Public record
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-12 19:47 UTC

HKUDS / LightRAG

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

PythonMIT★ 38,804 stars⑂ 5,460 forkssince Oct 2024View on GitHub ↗
KindCommand-line toolLibraryNetwork serviceWeb interfacehow this is determined
#knowledge-graph#large-language-models#retrieval-augmented-generation#genai#graphrag#llm#rag#gpt#gpt-4

HKUDS/LightRAG holds a health index of 96 out of 100, placing it in the Exceptional band. It scores highest on Vitality (100/100) and lowest on Security (66/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

96
overall / 100
Exceptional

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

96
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 84 is calibrated to 96 on the published index scale (record calibration 2026-08-02).

Ownership

✨Data Intelligence Lab@HKU✨Organization
13,079 followers91 public repossince Nov 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIlightrag-hku1.5.6-916 days ago

Metrics by category

Vitality

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

100Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 1 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 5,041 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year5,041
human_commit_share0.99
days_since_last_push1
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 80 releases published
36/36Release recency — latest release 6 days ago
27/27Release cadence — a release every ~10.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count80
latest_release_tagv1.5.6
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases10.1
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?

88Excellent · 17% of overall

Popularity & adoption

98Exceptional
How it's scored
60/60Stars — 38,804 stars
25/25Forks — 5,460 forks
12.9/15Watchers — 214 watchers
Inputs used
forks5,460
stars38,804
watchers214
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

77Good
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
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges14
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateyes

Sustainability & Governance

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

73Good · 23% of overall

Maintainer resilience (bus factor)

39Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
6.6/22.5Commit distribution — top contributor authored 71% of commits
13.5/13.5Contributor breadth — 97 contributors
10/10OpenSSF Scorecard: Contributors — project has 14 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled97
top_contributor_share0.706

Issue & PR responsiveness

71Good
How it's scored
36.2/42Issue resolution — 86% of issues closed
23.6/30PR acceptance — 1,528/1,946 decided PRs merged
5/13Newcomer PR acceptance — 5/13 first-time contributors' PRs merged in 30d
6/15OpenSSF Scorecard: Code-Review — Found 3/7 approved changesets -- score normalized to 4
Inputs used
merged_prs1,528
open_issues211
closed_issues1,305
prs_merged_7d21
prs_decided_7d25
prs_merged_30d45
prs_decided_30d57
issue_closed_ratio0.861
closed_unmerged_prs418
first_time_authors_30d10
first_time_prs_merged_30d5
first_time_prs_decided_30d13

Ownership & stewardship

94Exceptional
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
25/25Owner reach — 13,079 followers of HKUDS
20.5/25Track record — 91 public repos, account ~3 yr old
Inputs used
followers13,079
owner_typeOrganization
is_verified—
owner_loginHKUDS
public_repos91
account_age_days1,367
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 6 days ago
20/20Version history — 91 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageslightrag-hku
ecosystemspypi
any_deprecatedno
min_days_since_publish6

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 7 out of 7 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://arxiv.org/abs/2410.05779
10/10Repository description
10/10Topics — 9 topics
0/10Wiki
Inputs used
topicsknowledge-graph, large-language-models, retrieval-augmented-generation, genai, graphrag, llm, rag, gpt, gpt-4
has_wikino
homepagehttps://arxiv.org/abs/2410.05779
docs_sitehttps://arxiv.org/abs/2410.05779
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

66Good · 16% of overall

Security posture

57Moderate
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 — 7 out of 7 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
3/7.5Code-Review — Found 3/7 approved changesets -- score normalized to 4
2.5/2.5Contributors — project has 14 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 — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
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
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 103 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.7
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages58
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:lightrag-hku@1.5.6 runtime dependency closure — what installing the published package pulls in — 58 packages. Reachability is not analyzed.

AI Readiness

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

79Good · 4% 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 — 81 of 99 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.818
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes28,546

Verify loop (build / test / typecheck)

90Excellent
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.js
11/11Static type checking — lightrag_webui/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 50 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 1 of the last 100 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
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configslightrag_webui/tsconfig.json
agent_commit_share0.5
toolchain_manifests—
dependency_bot_commit_share0.01

Code legibility for models

79Good
How it's scored
27/45Type-checkable code — Python with type-check config (lightrag_webui/tsconfig.json)
52/55Manageable file sizes — 42/761 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes1,510,313
source_files_sampled761
oversized_source_files42

Machine-readable interfaces

40Weak
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalno
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

38,804GitHub stars
97contributors
5,041commits, last 12 months
1days since last push
80releases
1bus factor
211open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 15 authors (cap 12)

More detail

Star and fork history 0 ★ / 5,460 ⇿
0Stars
5,460Forks
12Releases

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.

4,0004,5005,0005,5005,460322026-042026-062026-08
Major 0Minor 1Patch 9
OpenSSF Scorecard 5.7 / 10
5.7aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-12 19:46 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests7 out of 7 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
4Code-ReviewFound 3/7 approved changesets -- score normalized to 4
10Contributorsproject has 14 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities103 existing vulnerabilities detected
Direct dependencies 83
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Full resolved dependency set from the GitHub dependency graph: 87 direct and 276 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIanyio4.13.0indirect
PyPIappdirs1.4.4indirect
PyPIascii-colors0.11.21indirect
PyPIasync-timeout4.0.3indirect
PyPIasync-timeout5.0.1indirect
PyPIasyncpg—indirect
PyPIasyncpg0.31.0indirect
PyPIattrs26.1.0indirect
PyPIbackoff2.2.1indirect
PyPIbackports-asyncio-runner1.2.0indirect
PyPIbanks2.4.2indirect
PyPIbcrypt—indirect
PyPIbcrypt5.0.0indirect
PyPIblis1.3.3indirect
PyPIboto31.40.61indirect
PyPIbotocore1.40.61indirect
PyPIcachetools7.1.1indirect
PyPIcairocffi1.7.1indirect
PyPIcairosvg2.9.0indirect
PyPIcatalogue2.0.10indirect
PyPIcertifi2026.4.22indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.3.3indirect
PyPIcloudpathlib0.24.0indirect
PyPIcolorama0.4.6indirect
PyPIconfection1.3.3indirect
PyPIcryptography48.0.1indirect
PyPIcssselect20.9.0indirect
PyPIcymem2.0.13indirect
PyPIdataclasses-json0.6.7indirect
PyPIdatasets4.8.5indirect
PyPIdefusedxml0.7.1indirect
PyPIdeprecated1.3.1indirect
PyPIdill0.4.1indirect
PyPIdirtyjson1.0.8indirect
PyPIdiskcache5.6.3indirect
PyPIdistlib0.4.0indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIecdsa0.19.2indirect
PyPIet-xmlfile2.0.0indirect
PyPIevents0.5indirect
PyPIexceptiongroup1.3.1indirect
PyPIfaiss-cpu—indirect
PyPIfaiss-cpu1.14.2indirect
PyPIfastapi0.136.1indirect
PyPIffmpeg-python0.2.0indirect
PyPIfilelock3.29.0indirect
PyPIfiletype1.2.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.2.0indirect
PyPIfuture1.0.0indirect
PyPIgoogle-auth2.52.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgreenlet3.5.0indirect
PyPIgriffe2.0.2indirect
PyPIgriffecli2.0.2indirect
PyPIgriffelib2.0.2indirect
PyPIgrpcio1.80.0indirect
PyPIgunicorn26.0.0indirect
PyPIh110.16.0indirect
PyPIh24.3.0indirect
PyPIhf-xet1.5.0indirect
PyPIhpack4.1.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.5.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhttpx22.5.0indirect
PyPIhuggingface-hub1.14.0indirect
PyPIhyperframe6.1.0indirect
PyPIidentify2.6.19indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.7.1indirect
PyPIiniconfig2.3.0indirect
PyPIinstructor1.15.1indirect
PyPIjinja23.1.6indirect
PyPIjiter0.13.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjsonpatch1.33indirect
PyPIjsonpointer3.1.1indirect
PyPIlangchain1.3.0indirect
PyPIlangchain-classic1.0.7indirect
PyPIlangchain-community0.4.1indirect
PyPIlangchain-core1.4.0indirect
PyPIlangchain-experimental0.4.1indirect
PyPIlangchain-openai1.2.1indirect
PyPIlangchain-protocol0.0.15indirect
PyPIlangchain-text-splitters1.1.2indirect
PyPIlangfuse4.6.1indirect
PyPIlanggraph1.2.0indirect
PyPIlanggraph-checkpoint4.1.0indirect
PyPIlanggraph-prebuilt1.1.0indirect
PyPIlanggraph-sdk0.3.14indirect
PyPIlangsmith0.8.3indirect
PyPIllama-index—indirect
PyPIllama-index0.14.21indirect
PyPIllama-index-core0.14.21indirect
PyPIllama-index-embeddings-openai0.6.0indirect
PyPIllama-index-instrumentation0.5.0indirect
PyPIllama-index-llms-openai—indirect
PyPIllama-index-llms-openai0.7.8indirect
PyPIllama-index-workflows2.20.0indirect
PyPIlxml6.1.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow3.26.2indirect
PyPImdurl0.1.2indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
PyPImurmurhash1.0.15indirect
PyPImypy-extensions1.1.0indirect
PyPIneo4j—indirect
PyPIneo4j6.2.0indirect
PyPInest-asyncio1.6.0indirect
PyPInltk3.9.4indirect
PyPInodeenv1.10.0indirect
PyPIollama—indirect
PyPIollama0.6.2indirect
PyPIopenai—indirect
PyPIopenai2.36.0indirect
PyPIopenpyxl—indirect
PyPIopenpyxl3.1.5indirect
PyPIopensearch-protobufs1.2.0indirect
PyPIopensearch-py—indirect
PyPIopensearch-py3.2.0indirect
PyPIopentelemetry-api1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.41.1indirect
PyPIopentelemetry-proto1.41.1indirect
PyPIopentelemetry-sdk1.41.1indirect
PyPIopentelemetry-semantic-conventions0.62b1indirect
PyPIorjson3.11.9indirect
PyPIormsgpack1.12.2indirect
PyPIpgvector—indirect
PyPIpgvector0.4.2indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.9.6indirect
PyPIpluggy1.6.0indirect
PyPIportalocker3.2.0indirect
PyPIpre-commit4.6.0indirect
PyPIpreshed3.0.13indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.2indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpycryptodome—indirect
PyPIpycryptodome3.23.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.1indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.8.0indirect
PyPIpymilvus—indirect
PyPIpymilvus3.0.0indirect
PyPIpymongo—indirect
PyPIpymongo4.17.0indirect
PyPIpypdf—indirect
PyPIpypdf6.11.0indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.3.1indirect
PyPIpython-docx—indirect
PyPIpython-docx1.2.0indirect
PyPIpython-jose3.5.0indirect
PyPIpython-multipart0.0.30indirect
PyPIpython-pptx—indirect
PyPIpython-pptx1.0.2indirect
PyPIpytz2026.2indirect
PyPIpywin32311indirect
PyPIqdrant-client—indirect
PyPIqdrant-client1.18.0indirect
PyPIragas0.4.3indirect
PyPIredis—indirect
PyPIredis8.0.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich14.3.4indirect
PyPIrsa4.9.1indirect
PyPIruff0.15.12indirect
PyPIs3transfer0.14.0indirect
PyPIscikit-network0.33.5indirect
PyPIscipy1.15.3indirect
PyPIscipy1.17.1indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmart-open8.0.0indirect
PyPIsniffio1.3.1indirect
PyPIspacy—indirect
PyPIspacy3.8.13indirect
PyPIspacy-legacy3.0.12indirect
PyPIspacy-loggers1.0.5indirect
PyPIspacy-pkuseg1.0.1indirect
PyPIsqlalchemy2.0.49indirect
PyPIsrsly2.5.3indirect
PyPIstarlette1.3.1indirect
PyPIthinc8.3.13indirect
PyPItinycss21.5.1indirect
PyPItinytag2.2.1indirect
PyPItokenizers0.23.1indirect
PyPItomli2.4.1indirect
PyPItqdm4.67.3indirect
PyPItruststore0.10.4indirect
PyPItyper0.25.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.15.0indirect
PyPIuvicorn0.46.0indirect
PyPIuvicorn-worker0.4.0indirect
PyPIvirtualenv21.3.2indirect
PyPIvoyageai—indirect
PyPIvoyageai0.3.7indirect
PyPIwasabi1.1.3indirect
PyPIwcwidth0.7.0indirect
PyPIweasel1.0.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsockets16.0indirect
PyPIwrapt1.17.3indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.23.0indirect
PyPIzhipuai—indirect
PyPIzhipuai2.1.5.20250825indirect
PyPIzipp3.23.1indirect
PyPIzstandard0.25.0indirect
Dependency advisories 0

Installing pypi:lightrag-hku@1.5.6 pulls in 58 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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

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

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

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