Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-19 12:26 UTC

awslabs / llm-evaluation-system

Agentic AI-guided evaluation system for comparing LLMs with multi-judge jury scoring

Python · TypeScriptApache-2.0★ 23 stars⑂ 3 forkssince Mar 2026View on GitHub ↗
KindNetwork serviceCommand-line toolMCP serverWeb interfacehow this is determined

awslabs/llm-evaluation-system holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Vitality (81/100) and lowest on Community & Adoption (56/100). It was last updated today. A single contributor accounts for most of its recent work.

81
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.

81
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 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

Amazon Web Services - LabsOrganization · verified domain
11,599 followers1,035 public repossince Jan 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIllm-evaluation-system0.17.26494429 days agomcpllmevaluationinspect-aibedrockopentelemetryclaude-code

Metrics by category

Vitality

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

81Excellent · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
13.2/36Commit cadence19/52 weeks with commits
18/18Commit volume425 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year425
human_commit_share0.69
days_since_last_push0
active_weeks_last_year19
How it's scored
16.2/27Ships releases41 version tags (no GitHub releases)
36/36Release recencylatest release 29 days ago
27/27Release cadencea release every ~2.6 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count41
latest_release_tagv0.17.2
releases_from_tagsyes
days_since_latest_release29
mean_days_between_releases2.6
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?

56Moderate · 17% of overall
How it's scored
21.8/60Stars23 stars
2.5/25Forks3 forks
0/15Watchers2 watchers
Inputs used
forks3
stars23
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateyes

Sustainability & Governance

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

65Good · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
0/22.5Commit distributiontop contributor authored 100% of commits
1.4/13.5Contributor breadth1 contributors
3/10OpenSSF Scorecard: Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
0/42Issue resolutionno issues or no data
28.7/30PR acceptance155/162 decided PRs merged
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-ReviewFound 0/18 approved changesets -- score normalized to 0
Inputs used
merged_prs155
open_issues0
closed_issues0
prs_merged_7d0
prs_decided_7d0
prs_merged_30d1
prs_decided_30d1
issue_closed_ratio
closed_unmerged_prs7
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backingorganization-owned
20/20Verified domain
25/25Owner reach11,599 followers of awslabs
25/25Track record1,035 public repos, account ~13 yr old
Inputs used
followers11,599
owner_typeOrganization
is_verifiedyes
owner_loginawslabs
public_repos1,035
account_age_days4,992

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 29 days ago
20/20Version history44 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesllm-evaluation-system
ecosystemspypi
any_deprecatedno
min_days_since_publish29

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 19% of overall
How it's scored
24/24CI workflows2 workflow(s)
24/24Tests present
16/16Linter configeslint.config.mjs, pyproject.toml ([tool.ruff], [tool.black])
0/9.6Pre-commit hooks
0/6.4.editorconfig
12/20OpenSSF Scorecard: CI-Tests18 out of 30 merged PRs checked by a CI test -- score normalized to 6
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
docs_site
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

63Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
2.2/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
1.5/2.5CI-Tests18 out of 30 merged PRs checked by a CI test -- score normalized to 6
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0/7.5Code-ReviewFound 0/18 approved changesets -- score normalized to 0
0.8/2.5Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
0.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
5/5SASTSAST tool is run on all commits
5/5Security-Policysecurity policy file detected
0/7.5Signed-Releasesno data
6.8/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities8 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.5
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
8.1/35Direct dependencies free of known advisories2 affected: anyio 4.13.0 (critical 9.1), click 8.2.1 (high 7.2)
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
33.9/40No advisories left outstanding1 advisory-carrying package(s) unaddressed past 90 days; oldest published 141 days ago
Inputs used
sourceosv
advisories8
affected_packages6
assessed_packages575
unassessed_packages6
affected_by_severitycritical 1, high 3, moderate 1, unknown 1
direct_affected_packages2
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 575 resolved dependencies against OSV. 6 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.

79Good · 4% of overall
How it's scored
45/45Agent instructionsAGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history68 of 69 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.986
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes29,702
How it's scored
18/18One-command bootstrapMakefile
22/22Automated tests
11/11Lint / format configeslint.config.mjs, pyproject.toml ([tool.ruff], [tool.black])
11/11Static type checkingfrontend/tsconfig.json
10/10Reproducible environmentDockerfile, lockfile
0/10Demonstrated agent practiceno agent-authored commits among the last 100
8/8Automated maintenance31 of the last 100 commits are automated dependency updates
1/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configsfrontend/tsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.31
How it's scored
27/45Type-checkable codePython with type-check config (frontend/tsconfig.json)
54.2/55Manageable file sizes3/219 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes504,812
source_files_sampled219
oversized_source_files3
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examplesexamples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalyes
api_schema_files
interfaces_expected_ofnetwork-service

Key facts

23GitHub stars
1contributors
425commits, last 12 months
0days since last push
41releases
1bus factor
0open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch npm package 'eval-managed' from its registry

More detail

Star and fork history 0 ★ / 3 ⇿
0Stars
3Forks
1Releases

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.

12233322026-052026-052026-05
Major 0Minor 0Patch 1
OpenSSF Scorecard 6.5 / 10
6.5aggregate

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 · 2026-09-19 12:25 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
6CI-Tests18 out of 30 merged PRs checked by a CI test -- score normalized to 6
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/18 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
Direct dependencies 29
RegistryPackageVersion constraintManifest
npmdate-fns^4.1.0frontend/package.json
npmreact^19.0.0frontend/package.json
npmreact-dom^19.0.0frontend/package.json
npmreact-markdown^10.1.0frontend/package.json
npmreact-router^8.3.0frontend/package.json
npmremark-gfm^4.0.1frontend/package.json
PyPImcp>=2.0.0pyproject.toml
PyPIinspect-ai>=0.3.241pyproject.toml
PyPIinspect_evals>=0.14.1pyproject.toml
PyPIboto3>=1.35.0pyproject.toml
PyPIopenai>=2.40.0pyproject.toml
PyPIanthropic>=0.109.1pyproject.toml
PyPIaws-bedrock-token-generator>=1.1.0pyproject.toml
PyPIclick>=8.1.7pyproject.toml
PyPIrich>=13.7.0pyproject.toml
PyPIprompt-toolkit>=3.0.43pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIanyio>=4.0.0pyproject.toml
PyPIopentelemetry-instrumentation-botocore>=0.50b0pyproject.toml
PyPIopentelemetry-sdk>=1.30pyproject.toml
PyPIopentelemetry-proto>=1.30pyproject.toml
PyPIopentelemetry-exporter-otlp-proto-http>=1.30pyproject.toml
PyPIopentelemetry-distro>=0.50b0pyproject.toml
PyPIfastapi>=0.104.1pyproject.toml
PyPIuvicorn>=0.24.0pyproject.toml
PyPIhttpx>=0.27.0pyproject.toml
PyPIpypdf>=4.0.0pyproject.toml
PyPIfpdf2>=2.8.0pyproject.toml
PyPItomlkit>=0.13.0pyproject.toml
All dependencies 581

Full resolved dependency set from the GitHub dependency graph: 30 direct and 551 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
npmdate-fns4.4.0direct
npmreact19.2.7direct
npmreact-dom19.2.7direct
npmreact-markdown10.1.0direct
npmreact-router8.3.0direct
npmremark-gfm4.0.1direct
PyPIanthropic0.125.0direct
PyPIanyio4.13.0direct
PyPIaws-bedrock-token-generator1.1.0direct
PyPIboto3direct
PyPIboto31.40.61direct
PyPIclick8.2.1direct
PyPIfastapi0.136.1direct
PyPIfpdf22.8.7direct
PyPIhttpx0.28.1direct
PyPIinspect-ai0.3.241direct
PyPIinspect-evals0.14.1direct
PyPImcp2.0.0direct
PyPIopenai2.43.0direct
PyPIopentelemetry-distro0.62b1direct
PyPIopentelemetry-exporter-otlp-proto-http1.41.1direct
PyPIopentelemetry-instrumentation-botocore0.62b1direct
PyPIopentelemetry-proto1.41.1direct
PyPIopentelemetry-sdk1.41.1direct
PyPIprompt-toolkit3.0.52direct
PyPIpydantic2.13.4direct
PyPIpypdf6.16.1direct
PyPIrich15.0.0direct
PyPItomlkit0.15.0direct
PyPIuvicorn0.46.0direct
npm@alloc/quick-lru5.2.0indirect
npm@babel/code-frame7.29.7indirect
npm@babel/compat-data7.29.7indirect
npm@babel/core7.29.7indirect
npm@babel/generator7.29.7indirect
npm@babel/helper-compilation-targets7.29.7indirect
npm@babel/helper-globals7.29.7indirect
npm@babel/helper-module-imports7.29.7indirect
npm@babel/helper-module-transforms7.29.7indirect
npm@babel/helper-plugin-utils7.29.7indirect
npm@babel/helper-string-parser7.29.7indirect
npm@babel/helper-validator-identifier7.29.7indirect
npm@babel/helper-validator-option7.29.7indirect
npm@babel/helpers7.29.7indirect
npm@babel/parser7.29.7indirect
npm@babel/plugin-transform-react-jsx-self7.29.7indirect
npm@babel/plugin-transform-react-jsx-source7.29.7indirect
npm@babel/template7.29.7indirect
npm@babel/traverse7.29.7indirect
npm@babel/types7.29.7indirect
npm@esbuild/aix-ppc640.25.12indirect
npm@esbuild/android-arm0.25.12indirect
npm@esbuild/android-arm640.25.12indirect
npm@esbuild/android-x640.25.12indirect
npm@esbuild/darwin-arm640.25.12indirect
npm@esbuild/darwin-x640.25.12indirect
npm@esbuild/freebsd-arm640.25.12indirect
npm@esbuild/freebsd-x640.25.12indirect
npm@esbuild/linux-arm0.25.12indirect
npm@esbuild/linux-arm640.25.12indirect
npm@esbuild/linux-ia320.25.12indirect
npm@esbuild/linux-loong640.25.12indirect
npm@esbuild/linux-mips64el0.25.12indirect
npm@esbuild/linux-ppc640.25.12indirect
npm@esbuild/linux-riscv640.25.12indirect
npm@esbuild/linux-s390x0.25.12indirect
npm@esbuild/linux-x640.25.12indirect
npm@esbuild/netbsd-arm640.25.12indirect
npm@esbuild/netbsd-x640.25.12indirect
npm@esbuild/openbsd-arm640.25.12indirect
npm@esbuild/openbsd-x640.25.12indirect
npm@esbuild/openharmony-arm640.25.12indirect
npm@esbuild/sunos-x640.25.12indirect
npm@esbuild/win32-arm640.25.12indirect
npm@esbuild/win32-ia320.25.12indirect
npm@esbuild/win32-x640.25.12indirect
npm@eslint-community/eslint-utils4.9.1indirect
npm@eslint-community/regexpp4.12.2indirect
npm@eslint/config-array0.21.2indirect
npm@eslint/config-helpers0.4.2indirect
npm@eslint/core0.17.0indirect
npm@eslint/eslintrc3.3.5indirect
npm@eslint/js9.39.4indirect
npm@eslint/object-schema2.1.7indirect
npm@eslint/plugin-kit0.4.1indirect
npm@humanfs/core0.19.2indirect
npm@humanfs/node0.16.8indirect
npm@humanfs/types0.15.0indirect
npm@humanwhocodes/module-importer1.0.1indirect
npm@humanwhocodes/retry0.4.3indirect
npm@jridgewell/gen-mapping0.3.13indirect
npm@jridgewell/remapping2.3.5indirect
npm@jridgewell/resolve-uri3.1.2indirect
npm@jridgewell/sourcemap-codec1.5.5indirect
npm@jridgewell/trace-mapping0.3.31indirect
npm@nodelib/fs.scandir2.1.5indirect
npm@nodelib/fs.stat2.0.5indirect
npm@nodelib/fs.walk1.2.8indirect
npm@rolldown/pluginutils1.0.0-beta.27indirect
npm@rollup/rollup-android-arm-eabi4.62.0indirect
npm@rollup/rollup-android-arm644.62.0indirect
npm@rollup/rollup-darwin-arm644.62.0indirect
npm@rollup/rollup-darwin-x644.62.0indirect
npm@rollup/rollup-freebsd-arm644.62.0indirect
npm@rollup/rollup-freebsd-x644.62.0indirect
npm@rollup/rollup-linux-arm-gnueabihf4.62.0indirect
npm@rollup/rollup-linux-arm-musleabihf4.62.0indirect
npm@rollup/rollup-linux-arm64-gnu4.62.0indirect
npm@rollup/rollup-linux-arm64-musl4.62.0indirect
npm@rollup/rollup-linux-loong64-gnu4.62.0indirect
npm@rollup/rollup-linux-loong64-musl4.62.0indirect
npm@rollup/rollup-linux-ppc64-gnu4.62.0indirect
npm@rollup/rollup-linux-ppc64-musl4.62.0indirect
npm@rollup/rollup-linux-riscv64-gnu4.62.0indirect
npm@rollup/rollup-linux-riscv64-musl4.62.0indirect
npm@rollup/rollup-linux-s390x-gnu4.62.0indirect
npm@rollup/rollup-linux-x64-gnu4.62.0indirect
npm@rollup/rollup-linux-x64-musl4.62.0indirect
npm@rollup/rollup-openbsd-x644.62.0indirect
npm@rollup/rollup-openharmony-arm644.62.0indirect
npm@rollup/rollup-win32-arm64-msvc4.62.0indirect
npm@rollup/rollup-win32-ia32-msvc4.62.0indirect
npm@rollup/rollup-win32-x64-gnu4.62.0indirect
npm@rollup/rollup-win32-x64-msvc4.62.0indirect
npm@tailwindcss/typography0.5.20indirect
npm@types/babel__core7.20.5indirect
npm@types/babel__generator7.27.0indirect
npm@types/babel__template7.4.4indirect
npm@types/babel__traverse7.28.0indirect
npm@types/debug4.1.13indirect
npm@types/estree1.0.9indirect
npm@types/estree-jsx1.0.5indirect
npm@types/hast3.0.4indirect
npm@types/json-schema7.0.15indirect
npm@types/mdast4.0.4indirect
npm@types/ms2.1.0indirect
npm@types/node22.19.21indirect
npm@types/react19.2.17indirect
npm@types/react-dom19.2.3indirect
npm@types/unist2.0.11indirect
npm@types/unist3.0.3indirect
npm@typescript-eslint/eslint-plugin8.61.1indirect
npm@typescript-eslint/parser8.61.1indirect
npm@typescript-eslint/project-service8.61.1indirect
npm@typescript-eslint/scope-manager8.61.1indirect
npm@typescript-eslint/tsconfig-utils8.61.1indirect
npm@typescript-eslint/type-utils8.61.1indirect
npm@typescript-eslint/types8.61.1indirect
npm@typescript-eslint/typescript-estree8.61.1indirect
npm@typescript-eslint/utils8.61.1indirect
npm@typescript-eslint/visitor-keys8.61.1indirect
npm@ungap/structured-clone1.3.1indirect
npm@vitejs/plugin-react4.7.0indirect
npmacorn8.17.0indirect
npmacorn-jsx5.3.2indirect
npmajv6.15.0indirect
npmansi-regex5.0.1indirect
npmansi-styles4.3.0indirect
npmany-promise1.3.0indirect
npmanymatch3.1.3indirect
npmarg5.0.2indirect
npmargparse2.0.1indirect
npmautoprefixer10.5.0indirect
npmbail2.0.2indirect
npmbalanced-match4.0.4indirect
npmbaseline-browser-mapping2.11.20indirect
npmbinary-extensions2.3.0indirect
npmbrace-expansion5.0.8indirect
npmbraces3.0.3indirect
npmbrowserslist4.28.8indirect
npmcallsites3.1.0indirect
npmcamelcase-css2.0.1indirect
npmcaniuse-lite1.0.30001810indirect
npmccount2.0.1indirect
npmchalk4.1.2indirect
npmcharacter-entities2.0.2indirect
npmcharacter-entities-html42.1.0indirect
npmcharacter-entities-legacy3.0.0indirect
npmcharacter-reference-invalid2.0.1indirect
npmchokidar3.6.0indirect
npmcliui8.0.1indirect
npmcolor-convert2.0.1indirect
npmcolor-name1.1.4indirect
npmcomma-separated-tokens2.0.3indirect
npmcommander4.1.1indirect
npmconcurrently9.2.1indirect
npmconvert-source-map2.0.0indirect
npmcookie-es3.1.1indirect
npmcross-spawn7.0.6indirect
npmcssesc3.0.0indirect
npmcsstype3.2.3indirect
npmdebug4.4.3indirect
npmdecode-named-character-reference1.3.0indirect
npmdeep-is0.1.4indirect
npmdequal2.0.3indirect
npmdevlop1.1.0indirect
npmdidyoumean1.2.2indirect
npmdlv1.1.3indirect
npmelectron-to-chromium1.5.420indirect
npmemoji-regex8.0.0indirect
npmes-errors1.3.0indirect
npmesbuild0.25.12indirect
npmescalade3.2.0indirect
npmescape-string-regexp4.0.0indirect
npmescape-string-regexp5.0.0indirect
npmeslint9.39.4indirect
npmeslint-plugin-react-hooks5.2.0indirect
npmeslint-plugin-react-refresh0.4.26indirect
npmeslint-scope8.4.0indirect
npmeslint-visitor-keys3.4.3indirect
npmeslint-visitor-keys4.2.1indirect
npmeslint-visitor-keys5.0.1indirect
npmespree10.4.0indirect
npmesquery1.7.0indirect
npmesrecurse4.3.0indirect
npmestraverse5.3.0indirect
npmestree-util-is-identifier-name3.0.0indirect
npmesutils2.0.3indirect
npmextend3.0.2indirect
npmfast-deep-equal3.1.3indirect
npmfast-glob3.3.3indirect
npmfast-json-stable-stringify2.1.0indirect
npmfast-levenshtein2.0.6indirect
npmfastq1.20.1indirect
npmfdir6.5.0indirect
npmfile-entry-cache8.0.0indirect
npmfill-range7.1.1indirect
npmfind-up5.0.0indirect
npmflat-cache4.0.1indirect
npmflatted3.4.2indirect
npmfraction.js5.3.4indirect
npmfsevents2.3.3indirect
npmfunction-bind1.1.2indirect
npmgensync1.0.0-beta.2indirect
npmget-caller-file2.0.5indirect
npmglob-parent5.1.2indirect
npmglob-parent6.0.2indirect
npmglobals14.0.0indirect
npmglobals15.15.0indirect
npmhas-flag4.0.0indirect
npmhasown2.0.4indirect
npmhast-util-to-jsx-runtime2.3.6indirect
npmhast-util-whitespace3.0.0indirect
npmhtml-url-attributes3.0.1indirect
npmignore5.3.2indirect
npmignore7.0.5indirect
npmimport-fresh3.3.1indirect
npmimurmurhash0.1.4indirect
npminline-style-parser0.2.7indirect
npmis-alphabetical2.0.1indirect
npmis-alphanumerical2.0.1indirect
npmis-binary-path2.1.0indirect
npmis-core-module2.16.2indirect
npmis-decimal2.0.1indirect
npmis-extglob2.1.1indirect
npmis-fullwidth-code-point3.0.0indirect
npmis-glob4.0.3indirect
npmis-hexadecimal2.0.1indirect
npmis-number7.0.0indirect
npmis-plain-obj4.1.0indirect
npmisexe2.0.0indirect
npmjiti1.21.7indirect
npmjs-tokens4.0.0indirect
npmjs-yaml4.3.2indirect
npmjsesc3.1.0indirect
npmjson-buffer3.0.1indirect
npmjson-schema-traverse0.4.1indirect
npmjson-stable-stringify-without-jsonify1.0.1indirect
npmjson52.2.3indirect
npmkeyv4.5.4indirect
npmlevn0.4.1indirect
npmlilconfig3.1.3indirect
npmlines-and-columns1.2.4indirect
npmlocate-path6.0.0indirect
npmlodash.merge4.6.2indirect
npmlongest-streak3.1.0indirect
npmlru-cache5.1.1indirect
npmmarkdown-table3.0.4indirect
npmmdast-util-find-and-replace3.0.2indirect
npmmdast-util-from-markdown2.0.3indirect
npmmdast-util-gfm3.1.0indirect
npmmdast-util-gfm-autolink-literal2.0.1indirect
npmmdast-util-gfm-footnote2.1.0indirect
npmmdast-util-gfm-strikethrough2.0.0indirect
npmmdast-util-gfm-table2.0.0indirect
npmmdast-util-gfm-task-list-item2.0.0indirect
npmmdast-util-mdx-expression2.0.1indirect
npmmdast-util-mdx-jsx3.2.0indirect
npmmdast-util-mdxjs-esm2.0.1indirect
npmmdast-util-phrasing4.1.0indirect
npmmdast-util-to-hast13.2.1indirect
npmmdast-util-to-markdown2.1.2indirect
npmmdast-util-to-string4.0.0indirect
npmmerge21.4.1indirect
npmmicromark4.0.2indirect
npmmicromark-core-commonmark2.0.3indirect
npmmicromark-extension-gfm3.0.0indirect
npmmicromark-extension-gfm-autolink-literal2.1.0indirect
npmmicromark-extension-gfm-footnote2.1.0indirect
npmmicromark-extension-gfm-strikethrough2.1.0indirect
npmmicromark-extension-gfm-table2.1.1indirect
npmmicromark-extension-gfm-tagfilter2.0.0indirect
npmmicromark-extension-gfm-task-list-item2.1.0indirect
npmmicromark-factory-destination2.0.1indirect
npmmicromark-factory-label2.0.1indirect
npmmicromark-factory-space2.0.1indirect
npmmicromark-factory-title2.0.1indirect
npmmicromark-factory-whitespace2.0.1indirect
npmmicromark-util-character2.1.1indirect
npmmicromark-util-chunked2.0.1indirect
npmmicromark-util-classify-character2.0.1indirect
npmmicromark-util-combine-extensions2.0.1indirect
npmmicromark-util-decode-numeric-character-reference2.0.2indirect
npmmicromark-util-decode-string2.0.1indirect
npmmicromark-util-encode2.0.1indirect
npmmicromark-util-html-tag-name2.0.1indirect
npmmicromark-util-normalize-identifier2.0.1indirect
npmmicromark-util-resolve-all2.0.1indirect
npmmicromark-util-sanitize-uri2.0.1indirect
npmmicromark-util-subtokenize2.1.0indirect
npmmicromark-util-symbol2.0.1indirect
npmmicromark-util-types2.0.2indirect
npmmicromatch4.0.8indirect
npmminimatch10.2.3indirect
npmms2.1.3indirect
npmmz2.7.0indirect
npmnanoid3.3.16indirect
npmnatural-compare1.4.0indirect
npmnode-releases2.0.54indirect
npmnormalize-path3.0.0indirect
npmobject-assign4.1.1indirect
npmobject-hash3.0.0indirect
npmoptionator0.9.4indirect
npmp-limit3.1.0indirect
npmp-locate5.0.0indirect
npmparent-module1.0.1indirect
npmparse-entities4.0.2indirect
npmpath-exists4.0.0indirect
npmpath-key3.1.1indirect
npmpath-parse1.0.7indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.2indirect
npmpicomatch4.0.4indirect
npmpify2.3.0indirect
npmpirates4.0.7indirect
npmpostcss8.5.25indirect
npmpostcss-import15.1.0indirect
npmpostcss-js4.1.0indirect
npmpostcss-load-config6.0.1indirect
npmpostcss-nested6.2.0indirect
npmpostcss-selector-parser6.0.10indirect
npmpostcss-selector-parser6.1.4indirect
npmpostcss-value-parser4.2.0indirect
npmprelude-ls1.2.1indirect
npmproperty-information7.2.0indirect
npmpunycode2.3.1indirect
npmqueue-microtask1.2.3indirect
npmreact-refresh0.17.0indirect
npmread-cache1.0.0indirect
npmreaddirp3.6.0indirect
npmremark-parse11.0.0indirect
npmremark-rehype11.1.2indirect
npmremark-stringify11.0.0indirect
npmrequire-directory2.1.1indirect
npmresolve1.22.12indirect
npmresolve-from4.0.0indirect
npmreusify1.1.0indirect
npmrollup4.62.0indirect
npmrun-parallel1.2.0indirect
npmrxjs7.8.2indirect
npmscheduler0.27.0indirect
npmsemver6.3.1indirect
npmsemver7.8.4indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmshell-quote1.10.0indirect
npmsource-map-js1.2.1indirect
npmspace-separated-tokens2.0.2indirect
npmstring-width4.2.3indirect
npmstringify-entities4.0.4indirect
npmstrip-ansi6.0.1indirect
npmstrip-json-comments3.1.1indirect
npmstyle-to-js1.1.21indirect
npmstyle-to-object1.0.14indirect
npmsucrase3.35.1indirect
npmsupports-color7.2.0indirect
npmsupports-color8.1.1indirect
npmsupports-preserve-symlinks-flag1.0.0indirect
npmtailwindcss3.4.19indirect
npmthenify3.3.1indirect
npmthenify-all1.6.0indirect
npmtinyglobby0.2.17indirect
npmto-regex-range5.0.1indirect
npmtree-kill1.2.2indirect
npmtrim-lines3.0.1indirect
npmtrough2.2.0indirect
npmts-api-utils2.5.0indirect
npmts-interface-checker0.1.13indirect
npmtslib2.8.1indirect
npmtype-check0.4.0indirect
npmtypescript5.9.3indirect
npmtypescript-eslint8.61.1indirect
npmundici-types6.21.0indirect
npmunified11.0.5indirect
npmunist-util-is6.0.1indirect
npmunist-util-position5.0.0indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit5.1.0indirect
npmunist-util-visit-parents6.0.2indirect
npmupdate-browserslist-db1.3.2indirect
npmuri-js4.4.1indirect
npmutil-deprecate1.0.2indirect
npmvfile6.0.3indirect
npmvfile-message4.0.3indirect
npmvite6.4.3indirect
npmwhich2.0.2indirect
npmword-wrap1.2.5indirect
npmwrap-ansi7.0.0indirect
npmy18n5.0.8indirect
npmyallist3.1.1indirect
npmyargs17.7.2indirect
npmyargs-parser21.1.1indirect
npmyocto-queue0.1.0indirect
npmzwitch2.0.4indirect
PyPIagent-client-protocol0.10.1indirect
PyPIaioboto315.5.0indirect
PyPIaiobotocore2.25.1indirect
PyPIaiofiles25.1.0indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.14.3indirect
PyPIaioitertools0.13.0indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIast-serialize0.3.0indirect
PyPIasyncpg0.31.0indirect
PyPIattrs26.1.0indirect
PyPIazure-ai-inference1.0.0b9indirect
PyPIazure-core1.41.0indirect
PyPIazure-identity1.25.3indirect
PyPIbackoff2.2.1indirect
PyPIbeautifulsoup44.14.3indirect
PyPIblack26.3.1indirect
PyPIbotocore1.40.61indirect
PyPIcertifi2026.4.22indirect
PyPIcffi2.0.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIcolorama0.4.6indirect
PyPIcryptography50.0.0indirect
PyPIdatasets5.0.0indirect
PyPIdebugpy1.8.20indirect
PyPIdefusedxml0.7.1indirect
PyPIdill0.4.1indirect
PyPIdistro1.9.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIdurationpy0.10indirect
PyPIfilelock3.29.4indirect
PyPIfonttools4.62.1indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2025.9.0indirect
PyPIgoogle-auth2.52.0indirect
PyPIgoogle-genai2.0.1indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgroq1.2.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.5.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.12.0indirect
PyPIhttptools0.7.1indirect
PyPIhttpx22.12.0indirect
PyPIhttpx2-jsfetch1.0indirect
PyPIhuggingface-hub1.16.1indirect
PyPIidna3.18indirect
PyPIijson3.5.0indirect
PyPIimportlib-metadata8.7.1indirect
PyPIiniconfig2.3.0indirect
PyPIinspect-k8s-sandbox0.5.0indirect
PyPIisodate0.7.2indirect
PyPIjinja23.1.6indirect
PyPIjiter0.14.0indirect
PyPIjmespath1.1.0indirect
PyPIjsonlines4.0.0indirect
PyPIjsonpatch1.33indirect
PyPIjsonpath-ng1.8.0indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkubernetes35.0.0indirect
PyPIlangchainindirect
PyPIlangchain-awsindirect
PyPIlangchain-coreindirect
PyPIlibrt0.11.0indirect
PyPIlinkify-it-py2.1.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp-types2.0.0indirect
PyPImdit-py-plugins0.6.0indirect
PyPImdurl0.1.2indirect
PyPImmh35.2.1indirect
PyPImsal1.37.0indirect
PyPImsal-extensions1.3.1indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
PyPImypy2.0.0indirect
PyPImypy-extensions1.1.0indirect
PyPInest-asyncio21.7.2indirect
PyPInumpy2.4.4indirect
PyPIoauthlib3.3.1indirect
PyPIopentelemetry-api1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.41.1indirect
PyPIopentelemetry-instrumentation0.62b1indirect
PyPIopentelemetry-propagator-aws-xray1.0.2indirect
PyPIopentelemetry-semantic-conventions0.62b1indirect
PyPIpackaging26.2indirect
PyPIpandas3.0.3indirect
PyPIpathlib-abc0.5.2indirect
PyPIpathspec1.1.1indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.9.6indirect
PyPIpluggy1.6.0indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.2indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart0.0.31indirect
PyPIpytokens0.4.1indirect
PyPIpywin32311indirect
PyPIpyyaml6.0.3indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.33.1indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrpds-py0.30.0indirect
PyPIruff0.15.12indirect
PyPIs3fs2025.9.0indirect
PyPIs3transfer0.14.0indirect
PyPIsemver3.0.4indirect
PyPIshellingham1.5.4indirect
PyPIshortuuid1.0.13indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8.4indirect
PyPIsse-starlette3.4.2indirect
PyPIstarlette1.3.1indirect
PyPIstrands-agentsindirect
PyPIstrands-agents-toolsindirect
PyPItenacity9.1.4indirect
PyPItextual8.2.5indirect
PyPItiktoken0.12.0indirect
PyPItoml0.10.2indirect
PyPItqdm4.67.3indirect
PyPItruststore0.10.4indirect
PyPItyper0.26.7indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIuniversal-pathlib0.3.10indirect
PyPIurllib32.7.0indirect
PyPIuvloop0.22.1indirect
PyPIwatchfiles1.1.1indirect
PyPIwcwidth0.7.0indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets16.0indirect
PyPIwrapt1.17.3indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.23.0indirect
PyPIzipfile-zstd0.0.4indirect
PyPIzipp3.23.1indirect
PyPIzstandard0.25.0indirect
Dependency advisories 6

This repository publishes no package the index resolves, so its own dependency graph was assessed — 575 packages, which also include development and test pins that never ship: 6 carry known advisories, of which 2 are direct. 6 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
anyio4.13.0directcritical24.14.2
click8.2.1directhigh18.3.3
brace-expansion5.0.8indirecthigh15.0.9
nanoid3.3.16indirecthigh15.1.6
soupsieve2.8.4indirectmoderate22.9.0
datasets5.0.0indirectunknown15.0.1

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

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.

The message is kept through sign-in.

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsPyPI.