Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 21:03 UTC

pola-rs / polars

Extremely fast Query Engine for DataFrames, written in Rust

Rust · PythonMIT★ 39,022 stars⑂ 2,945 forkssince May 2020View on GitHub ↗

pola-rs/polars holds a health index of 84 out of 100, placing it in the Good band. It scores highest on Vitality (100/100) and lowest on AI Readiness (54/100). It was last updated today. 2 contributors account for most of its recent work.

84
overall / 100
Good

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.

84
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

PolarsOrganization
1,217 followers26 public repossince May 2021

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIpolars1.42.159,450,29542515 days agodataframearrowout-of-core

Metrics by category

Vitality

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

100Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 2,181 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year2,181
human_commit_share
days_since_last_push0
active_weeks_last_year52

Release discipline

100Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 15 days ago
27/27Release cadence — a release every ~11.6 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagpy-1.42.1
releases_from_tagsno
days_since_latest_release15
mean_days_between_releases11.6

Community & Adoption

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

96Excellent · 18% of overall
How it's scored
60/60Stars — 39,022 stars
25/25Forks — 2,945 forks
12.9/15Watchers — 213 watchers
Inputs used
forks2,945
stars39,022
watchers213
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes
How it's scored
80/80Monthly downloads — 59,450,295 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagespolars
dependents
ecosystemspypi
total_downloads
monthly_downloads59,450,295
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?

77Good · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.4/22.5Commit distribution — top contributor authored 45% of commits
13.5/13.5Contributor breadth — 100 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor2
contributors_sampled100
top_contributor_share0.451
How it's scored
37.8/46.8Issue resolution — 81% of issues closed
34.2/38.3PR acceptance — 13,450/15,040 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs13,450
open_issues2,489
closed_issues10,457
issue_closed_ratio0.808
closed_unmerged_prs1,590
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22.2/25Owner reach — 1,217 followers of pola-rs
20.8/25Track record — 26 public repos, account ~5 yr old
Inputs used
followers1,217
owner_typeOrganization
is_verified
owner_loginpola-rs
public_repos26
account_age_days1,896
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 15 days ago
20/20Version history — 425 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagespolars
ecosystemspypi
any_deprecatedno
min_days_since_publish15

Engineering Quality

Are baseline engineering and documentation practices in place?

72Good · 20% of overall
How it's scored
24/24CI workflows — 20 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.pola.rs
10/10Repository description
10/10Topics — 8 topics
0/10Wiki
Inputs used
topicsdataframe-library, dataframe, dataframes, rust, arrow, python, out-of-core, polars
has_wikino
homepagehttps://docs.pola.rs
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

73Good · 16% of overall
How it's scored
30/30Security policy (SECURITY.md)
25/25Dependabot config
0/25Dependency lockfiles — published library — lockfiles are an application concern, not expected
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilesCargo.lock
manifestsCargo.toml, py-polars/pyproject.toml, py-polars/requirements-ci.txt, py-polars/requirements-dev.txt, py-polars/requirements-lint.txt
has_codeql_workflowno
has_security_policyyes
has_dependabot_configyes
Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.

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.

54Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files
agent_instruction_max_bytes
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
18/18One-command bootstrap — Makefile, crates/Makefile, py-polars/Makefile, py-polars/docs/Makefile, pyo3-polars/example/derive_expression/Makefile, pyo3-polars/example/extend_polars_python_dispatch/Makefile, pyo3-polars/example/io_plugin/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — py-polars/src/polars/py.typed
10/10Reproducible environment — Nix, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixyes
has_testsyes
lockfilesCargo.lock
has_dockerfileno
typed_languageyes
bootstrap_filesMakefile, crates/Makefile, py-polars/Makefile, py-polars/docs/Makefile, pyo3-polars/example/derive_expression/Makefile, pyo3-polars/example/extend_polars_python_dispatch/Makefile, pyo3-polars/example/io_plugin/Makefile
has_devcontainerno
has_linter_configno
typecheck_configspy-polars/src/polars/py.typed
agent_commit_share
toolchain_manifests
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
45/45Type-checkable code — Rust (statically typed)
54.2/55Manageable file sizes — 42/2,855 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes514,355
source_files_sampled2,855
oversized_source_files42
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — example, examples
Inputs used
example_dirsexample, examples
has_mcp_signalno
api_schema_files

Key facts

39,022GitHub stars
100contributors
2,181commits, last 12 months
0days since last push
100releases
2bus factor
2,489open issues
crates.io, PyPIpackage ecosystems

Data collection warnings

  • OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

More detail

Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIpolars-runtime-32== 1.42.1py-polars/pyproject.toml
All dependencies 651

Full resolved dependency set from the GitHub dependency graph: 1 direct and 650 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIpolars-runtime-321.42.1direct
crates.ioadler22.0.1indirect
crates.ioadler321.2.0indirect
crates.ioahash0.8.12indirect
crates.ioaho-corasick1.1.4indirect
crates.ioalloc-no-stdlib2.0.4indirect
crates.ioalloc-stdlib0.2.2indirect
crates.ioallocator-api20.2.21indirect
crates.ioandroid_system_properties0.1.5indirect
crates.ioanyhow1.0.102indirect
crates.ioapache-avro0.21.0indirect
crates.ioar_archive_writer0.5.1indirect
crates.ioarboard3.6.1indirect
crates.ioarc-swap1.9.1indirect
crates.ioargminmax0.6.3indirect
crates.ioarray-init-cursor0.2.1indirect
crates.ioarrayref0.3.9indirect
crates.ioarrayvec0.7.6indirect
crates.ioasync-channel2.5.0indirect
crates.ioasync-streamindirect
crates.ioasync-stream0.3.6indirect
crates.ioasync-stream-impl0.3.6indirect
crates.ioasync-trait0.1.89indirect
crates.ioatoi_simd0.18.1indirect
crates.ioatomic-waker1.1.2indirect
crates.ioautocfg1.5.1indirect
crates.ioavro-schema0.3.0indirect
crates.ioaws-configindirect
crates.ioaws-config1.8.18indirect
crates.ioaws-credential-types1.2.14indirect
crates.ioaws-lc-rs1.17.0indirect
crates.ioaws-lc-sys0.41.0indirect
crates.ioaws-runtime1.7.4indirect
crates.ioaws-sdk-s3indirect
crates.ioaws-sdk-s31.135.0indirect
crates.ioaws-sdk-sso1.101.0indirect
crates.ioaws-sdk-ssooidc1.103.0indirect
crates.ioaws-sdk-sts1.106.0indirect
crates.ioaws-sigv41.4.5indirect
crates.ioaws-smithy-async1.2.14indirect
crates.ioaws-smithy-checksumsindirect
crates.ioaws-smithy-checksums0.64.8indirect
crates.ioaws-smithy-eventstream0.60.20indirect
crates.ioaws-smithy-http0.63.6indirect
crates.ioaws-smithy-http-client1.1.13indirect
crates.ioaws-smithy-json0.62.7indirect
crates.ioaws-smithy-observability0.2.6indirect
crates.ioaws-smithy-query0.60.15indirect
crates.ioaws-smithy-runtime1.11.3indirect
crates.ioaws-smithy-runtime-api1.12.3indirect
crates.ioaws-smithy-runtime-api-macros1.0.0indirect
crates.ioaws-smithy-schema0.1.0indirect
crates.ioaws-smithy-types1.4.9indirect
crates.ioaws-smithy-xml0.60.15indirect
crates.ioaws-types1.3.16indirect
crates.iobase16ct0.2.0indirect
crates.iobase640.22.1indirect
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crates.iochacha200.10.0indirect
crates.iochrono0.4.44indirect
crates.iochrono-tz0.10.4indirect
crates.ioclipboard-win5.4.1indirect
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crates.iocmov0.5.4indirect
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crates.ioconst-oid0.10.2indirect
crates.ioconst-oid0.9.6indirect
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crates.iocore-foundation-sys0.8.7indirect
crates.iocpufeatures0.2.17indirect
crates.iocpufeatures0.3.0indirect
crates.iocrc2.1.0indirect
crates.iocrc-catalog1.1.1indirect
crates.iocrc-fast1.10.0indirect
crates.iocrc32fast1.5.0indirect
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.iocrossterm0.29.0indirect
crates.iocrossterm_winapi0.9.1indirect
crates.iocrunchy0.2.4indirect
crates.iocrypto-bigint0.5.5indirect
crates.iocrypto-common0.1.7indirect
crates.iocrypto-common0.2.2indirect
crates.ioctutils0.4.2indirect
crates.iodarling0.23.0indirect
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crates.iodigest0.10.7indirect
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crates.iodigest-io0.1.0indirect
crates.iodispatch20.3.1indirect
crates.iodisplaydoc0.2.6indirect
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crates.iodyn-cloneindirect
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crates.iofast-float20.2.3indirect
crates.iofastrand2.4.1indirect
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crates.iofind-msvc-tools0.1.9indirect
crates.ioflate21.1.9indirect
crates.iofloat-cmp0.10.0indirect
crates.iofnv1.0.7indirect
crates.iofoldhash0.1.5indirect
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crates.ioforeign-types0.3.2indirect
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crates.iogeneric-array0.14.7indirect
crates.iogethostname1.1.0indirect
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crates.iogetrandom0.3.4indirect
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crates.ioglobindirect
crates.ioglob0.3.3indirect
crates.iogroup0.13.0indirect
crates.ioh20.4.14indirect
crates.iohalf2.7.1indirect
crates.iohalfbrown0.4.0indirect
crates.iohashbrown0.15.5indirect
crates.iohashbrown0.16.1indirect
crates.iohashbrown0.17.1indirect
crates.ioheck0.5.0indirect
crates.iohex0.4.3indirect
crates.iohmac0.12.1indirect
crates.iohmac0.13.0indirect
crates.iohomeindirect
crates.iohome0.5.12indirect
crates.iohttp0.2.12indirect
crates.iohttp1.4.1indirect
crates.iohttp-body0.4.6indirect
crates.iohttp-body1.0.1indirect
crates.iohttp-body-util0.1.3indirect
crates.iohttparse1.10.1indirect
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crates.iohybrid-array0.4.12indirect
crates.iohyper1.10.1indirect
crates.iohyper-rustls0.27.9indirect
crates.iohyper-tls0.6.0indirect
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crates.ioiana-time-zone0.1.65indirect
crates.ioiana-time-zone-haiku0.1.2indirect
crates.ioicu_collections2.2.0indirect
crates.ioicu_locale_core2.2.0indirect
crates.ioicu_normalizer2.2.0indirect
crates.ioicu_normalizer_data2.2.0indirect
crates.ioicu_properties2.2.0indirect
crates.ioicu_properties_data2.2.0indirect
crates.ioicu_provider2.2.0indirect
crates.ioid-arena2.3.0indirect
crates.ioident_case1.0.1indirect
crates.ioidna1.1.0indirect
crates.ioidna_adapter1.2.2indirect
crates.ioindexmap2.14.0indirect
crates.ioinventory0.3.24indirect
crates.ioipnet2.12.0indirect
crates.ioiter-read1.1.0indirect
crates.ioitertools0.10.5indirect
crates.ioitertools0.14.0indirect
crates.ioitoa1.0.18indirect
crates.iojobserver0.1.34indirect
crates.iojs-sys0.3.99indirect
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crates.iojsonpath_lib_polars_vendor0.0.1indirect
crates.ioleb128fmt0.1.0indirect
crates.iolibcindirect
crates.iolibc0.2.186indirect
crates.iolibflate1.4.0indirect
crates.iolibflate_lz771.2.0indirect
crates.iolibloading0.9.0indirect
crates.iolibm0.2.16indirect
crates.iolibmimalloc-sys0.1.49indirect
crates.iolinux-raw-sys0.12.1indirect
crates.iolitemap0.8.2indirect
crates.iolitrs1.0.0indirect
crates.iolock_api0.4.14indirect
crates.iolog0.4.32indirect
crates.iolru0.16.4indirect
crates.iolru-slab0.1.2indirect
crates.iolz4indirect
crates.iolz41.28.1indirect
crates.iolz4-sys1.11.1+lz4-1.10.0indirect
crates.iolz4_flexindirect
crates.iolz4_flex0.13.1indirect
crates.iomatrixmultiply0.3.10indirect
crates.iomd-50.11.0indirect
crates.iomemchr2.8.1indirect
crates.iomemmap20.9.11indirect
crates.iomimallocindirect
crates.iomimalloc0.1.52indirect
crates.iominiz_oxide0.8.9indirect
crates.iomio1.2.1indirect
crates.ionative-tls0.2.18indirect
crates.iondarray0.17.2indirect
crates.ionix0.31.3indirect
crates.ionowindirect
crates.ionow0.1.3indirect
crates.iontapi0.4.3indirect
crates.ionumindirect
crates.ionum0.4.3indirect
crates.ionum-bigint0.4.6indirect
crates.ionum-complex0.4.6indirect
crates.ionum-conv0.2.2indirect
crates.ionum-derive0.4.2indirect
crates.ionum-integer0.1.46indirect
crates.ionum-iter0.1.45indirect
crates.ionum-rational0.4.2indirect
crates.ionum-traits0.2.19indirect
crates.ionumpy0.29.0indirect
crates.ioobjc20.6.4indirect
crates.ioobjc2-app-kit0.3.2indirect
crates.ioobjc2-core-foundation0.3.2indirect
crates.ioobjc2-core-graphics0.3.2indirect
crates.ioobjc2-encode4.1.0indirect
crates.ioobjc2-foundation0.3.2indirect
crates.ioobjc2-io-kit0.3.2indirect
crates.ioobjc2-io-surface0.3.2indirect
crates.ioobject0.37.3indirect
crates.ioobject_store0.13.2indirect
crates.ioonce_cellindirect
crates.ioonce_cell1.21.4indirect
crates.ioopenssl0.10.80indirect
crates.ioopenssl-macros0.1.1indirect
crates.ioopenssl-probe0.2.1indirect
crates.ioopenssl-sys0.9.116indirect
crates.iooutref0.5.2indirect
crates.iop2560.13.2indirect
crates.ioparking2.2.1indirect
crates.ioparking_lot0.12.5indirect
crates.ioparking_lot_core0.9.12indirect
crates.iopem-rfc74680.7.0indirect
crates.iopercent-encoding2.3.2indirect
crates.iophf0.12.1indirect
crates.iophf_shared0.12.1indirect
crates.iopin-project-lite0.2.17indirect
crates.iopin-utils0.1.0indirect
crates.iopkcs80.10.2indirect
crates.iopkg-config0.3.33indirect
crates.ioplanus1.1.1indirect
crates.iopolars-arrow-format0.2.1indirect
crates.iopolars-parquet-formatindirect
crates.iopolars-parquet-format0.1.0indirect
crates.ioportable-atomic1.13.1indirect
crates.ioportable-atomic-util0.2.7indirect
crates.iopotential_utf0.1.5indirect
crates.iopowerfmt0.2.0indirect
crates.ioppv-lite860.2.21indirect
crates.ioprettyplease0.2.37indirect
crates.ioprimeorder0.13.6indirect
crates.ioproc-macro2indirect
crates.ioproc-macro21.0.106indirect
crates.ioproptest1.11.0indirect
crates.ioprost0.11.9indirect
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        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 72,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "20 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "dataframe-library",
                "dataframe",
                "dataframes",
                "rust",
                "arrow",
                "python",
                "out-of-core",
                "polars"
              ],
              "has_wiki": false,
              "homepage": "https://docs.pola.rs",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://docs.pola.rs",
                "points": 15,
                "status": "met",
                "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": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 73,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dependency_lockfiles"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [
                "Cargo.lock"
              ],
              "manifests": [
                "Cargo.toml",
                "py-polars/pyproject.toml",
                "py-polars/requirements-ci.txt",
                "py-polars/requirements-dev.txt",
                "py-polars/requirements-lint.txt"
              ],
              "has_codeql_workflow": false,
              "has_security_policy": true,
              "has_dependabot_config": true
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": "published library — lockfiles are an application concern, not expected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "lockfiles_not_expected",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "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": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 54,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 82,
            "inputs": {
              "has_nix": true,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "crates/Makefile",
                "py-polars/Makefile",
                "py-polars/docs/Makefile",
                "pyo3-polars/example/derive_expression/Makefile",
                "pyo3-polars/example/extend_polars_python_dispatch/Makefile",
                "pyo3-polars/example/io_plugin/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "py-polars/src/polars/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, crates/Makefile, py-polars/Makefile, py-polars/docs/Makefile, pyo3-polars/example/derive_expression/Makefile, pyo3-polars/example/extend_polars_python_dispatch/Makefile, pyo3-polars/example/io_plugin/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, crates/Makefile, py-polars/Makefile, py-polars/docs/Makefile, pyo3-polars/example/derive_expression/Makefile, pyo3-polars/example/extend_polars_python_dispatch/Makefile, pyo3-polars/example/io_plugin/Makefile"
                    }
                  }
                ],
                "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": "py-polars/src/polars/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "py-polars/src/polars/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Nix, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Nix, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Rust",
              "largest_source_bytes": 514355,
              "source_files_sampled": 2855,
              "oversized_source_files": 42
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Rust (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Rust"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "42/2855 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 2855,
                      "oversized": 42
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "example",
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example, examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": [
    "OpenSSF Scorecard timed out after 240s; skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-15T21:03:32.120691Z",
  "schema_version": "0.11.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pola-rs/polars.svg",
  "full_name": "pola-rs/polars",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.11.0 — full methodology · metrics wiki.

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