Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-23 00:36 UTC

ankane / ruby-polars

Blazingly fast DataFrames for Ruby

Ruby · RustCustom license★ 991 stars⑂ 45 forkssince Nov 2022View on GitHub ↗

ankane/ruby-polars holds a health index of 63 out of 100, placing it in the Moderate band. It scores highest on Vitality (88/100) and lowest on AI Readiness (31/100). It was last updated today. A single contributor accounts for most of its recent work.

63
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.

63
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

Andrew KanePersonal account
6,922 followers444 public repossince Mar 2010

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
RubyGemspolars-df0.26.1-2380 days ago

Metrics by category

Vitality

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

88Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
24.2/36Commit cadence — 35/52 weeks with commits
18/18Commit volume — 1,056 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,056
human_commit_share1
days_since_last_push0
active_weeks_last_year35
How it's scored
16.2/27Ships releases — 41 version tags (no GitHub releases)
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~43.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count41
latest_release_tagv0.26.1
releases_from_tagsyes
days_since_latest_release0
mean_days_between_releases43.8
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?

62Moderate · 18% of overall
How it's scored
48.6/60Stars — 991 stars
13.7/25Forks — 45 forks
5.6/15Watchers — 11 watchers
Inputs used
forks45
stars991
watchers11
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
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
How it's scored
61.4/80Total downloads — 808,132 downloads all-time across rubygems
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespolars-df
dependents
ecosystemsrubygems
total_downloads808,132
monthly_downloads
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?

65Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.2/22.5Commit distribution — top contributor authored 99% of commits
13.5/13.5Contributor breadth — 16 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled16
top_contributor_share0.991
How it's scored
46.3/46.8Issue resolution — 99% of issues closed
28.4/38.3PR acceptance — 23/31 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 1/30 approved changesets -- score normalized to 0
Inputs used
merged_prs23
open_issues1
closed_issues102
issue_closed_ratio0.99
closed_unmerged_prs8
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
25/25Owner reach — 6,922 followers of ankane
25/25Track record — 444 public repos, account ~16 yr old
Inputs used
followers6,922
owner_typeUser
is_verified
owner_loginankane
public_repos444
account_age_days5,977
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on rubygems
35/35Publish recency — latest publish 0 days ago
20/20Version history — 238 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespolars-df
ecosystemsrubygems
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

45At risk · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
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?

47At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — license file detected
7.5/7.5Maintained — 30 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 — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.4
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
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
advisories5
affected_packages4
assessed_packages396
unassessed_packages32
affected_by_severityhigh 1, unknown 3
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 396 resolved dependencies against OSV. 32 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.

31At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
1.1/40Legible commit history — 2 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.02
agent_instruction_files
agent_instruction_max_bytes
How it's scored
12.6/18One-command bootstrap — Cargo.toml, ext/polars/Cargo.toml (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
0/11Static type checking
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifestsCargo.toml, ext/polars/Cargo.toml
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Ruby without a type-check config
52.8/55Manageable file sizes — 10/246 source files over 60KB
Inputs used
primary_languageRuby
largest_source_bytes299,658
source_files_sampled246
oversized_source_files10

Key facts

991GitHub stars
16contributors
1,056commits, last 12 months
0days since last push
41releases
1bus factor
1open issues
crates.io, RubyGemspackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 45 ⇿
0Stars
45Forks
35Releases

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.

010203040504522022-122024-092026-06
Major 0Minor 25Patch 10

Each point covers 4 days.

OpenSSF Scorecard 3.4 / 10
3.4aggregate

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 00:36 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained30 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
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5Vulnerabilities5 existing vulnerabilities detected
Direct dependencies 17
RegistryPackageVersion constraintManifest
RubyGemsrakeGemfile
RubyGemsrake-compilerGemfile
RubyGemsminitestGemfile
RubyGemsactiverecordGemfile
RubyGemsnumo-narray-altGemfile
RubyGemsvegaGemfile
RubyGemsbigdecimalGemfile
RubyGemspgGemfile
RubyGemsmysql2Gemfile
RubyGemstrilogyGemfile
RubyGemssqlite3Gemfile
RubyGemstzinfoGemfile
RubyGemsnanoarrowGemfile
RubyGemsdeltalake-rb>= 0.1.4Gemfile
RubyGemsiceberg>= 0.10.3Gemfile
RubyGemsyardGemfile
RubyGemsrdocGemfile
All dependencies 428

Full resolved dependency set from the GitHub dependency graph: 17 direct and 411 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
RubyGemsactiverecorddirect
RubyGemsbigdecimaldirect
RubyGemsdeltalake-rbdirect
RubyGemsicebergdirect
RubyGemsminitestdirect
RubyGemsmysql2direct
RubyGemsnanoarrowdirect
RubyGemsnumo-narray-altdirect
RubyGemspgdirect
RubyGemsrakedirect
RubyGemsrake-compilerdirect
RubyGemsrdocdirect
RubyGemssqlite3direct
RubyGemstrilogydirect
RubyGemstzinfodirect
RubyGemsvegadirect
RubyGemsyarddirect
crates.ioaddr2line0.24.2indirect
crates.ioadler22.0.0indirect
crates.ioadler321.2.0indirect
crates.ioahashindirect
crates.ioahash0.8.12indirect
crates.ioaho-corasick1.1.3indirect
crates.ioalloc-no-stdlib2.0.4indirect
crates.ioalloc-stdlib0.2.2indirect
crates.ioallocator-api20.2.21indirect
crates.ioandroid_system_properties0.1.5indirect
crates.ioargminmax0.6.3indirect
crates.ioarray-init-cursor0.2.1indirect
crates.ioarrayref0.3.9indirect
crates.ioarrayvec0.7.6indirect
crates.ioasync-channel2.3.1indirect
crates.ioasync-stream0.3.6indirect
crates.ioasync-stream-impl0.3.6indirect
crates.ioasync-trait0.1.88indirect
crates.ioatoi_simd0.17.0indirect
crates.ioatomic-waker1.1.2indirect
crates.ioautocfg1.4.0indirect
crates.ioavro-schema0.3.0indirect
crates.iobacktrace0.3.75indirect
crates.iobase640.22.1indirect
crates.iobincode2.0.1indirect
crates.iobincode_derive2.0.1indirect
crates.iobindgen0.69.5indirect
crates.iobitflags2.9.1indirect
crates.ioblake31.8.2indirect
crates.ioblock-buffer0.10.4indirect
crates.ioboxcar0.2.13indirect
crates.iobrotli8.0.1indirect
crates.iobrotli-decompressor5.0.0indirect
crates.iobumpalo3.17.0indirect
crates.iobytemuck1.23.0indirect
crates.iobytemuck_derive1.9.3indirect
crates.iobyteorder1.5.0indirect
crates.iobytesindirect
crates.iobytes1.11.1indirect
crates.iocastaway0.2.3indirect
crates.iocc1.2.23indirect
crates.iocexpr0.6.0indirect
crates.iocfg-if1.0.0indirect
crates.iocfg_aliases0.2.1indirect
crates.iochronoindirect
crates.iochrono0.4.44indirect
crates.iochrono-tzindirect
crates.iochrono-tz0.10.4indirect
crates.ioclang-sys1.8.1indirect
crates.iocomfy-table7.1.4indirect
crates.iocompact_str0.9.0indirect
crates.ioconcurrent-queue2.5.0indirect
crates.ioconstant_time_eq0.3.1indirect
crates.iocore-foundation0.10.0indirect
crates.iocore-foundation-sys0.8.7indirect
crates.iocpufeatures0.2.17indirect
crates.iocrc2.1.0indirect
crates.iocrc-catalog1.1.1indirect
crates.iocrc32fast1.4.2indirect
crates.iocrossbeam-channel0.5.15indirect
crates.iocrossbeam-deque0.8.6indirect
crates.iocrossbeam-epoch0.9.20indirect
crates.iocrossbeam-queue0.3.12indirect
crates.iocrossbeam-utils0.8.21indirect
crates.iocrossterm0.28.1indirect
crates.iocrossterm_winapi0.9.1indirect
crates.iocrunchy0.2.4indirect
crates.iocrypto-common0.1.6indirect
crates.iodebug_unsafe0.1.3indirect
crates.iodigest0.10.7indirect
crates.iodisplaydoc0.2.5indirect
crates.iodyn-clone1.0.19indirect
crates.ioeitherindirect
crates.ioeither1.15.0indirect
crates.ioequivalent1.0.2indirect
crates.ioerrno0.3.12indirect
crates.ioethnum1.5.3indirect
crates.ioevent-listener5.4.0indirect
crates.ioevent-listener-strategy0.5.4indirect
crates.iofallible-streaming-iterator0.1.9indirect
crates.iofast-float20.2.3indirect
crates.iofastrand2.4.1indirect
crates.ioflate21.1.1indirect
crates.iofloat-cmp0.10.0indirect
crates.iofnv1.0.7indirect
crates.iofoldhash0.1.5indirect
crates.iofoldhash0.2.0indirect
crates.ioform_urlencoded1.2.1indirect
crates.iofs40.13.1indirect
crates.iofutures0.3.31indirect
crates.iofutures-channel0.3.31indirect
crates.iofutures-core0.3.31indirect
crates.iofutures-executor0.3.31indirect
crates.iofutures-io0.3.31indirect
crates.iofutures-macro0.3.31indirect
crates.iofutures-sink0.3.31indirect
crates.iofutures-task0.3.31indirect
crates.iofutures-util0.3.31indirect
crates.iogeneric-array0.14.7indirect
crates.iogetrandom0.2.16indirect
crates.iogetrandom0.3.3indirect
crates.iogimli0.31.1indirect
crates.ioglob0.3.2indirect
crates.ioh20.4.10indirect
crates.iohalf2.7.1indirect
crates.iohalfbrown0.4.0indirect
crates.iohashbrown0.15.5indirect
crates.iohashbrown0.16.1indirect
crates.ioheck0.5.0indirect
crates.iohex0.4.3indirect
crates.iohome0.5.11indirect
crates.iohttp1.3.1indirect
crates.iohttp-body1.0.1indirect
crates.iohttp-body-util0.1.3indirect
crates.iohttparse1.10.1indirect
crates.iohumantime2.2.0indirect
crates.iohyper1.6.0indirect
crates.iohyper-rustls0.27.5indirect
crates.iohyper-util0.1.12indirect
crates.ioiana-time-zone0.1.63indirect
crates.ioiana-time-zone-haiku0.1.2indirect
crates.ioicu_collections2.0.0indirect
crates.ioicu_locale_core2.0.0indirect
crates.ioicu_normalizer2.0.0indirect
crates.ioicu_normalizer_data2.0.0indirect
crates.ioicu_properties2.0.1indirect
crates.ioicu_properties_data2.0.1indirect
crates.ioicu_provider2.0.0indirect
crates.ioidna1.0.3indirect
crates.ioidna_adapter1.2.1indirect
crates.ioindexmap2.12.0indirect
crates.ioipnet2.11.0indirect
crates.ioitertools0.12.1indirect
crates.ioitertools0.14.0indirect
crates.ioitoa1.0.15indirect
crates.iojobserver0.1.33indirect
crates.iojs-sys0.3.77indirect
crates.iojsonpath_lib_polars_vendor0.0.1indirect
crates.iolazy_static1.5.0indirect
crates.iolazycell1.3.0indirect
crates.iolibc0.2.186indirect
crates.iolibflate1.4.0indirect
crates.iolibflate_lz771.2.0indirect
crates.iolibloading0.8.7indirect
crates.iolibm0.2.15indirect
crates.iolibmimalloc-sys0.1.49indirect
crates.iolibz-rs-sys0.5.0indirect
crates.iolinux-raw-sys0.4.15indirect
crates.iolinux-raw-sys0.9.4indirect
crates.iolitemap0.8.0indirect
crates.iolock_api0.4.12indirect
crates.iolog0.4.27indirect
crates.iolru-slab0.1.2indirect
crates.iolz41.28.1indirect
crates.iolz4-sys1.11.1+lz4-1.10.0indirect
crates.iomagnusindirect
crates.iomagnus0.8.2indirect
crates.iomagnus-macros0.8.0indirect
crates.iomd-50.10.6indirect
crates.iomemchr2.7.4indirect
crates.iomemmap20.9.11indirect
crates.iomimallocindirect
crates.iomimalloc0.1.48indirect
crates.iomime0.3.17indirect
crates.iominimal-lexical0.2.1indirect
crates.iominiz_oxide0.8.8indirect
crates.iomio1.0.3indirect
crates.ionom7.1.3indirect
crates.ionow0.1.3indirect
crates.iontapi0.4.3indirect
crates.ionum-derive0.4.2indirect
crates.ionum-traitsindirect
crates.ionum-traits0.2.19indirect
crates.ioobjc2-core-foundation0.3.2indirect
crates.ioobjc2-io-kit0.3.2indirect
crates.ioobject0.36.7indirect
crates.ioobject_store0.13.1indirect
crates.ioonce_cell1.21.3indirect
crates.ioopenssl-probe0.1.6indirect
crates.ioparking2.2.1indirect
crates.ioparking_lotindirect
crates.ioparking_lot0.12.3indirect
crates.ioparking_lot_core0.9.10indirect
crates.iopaste1.0.15indirect
crates.iopercent-encoding2.3.1indirect
crates.iophf0.12.1indirect
crates.iophf_shared0.12.1indirect
crates.iopin-project-lite0.2.16indirect
crates.iopin-utils0.1.0indirect
crates.iopkg-config0.3.32indirect
crates.ioplanus1.1.1indirect
crates.iopolars0.54.4indirect
crates.iopolars-arrow0.54.4indirect
crates.iopolars-arrow-format0.2.0indirect
crates.iopolars-async0.54.4indirect
crates.iopolars-buffer0.54.4indirect
crates.iopolars-compute0.54.4indirect
crates.iopolars-config0.54.4indirect
crates.iopolars-core0.54.4indirect
crates.iopolars-dtype0.54.4indirect
crates.iopolars-error0.54.4indirect
crates.iopolars-expr0.54.4indirect
crates.iopolars-io0.54.4indirect
crates.iopolars-json0.54.4indirect
crates.iopolars-lazy0.54.4indirect
crates.iopolars-mem-engine0.54.4indirect
crates.iopolars-ooc0.54.4indirect
crates.iopolars-ops0.54.4indirect
crates.iopolars-parquet0.54.4indirect
crates.iopolars-parquet-format0.1.0indirect
crates.iopolars-plan0.54.4indirect
crates.iopolars-row0.54.4indirect
crates.iopolars-schema0.54.4indirect
crates.iopolars-sql0.54.4indirect
crates.iopolars-stream0.54.4indirect
crates.iopolars-testing0.54.4indirect
crates.iopolars-time0.54.4indirect
crates.iopolars-utils0.54.4indirect
crates.iopotential_utf0.1.2indirect
crates.ioppv-lite860.2.21indirect
crates.ioproc-macro21.0.95indirect
crates.iopsm0.1.26indirect
crates.ioquick-xml0.38.4indirect
crates.ioquinn0.11.8indirect
crates.ioquinn-proto0.11.15indirect
crates.ioquinn-udp0.5.12indirect
crates.ioquote1.0.40indirect
crates.ior-efi5.2.0indirect
crates.iorand0.9.4indirect
crates.iorand_chacha0.9.0indirect
crates.iorand_core0.9.3indirect
crates.iorand_distr0.5.1indirect
crates.ioraw-cpuid11.5.0indirect
crates.iorayonindirect
crates.iorayon1.10.0indirect
crates.iorayon-core1.12.1indirect
crates.iorb-sysindirect
crates.iorb-sys0.9.124indirect
crates.iorb-sys-build0.9.124indirect
crates.iorb-sys-env0.2.2indirect
crates.iorecursive0.1.1indirect
crates.iorecursive-proc-macro-impl0.1.1indirect
crates.ioredox_syscall0.5.12indirect
crates.ioref-cast1.0.24indirect
crates.ioref-cast-impl1.0.24indirect
crates.ioregexindirect
crates.ioregex1.11.1indirect
crates.ioregex-automata0.4.9indirect
crates.ioregex-syntax0.8.5indirect
crates.ioreqwest0.12.15indirect
crates.ioring0.17.14indirect
crates.iorle-decode-fast1.0.3indirect
crates.iormp0.8.14indirect
crates.iormp-serde1.3.0indirect
crates.iorustc-demangle0.1.24indirect
crates.iorustc-hash1.1.0indirect
crates.iorustc-hash2.1.1indirect
crates.iorustix0.38.44indirect
crates.iorustix1.0.7indirect
crates.iorustls0.23.27indirect
crates.iorustls-native-certs0.8.1indirect
crates.iorustls-pemfile2.2.0indirect
crates.iorustls-pki-types1.12.0indirect
crates.iorustls-webpki0.103.13indirect
crates.iorustversion1.0.20indirect
crates.ioryu1.0.20indirect
crates.iosame-file1.0.6indirect
crates.ioschannel0.1.27indirect
crates.ioscopeguard1.2.0indirect
crates.iosecurity-framework3.2.0indirect
crates.iosecurity-framework-sys2.14.0indirect
crates.ioseq-macro0.3.6indirect
crates.ioserde1.0.228indirect
crates.ioserde_core1.0.228indirect
crates.ioserde_derive1.0.228indirect
crates.ioserde_jsonindirect
crates.ioserde_json1.0.140indirect
crates.ioserde_stacker0.1.12indirect
crates.ioserde_urlencoded0.7.1indirect
crates.iosha20.10.9indirect
crates.ioshell-words1.1.0indirect
crates.ioshlex1.3.0indirect
crates.iosignal-hook0.4.3indirect
crates.iosignal-hook-registry1.4.5indirect
crates.iosimd-json0.17.0indirect
crates.iosimdutf80.1.5indirect
crates.iosiphasher1.0.1indirect
crates.ioslab0.4.9indirect
crates.ioslotmap1.0.7indirect
crates.iosmallvec1.15.0indirect
crates.iosnap1.1.1indirect
crates.iosocket20.5.9indirect
crates.iosqlparser0.60.0indirect
crates.iosqlparser_derive0.4.0indirect
crates.iostable_deref_trait1.2.0indirect
crates.iostacker0.1.21indirect
crates.iostatic_assertions1.1.0indirect
crates.iostreaming-decompression0.1.2indirect
crates.iostreaming-iterator0.1.9indirect
crates.iostrength_reduce0.2.4indirect
crates.iostrum0.27.2indirect
crates.iostrum_macros0.27.2indirect
crates.iosubtle2.6.1indirect
crates.iosyn2.0.101indirect
crates.iosync_wrapper1.0.2indirect
crates.iosynstructure0.13.2indirect
crates.iosysinfo0.37.2indirect
crates.iothiserror2.0.12indirect
crates.iothiserror-impl2.0.12indirect
crates.iothread_local1.1.9indirect
crates.iotikv-jemalloc-sys0.7.1+5.3.1-0-g81034ce1f1373e37dc865038e1bc8eeecf559ce8indirect
crates.iotikv-jemallocatorindirect
crates.iotikv-jemallocator0.7.0indirect
crates.iotinystr0.8.1indirect
crates.iotinyvec1.9.0indirect
crates.iotinyvec_macros0.1.1indirect
crates.iotokio1.45.0indirect
crates.iotokio-macros2.5.0indirect
crates.iotokio-rustls0.26.2indirect
crates.iotokio-util0.7.15indirect
crates.iotower0.5.2indirect
crates.iotower-layer0.3.3indirect
crates.iotower-service0.3.3indirect
crates.iotracing0.1.41indirect
crates.iotracing-attributes0.1.28indirect
crates.iotracing-core0.1.33indirect
crates.iotry-lock0.2.5indirect
crates.iotypenum1.18.0indirect
crates.iounicode-ident1.0.18indirect
crates.iounicode-normalization0.1.24indirect
crates.iounicode-reverse1.0.9indirect
crates.iounicode-segmentation1.12.0indirect
crates.iounicode-width0.2.0indirect
crates.iountrusted0.9.0indirect
crates.iounty0.0.4indirect
crates.iourl2.5.4indirect
crates.ioutf8_iter1.0.4indirect
crates.iouuid1.16.0indirect
crates.iovalue-trait0.12.1indirect
crates.ioversion_check0.9.5indirect
crates.iovirtue0.0.18indirect
crates.iowalkdir2.5.0indirect
crates.iowant0.3.1indirect
crates.iowasi0.11.0+wasi-snapshot-preview1indirect
crates.iowasi0.14.2+wasi-0.2.4indirect
crates.iowasm-bindgen0.2.100indirect
crates.iowasm-bindgen-backend0.2.100indirect
crates.iowasm-bindgen-futures0.4.50indirect
crates.iowasm-bindgen-macro0.2.100indirect
crates.iowasm-bindgen-macro-support0.2.100indirect
crates.iowasm-bindgen-shared0.2.100indirect
crates.iowasm-streams0.4.2indirect
crates.ioweb-sys0.3.77indirect
crates.ioweb-time1.1.0indirect
crates.iowinapi0.3.9indirect
crates.iowinapi-i686-pc-windows-gnu0.4.0indirect
crates.iowinapi-util0.1.9indirect
crates.iowinapi-x86_64-pc-windows-gnu0.4.0indirect
crates.iowindows0.61.3indirect
crates.iowindows-collections0.2.0indirect
crates.iowindows-core0.61.2indirect
crates.iowindows-future0.2.1indirect
crates.iowindows-implement0.60.0indirect
crates.iowindows-interface0.59.1indirect
crates.iowindows-link0.1.3indirect
crates.iowindows-link0.2.1indirect
crates.iowindows-numerics0.2.0indirect
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crates.iowindows-targets0.52.6indirect
crates.iowindows-targets0.53.0indirect
crates.iowindows-threading0.1.0indirect
crates.iowindows_aarch64_gnullvm0.52.6indirect
crates.iowindows_aarch64_gnullvm0.53.0indirect
crates.iowindows_aarch64_msvc0.52.6indirect
crates.iowindows_aarch64_msvc0.53.0indirect
crates.iowindows_i686_gnu0.52.6indirect
crates.iowindows_i686_gnu0.53.0indirect
crates.iowindows_i686_gnullvm0.52.6indirect
crates.iowindows_i686_gnullvm0.53.0indirect
crates.iowindows_i686_msvc0.52.6indirect
crates.iowindows_i686_msvc0.53.0indirect
crates.iowindows_x86_64_gnu0.52.6indirect
crates.iowindows_x86_64_gnu0.53.0indirect
crates.iowindows_x86_64_gnullvm0.52.6indirect
crates.iowindows_x86_64_gnullvm0.53.0indirect
crates.iowindows_x86_64_msvc0.52.6indirect
crates.iowindows_x86_64_msvc0.53.0indirect
crates.iowit-bindgen-rt0.39.0indirect
crates.iowriteable0.6.1indirect
crates.ioxxhash-rust0.8.15indirect
crates.ioyoke0.8.0indirect
crates.ioyoke-derive0.8.0indirect
crates.iozerocopy0.8.39indirect
crates.iozerocopy-derive0.8.39indirect
crates.iozerofrom0.1.6indirect
crates.iozerofrom-derive0.1.6indirect
crates.iozeroize1.8.1indirect
crates.iozerotrie0.2.2indirect
crates.iozerovec0.11.2indirect
crates.iozerovec-derive0.11.1indirect
crates.iozlib-rs0.5.0indirect
crates.iozmij1.0.20indirect
crates.iozstd0.13.3indirect
crates.iozstd-safe7.2.4indirect
crates.iozstd-sys2.0.15+zstd.1.5.7indirect
RubyGemsrb_sysindirect
Dependency advisories 4

This repository publishes no package the index resolves, so its own dependency graph was assessed — 396 packages, which also include development and test pins that never ship: 4 carry known advisories, of which 0 are direct. 32 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
quick-xml0.38.4indirecthigh20.41.0
bincode2.0.1indirectunknown1
paste1.0.15indirectunknown1
rustls-pemfile2.2.0indirectunknown1

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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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 9,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 5,
            "reason": "5 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "8fa1fb9320968b910a11ffffba8fd1134bd76317",
        "ran_at": "2026-07-23T00:36:23Z",
        "aggregate_score": 3.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-22T22:50:35Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-19T13:41:00Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 1,
          "created_at": "2022-11-22T06:09:12Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/ankane/ruby-polars",
    "host": "github.com",
    "name": "ruby-polars",
    "owner": "ankane"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 63,
      "inputs": {
        "security": 47,
        "vitality": 88,
        "community": 62,
        "governance": 65,
        "engineering": 45
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 88,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "commits_last_year": 1056,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 35
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "35/52 weeks with commits",
                "points": 24.2,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 35
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "1056 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 1056
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
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                "code": "weights_renormalized",
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            "value": 88,
            "inputs": {
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              "latest_release_tag": "v0.26.1",
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              "days_since_latest_release": 0,
              "mean_days_between_releases": 43.8
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "41 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 41
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                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~43.8 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 43.8
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
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              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 62,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "forks": 45,
              "stars": 991,
              "watchers": 11,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "991 stars",
                "points": 48.6,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 991
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "45 forks",
                "points": 13.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 45
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "11 watchers",
                "points": 5.6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 11
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "at_risk",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 44,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "good",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 77,
            "inputs": {
              "packages": [
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              "dependents": null,
              "ecosystems": "rubygems",
              "total_downloads": 808132,
              "monthly_downloads": null
            },
            "components": [
              {
                "key": "total_downloads",
                "name": "Total downloads",
                "detail": "808,132 downloads all-time across rubygems",
                "points": 61.4,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_total",
                    "params": {
                      "count": 808132,
                      "ecosystems": "rubygems"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
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                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 65,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 16,
              "top_contributor_share": 0.991
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 99% of commits",
                "points": 0.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 99
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "16 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 16
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "merged_prs": 23,
              "open_issues": 1,
              "closed_issues": 102,
              "issue_closed_ratio": 0.99,
              "closed_unmerged_prs": 8
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "99% of issues closed",
                "points": 46.3,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 99
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "23/31 decided PRs merged",
                "points": 28.4,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 23,
                      "decided": 31
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 75,
            "inputs": {
              "followers": 6922,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ankane",
              "public_repos": 444,
              "account_age_days": 5977
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            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "6,922 followers of ankane",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 6922,
                      "login": "ankane"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "444 public repos, account ~16 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
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                  }
                ],
                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "ecosystems": "rubygems",
              "any_deprecated": false,
              "min_days_since_publish": 0
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            "components": [
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                "key": "published_resolvable",
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                "detail": "1 package(s) on rubygems",
                "points": 25,
                "status": "met",
                "details": [
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                    "code": "packages_published",
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                      "ecosystems": "rubygems"
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                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                "points": 20,
                "status": "met",
                "details": [
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                "points": 20,
                "status": "met",
                "details": [
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        "weight": 0.2,
        "metrics": [
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            "notes": [],
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            "inputs": {
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              "has_editorconfig": false,
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            "components": [
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                "status": "met",
                "details": [
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                "max_points": 24
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                "points": 24,
                "status": "met",
                "details": [],
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                "key": "linter_config",
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                "points": 0,
                "status": "missed",
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                "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": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "at_risk",
        "name": "Security",
        "value": 47,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 34,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.4
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 1/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "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 396 resolved dependencies against OSV; 32 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": 396
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 32
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 5,
              "affected_packages": 4,
              "assessed_packages": 396,
              "unassessed_packages": 32,
              "affected_by_severity": "high 1, unknown 3",
              "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": 396,
              "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": 15
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 31,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.02,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "2 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 1.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 45,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "Cargo.toml",
                "ext/polars/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Cargo.toml, ext/polars/Cargo.toml (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "Cargo.toml, ext/polars/Cargo.toml"
                    }
                  }
                ],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "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": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "primary_language": "Ruby",
              "largest_source_bytes": 299658,
              "source_files_sampled": 246,
              "oversized_source_files": 10
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Ruby without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Ruby"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "10/246 source files over 60KB",
                "points": 52.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 246,
                      "oversized": 10
                    }
                  }
                ],
                "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": "2026-07-23T00:36:34.658713Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/ankane/ruby-polars.svg",
  "full_name": "ankane/ruby-polars",
  "license_state": "custom",
  "license_spdx": null
}

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 statisticsRubyGems.