@babel/plugin-syntax-object-rest-spread7.8.3indirect
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npm@babel/plugin-syntax-typescript7.27.1indirect
npm@babel/plugin-syntax-unicode-sets-regex7.18.6indirect
npm@babel/plugin-transform-arrow-functions7.27.1indirect
npm@babel/plugin-transform-async-generator-functions7.28.0indirect
npm@babel/plugin-transform-async-to-generator7.27.1indirect
npm@babel/plugin-transform-block-scoped-functions7.27.1indirect
npm@babel/plugin-transform-block-scoping7.28.4indirect
npm@babel/plugin-transform-class-properties7.27.1indirect
npm@babel/plugin-transform-class-static-block7.28.3indirect
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npm@babel/plugin-transform-dotall-regex7.27.1indirect
npm@babel/plugin-transform-duplicate-keys7.27.1indirect
npm@babel/plugin-transform-duplicate-named-capturing-groups-regex7.27.1indirect
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npm@babel/plugin-transform-explicit-resource-management7.28.0indirect
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npm@babel/plugin-transform-export-namespace-from7.27.1indirect
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npm@babel/plugin-transform-modules-commonjs7.27.1indirect
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npm@babel/plugin-transform-optional-catch-binding7.27.1indirect
npm@babel/plugin-transform-optional-chaining7.27.1indirect
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npm@babel/plugin-transform-private-methods7.27.1indirect
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npm@babel/plugin-transform-regenerator7.28.4indirect
npm@babel/plugin-transform-regexp-modifiers7.27.1indirect
npm@babel/plugin-transform-reserved-words7.27.1indirect
npm@babel/plugin-transform-shorthand-properties7.27.1indirect
npm@babel/plugin-transform-spread7.27.1indirect
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npm@babel/plugin-transform-unicode-sets-regex7.27.1indirect
npm@babel/preset-env7.28.3indirect
npm@babel/preset-modules0.1.6-no-external-pluginsindirect
npm@babel/runtime7.29.7indirect
npm@babel/template7.27.2indirect
npm@babel/template7.29.7indirect
npm@babel/traverse7.28.4indirect
npm@babel/traverse7.29.7indirect
npm@babel/types7.28.4indirect
npm@babel/types7.29.7indirect
npm@bcoe/v8-coverage0.2.3indirect
npm@braintree/sanitize-url7.1.2indirect
npm@chevrotain/types11.1.2indirect
npm@codemirror/autocomplete6.20.3indirect
npm@codemirror/commands6.10.4indirect
npm@codemirror/lang-cpp6.0.3indirect
npm@codemirror/lang-css6.3.1indirect
npm@codemirror/lang-html6.4.11indirect
npm@codemirror/lang-java6.0.2indirect
npm@codemirror/lang-javascript6.2.5indirect
npm@codemirror/lang-json6.0.2indirect
npm@codemirror/lang-markdown6.5.1indirect
npm@codemirror/lang-php6.0.2indirect
npm@codemirror/lang-python6.2.1indirect
npm@codemirror/lang-rust6.0.2indirect
npm@codemirror/lang-sql6.10.0indirect
npm@codemirror/lang-wast6.0.2indirect
npm@codemirror/lang-xml6.1.0indirect
npm@codemirror/language6.12.4indirect
npm@codemirror/legacy-modes6.5.3indirect
npm@codemirror/lint6.8.5indirect
npm@codemirror/lint6.9.7indirect
npm@codemirror/search6.7.1indirect
npm@codemirror/state6.7.1indirect
npm@codemirror/view6.43.6indirect
npm@csstools/css-parser-algorithms2.7.1indirect
npm@csstools/css-tokenizer2.4.1indirect
npm@csstools/media-query-list-parser2.1.13indirect
npm@csstools/selector-specificity3.1.1indirect
npm@discoveryjs/json-ext0.5.7indirect
npm@emotion/babel-plugin11.13.5indirect
npm@emotion/cache11.14.0indirect
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npmsocks2.8.7indirect
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npmsource-map0.5.7indirect
npmsource-map0.6.1indirect
npmsource-map-js1.2.1indirect
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npmsource-map-support0.5.21indirect
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npmstack-utils2.0.6indirect
npmstring-length4.0.2indirect
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npmstring-width-cjs4.2.3indirect
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npmstyle-mod4.1.2indirect
npmstyle-mod4.1.3indirect
npmstyle-search0.1.0indirect
npmstylelint15.11.0indirect
npmstylelint-config-recommended13.0.0indirect
npmstylelint-config-standard34.0.0indirect
npmstylelint-csstree-validator3.0.0indirect
npmstylelint-prettier4.1.0indirect
npmstylis4.2.0indirect
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npmtext-table0.2.0indirect
npmtinyexec1.2.4indirect
npmtinyglobby0.2.15indirect
npmtinyglobby0.2.17indirect
npmtmpl1.0.5indirect
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npmtopojson-client3.1.0indirect
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npmtr460.0.3indirect
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npmts-dedent2.3.0indirect
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npmtslib1.14.1indirect
npmtslib2.8.1indirect
npmtype-check0.4.0indirect
npmtype-detect4.0.8indirect
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npmtypescript5.8.3indirect
npmtypestyle2.4.0indirect
npmuglify-js3.19.3indirect
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npmundici-types7.13.0indirect
npmunicode-canonical-property-names-ecmascript2.0.1indirect
npmunicode-match-property-ecmascript2.0.0indirect
npmunicode-match-property-value-ecmascript2.2.1indirect
npmunicode-property-aliases-ecmascript2.2.0indirect
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npmunique-slug5.0.0indirect
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npmuniversalify2.0.1indirect
npmupdate-browserslist-db1.1.3indirect
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npmvalidate.io-function1.0.2indirect
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npmvega-canvas1.2.7indirect
npmvega-crossfilter4.1.4indirect
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npmvega-encode4.10.3indirect
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npmvega-parser6.6.1indirect
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npmvega-scenegraph4.13.2indirect
npmvega-selections5.6.3indirect
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npmvega-time2.1.4indirect
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npmvega-wordcloud4.1.7indirect
npmvscode-jsonrpc8.2.0indirect
npmvscode-jsonrpc8.2.1indirect
npmvscode-jsonrpc9.0.1indirect
npmvscode-languageserver-protocol3.17.5indirect
npmvscode-languageserver-protocol3.18.2indirect
npmvscode-languageserver-types3.17.5indirect
npmvscode-languageserver-types3.18.0indirect
npmvscode-ws-jsonrpc1.0.2indirect
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npmwebidl-conversions6.1.0indirect
npmwebidl-conversions7.0.0indirect
npmwebpack5.102.0indirect
npmwebpack-cli5.1.4indirect
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npmwebpack-sources1.4.3indirect
npmwebpack-sources3.5.1indirect
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npmwhatwg-mimetype2.3.0indirect
npmwhatwg-mimetype3.0.0indirect
npmwhatwg-url11.0.0indirect
npmwhatwg-url5.0.0indirect
npmwhatwg-url8.7.0indirect
npmwhich1.3.1indirect
npmwhich2.0.2indirect
npmwhich5.0.0indirect
npmwhich7.0.0indirect
npmwildcard2.0.1indirect
npmword-wrap1.2.5indirect
npmwordwrap1.0.0indirect
npmworker-loader3.0.8indirect
npmwrap-ansi7.0.0indirect
npmwrap-ansi8.1.0indirect
npmwrap-ansi-cjs7.0.0indirect
npmwrappy1.0.2indirect
npmwrite-file-atomic4.0.2indirect
npmwrite-file-atomic5.0.1indirect
npmws8.21.1indirect
npmxml1.0.1indirect
npmxml-name-validator4.0.0indirect
npmxmlchars2.2.0indirect
npmxtend4.0.2indirect
npmy-protocols1.0.6indirect
npmy-protocols1.0.7indirect
npmy18n5.0.8indirect
npmyallist3.1.1indirect
npmyallist4.0.0indirect
npmyallist5.0.0indirect
npmyaml1.10.3indirect
npmyargs17.7.2indirect
npmyargs17.7.3indirect
npmyargs-parser20.2.9indirect
npmyargs-parser21.1.1indirect
npmyjs13.6.27indirect
npmyjs13.6.31indirect
npmyocto-queue0.1.0indirect
PyPIaiosqlite—indirect
PyPIhatch-nodejs-version—indirect
PyPIhatchling—indirect
PyPIjupyterlab—indirect
PyPIlanggraph-checkpoint-sqlite—indirect
PyPIpytest-jupyter—indirect
Dependency advisories 14

This repository publishes no package the index resolves, so its own dependency graph was assessed — 1,251 packages, which also include development and test pins that never ship: 14 carry known advisories, of which 0 are direct. 21 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
brace-expansion2.0.2indirecthigh25.0.7
glob10.4.5indirecthigh111.1.0
js-yaml4.1.0indirecthigh34.3.0
lodash-es4.17.21indirecthigh34.18.0
minimatch9.0.3indirecthigh310.2.3
minimatch9.0.5indirecthigh310.2.3
picomatch4.0.3indirecthigh24.0.4
serialize-javascript6.0.2indirecthigh27.0.5
uuid8.3.2indirecthigh113.0.1
vega5.33.1indirecthigh16.2.0
vega-expression5.1.2indirecthigh16.2.0
vega-functions5.18.1indirecthigh16.1.1
ajv8.17.1indirectmoderate18.18.0
webpack5.102.0indirectlow25.104.1

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.

Raw JSON report machine-readable
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          "is_bot": false,
          "headline": "Enable ephemeral prompt caching with LangSmith metrics (#28)",
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                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 57,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 57,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 16/28 approved changesets -- score normalized to 5",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "16 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "21 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 1251 resolved dependencies against OSV; 21 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.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 1251
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 21
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 26,
              "affected_packages": 14,
              "assessed_packages": 1251,
              "unassessed_packages": 21,
              "affected_by_severity": "high 12, moderate 1, low 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 1251,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 14
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 68,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.918,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 3440
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "45 of 49 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 45,
                      "sampled": 49
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "yarn.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "tsconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.039
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 51",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 51
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "2 of the last 51 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 2,
                      "sampled": 51
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 42272,
              "source_files_sampled": 78,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/78 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 78,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T00:24:14.701714Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jupyter-ai-contrib/jupyter-ai-jupyternaut.svg",
  "full_name": "jupyter-ai-contrib/jupyter-ai-jupyternaut",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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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 v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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