Public record
Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 20:32 UTC

apache / arrow-julia

Official Julia implementation of Apache Arrow

JuliaApache-2.0★ 310 stars⑂ 78 forkssince Aug 2020View on GitHub ↗

apache/arrow-julia holds a health index of 67 out of 100, placing it in the Moderate band. It scores highest on Sustainability & Governance (72/100) and lowest on AI Readiness (39/100). It was last updated today. 2 contributors account for most of its recent work.

67
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.

67
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

23,511 followers3,146 public repossince Jan 2009

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

Metrics by category

Vitality

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

66Moderate · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
10.4/36Commit cadence — 15/52 weeks with commits
12.4/18Commit volume — 23 commits in the last year
4/10OpenSSF Scorecard: Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
Inputs used
commits_last_year23
human_commit_share0.82
days_since_last_push0
active_weeks_last_year15
How it's scored
27/27Ships releases — 38 releases published
16.2/36Release recency — latest release 188 days ago
19.8/27Release cadence — a release every ~105.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count38
latest_release_tagv2.8.1
releases_from_tagsno
days_since_latest_release188
mean_days_between_releases105.9
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?

64Moderate · 18% of overall
How it's scored
40.4/60Stars — 310 stars
15.7/25Forks — 78 forks
7.9/15Watchers — 27 watchers
Inputs used
forks78
stars310
watchers27
growth_stateorganic
growth_factor_pct100
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateno

Sustainability & Governance

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

72Good · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.6/22.5Commit distribution — top contributor authored 44% of commits
13.5/13.5Contributor breadth — 46 contributors
10/10OpenSSF Scorecard: Contributors — project has 48 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled46
top_contributor_share0.441
How it's scored
31.8/46.8Issue resolution — 68% of issues closed
33.7/38.3PR acceptance — 252/286 decided PRs merged
10.5/15OpenSSF Scorecard: Code-Review — Found 14/18 approved changesets -- score normalized to 7
Inputs used
merged_prs252
open_issues96
closed_issues205
issue_closed_ratio0.681
closed_unmerged_prs34
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 23,511 followers of apache
25/25Track record — 3,146 public repos, account ~17 yr old
Inputs used
followers23,511
owner_typeOrganization
is_verified
owner_loginapache
public_repos3,146
account_age_days6,394

Engineering Quality

Are baseline engineering and documentation practices in place?

68Moderate · 20% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
6/20OpenSSF Scorecard: CI-Tests — 10 out of 30 merged PRs checked by a CI test -- score normalized to 3
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://arrow.apache.org/julia/
10/10Repository description
10/10Topics — 2 topics
0/10Wiki
Inputs used
topicsjulia, apache-arrow
has_wikino
homepagehttps://arrow.apache.org/julia/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

61Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
0.8/2.5CI-Tests — 10 out of 30 merged PRs checked by a CI test -- score normalized to 3
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 14/18 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 48 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
3/7.5Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
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
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate6.1
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. 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.

39At risk · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 76 of 82 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.927
agent_instruction_files
agent_instruction_max_bytes
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
0/10Reproducible environment
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 17 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.01
toolchain_manifests
dependency_bot_commit_share0.17
How it's scored
0/45Type-checkable code — Julia without a type-check config
55/55Manageable file sizes — 0/1 source files over 60KB
Inputs used
primary_languageJulia
largest_source_bytes1,831
source_files_sampled1
oversized_source_files0

Key facts

310GitHub stars
46contributors
23commits, last 12 months
0days since last push
38releases
2bus factor
96open issues
package ecosystems

More detail

Star and fork history 310 ★ / 78 ⇿
310Stars
78Forks
38Releases

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.

012525037531077162020-082023-082026-07
Major 2Minor 14Patch 22

Each point covers 6 days.

OpenSSF Scorecard 6.1 / 10
6.1aggregate

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 · 2026-07-21 20:32 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
3CI-Tests10 out of 30 merged PRs checked by a CI test -- score normalized to 3
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 14/18 approved changesets -- score normalized to 7
10Contributorsproject has 48 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
4Maintained5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
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
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
All dependencies 0

Full resolved dependency set from the GitHub dependency graph: 0 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies to assess

Raw JSON report machine-readable
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          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python)\r\nfrom 2 to 5.\r\n<details>\r\n<summary>Release notes</summary>\r\n<p><em>Sourced from <a\r\nhref=\"https://github.com/actions/setup-python/releases\">actions/setup-python's\r\nreleases</a>.</em></p>\r\n<blockquote>\r\n<h2>v5.0.0</h2>\r\n<h2>What's \n[…]\nou reopen the\r\nPR or upgrade to it yourself)\r\n\r\n\r\n</details>\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 2 to 5 (#522)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-12T20:28:17Z",
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          "is_coding_agent": false
        },
        {
          "oid": "2c2d3e93001f30ff7dd1b682f0ebea77107cba90",
          "body": "Bumps\r\n[julia-actions/julia-buildpkg](https://github.com/julia-actions/julia-buildpkg)\r\nfrom 1.2 to 1.6.\r\n<details>\r\n<summary>Release notes</summary>\r\n<p><em>Sourced from <a\r\nhref=\"https://github.com/julia-actions/julia-buildpkg/releases\">julia-actions/julia-buildpkg's\r\nreleases</a>.</em></p>\r\n<bloc\n[…]\nou reopen the\r\nPR or upgrade to it yourself)\r\n\r\n\r\n</details>\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump julia-actions/julia-buildpkg from 1.2 to 1.6 (#521)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-07T00:04:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f359c2377de646f79ff5ab58b441fa50d74adc27",
          "body": "Bumps\r\n[julia-actions/setup-julia](https://github.com/julia-actions/setup-julia)\r\nfrom 1 to 2.\r\n<details>\r\n<summary>Release notes</summary>\r\n<p><em>Sourced from <a\r\nhref=\"https://github.com/julia-actions/setup-julia/releases\">julia-actions/setup-julia's\r\nreleases</a>.</em></p>\r\n<blockquote>\r\n<h2>v2.\n[…]\nou reopen the\r\nPR or upgrade to it yourself)\r\n\r\n\r\n</details>\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump julia-actions/setup-julia from 1 to 2 (#520)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-07T00:03:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "60b34bfd00eb16d3c24afc7cb1ed72d709107689",
          "body": "Bumps [actions/cache](https://github.com/actions/cache) from 1 to 4.\r\n<details>\r\n<summary>Release notes</summary>\r\n<p><em>Sourced from <a\r\nhref=\"https://github.com/actions/cache/releases\">actions/cache's\r\nreleases</a>.</em></p>\r\n<blockquote>\r\n<h2>v4.0.0</h2>\r\n<h2>What's Changed</h2>\r\n<ul>\r\n<li>Updat\n[…]\nou reopen the\r\nPR or upgrade to it yourself)\r\n\r\n\r\n</details>\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/cache from 1 to 4 (#519)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-07T00:02:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "24981f12b549bbccb8b85edc27efbb42b59d11c1",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 3 to\r\n4.\r\n<details>\r\n<summary>Release notes</summary>\r\n<p><em>Sourced from <a\r\nhref=\"https://github.com/actions/checkout/releases\">actions/checkout's\r\nreleases</a>.</em></p>\r\n<blockquote>\r\n<h2>v4.0.0</h2>\r\n<h2>What's Changed</h2>\r\n<u\n[…]\nou reopen the\r\nPR or upgrade to it yourself)\r\n\r\n\r\n</details>\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 3 to 4 (#518)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-08-06T23:34:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1c826b14ddcae274598a14883564f87c1ffed0a3",
          "body": "fixes #513\r\n\r\n* Install Subversion explicitly\r\n* Because recent macOS GitHub Actions runner doesn't provide Subversion\r\nby default\r\n* Add support for installing Julia for macOS (Apple Silicon)\r\n  * Because the current `macos-latest` is macOS (Apple Silicon)",
          "is_bot": false,
          "headline": "release: Fix \"Verify release\" job on macOS GitHub Actions runner (#514)",
          "author_name": "Sutou Kouhei",
          "author_login": "kou",
          "committed_at": "2024-08-06T20:50:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7825543aa2975c9404f02930a8e8a6689befc26b",
          "body": "fixes #515",
          "is_bot": false,
          "headline": "ci: Enable Dependabot for GitHub Actions (#516)",
          "author_name": "Sutou Kouhei",
          "author_login": "kou",
          "committed_at": "2024-08-06T20:49:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1a91bfcbdca5532002d75c127db858d49133cec",
          "body": null,
          "is_bot": false,
          "headline": "Bump compat for TranscodingStreams",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2024-07-04T05:23:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64fc730f767de84835a5f1b4fc9b7831a3c2d15b",
          "body": "Hi,\r\n\r\nHere is a minimal example of the issue I've encountered.\r\n\r\n```julia\r\n struct A\r\n    x::Int\r\nend\r\n\r\nstruct B\r\n    a::A\r\nend\r\n\r\nv = [B(A(i)) for i =1:3]\r\n\r\nio = IOBuffer()\r\nArrow.write(io, v; file=false)\r\nseekstart(io)\r\nArrow.append(io, v) # throws\r\n```\r\n\r\nI don't know if this is really necess\n[…]\no `append` can succeed,\r\nI do not think that this creates retro-compatibility issues.\r\n\r\nThanks for the review!\r\n\r\n---------\r\n\r\nCo-authored-by: Ben Baumgold <4933671+baumgold@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Compatibility of schemas with nested types (#504)",
          "author_name": "Romain Poncet",
          "author_login": "poncito",
          "committed_at": "2024-05-05T19:07:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ac199b0e377502ea0f1fa5ced7fda897a01b82a9",
          "body": "Co-authored-by: Ben Baumgold <4933671+baumgold@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Bugfix type instability in length(::Arrow.ToList) (#497)",
          "author_name": "Joao Aparicio",
          "author_login": "JoaoAparicio",
          "committed_at": "2024-01-30T17:37:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37122911c24f44318e6d4a0840408adb3364cf2a",
          "body": "… (#493)\n\nMotivated by\r\nhttps://github.com/beacon-biosignals/Legolas.jl/issues/94#issuecomment-1837366852\r\n\r\nStill requires:\r\n\r\n- [x] docs\r\n- [x] a test\r\n- [x] a bit more due diligence benchmarking-wise. `@benchmark`ing the\r\naccess in the test case from\r\nhttps://github.com/beacon-biosignals/Legolas.jl/issues/94 didn't reveal\r\nany perf difference, which seems like a good sign\r\n\r\n---------\r\n\r\nCo-authored-by: Eric Hanson <5846501+ericphanson@users.noreply.github.com>",
          "is_bot": false,
          "headline": "enable field-order-agnostic overloads of `fromarrow` for struct types…",
          "author_name": "Jarrett Revels",
          "author_login": "jrevels",
          "committed_at": "2023-12-05T17:33:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "787768fc60ff09ea52be0c5fb7c40e04be47619b",
          "body": "…columns are regular vectors (#487)\n\nCo-authored-by: Bogumił Kamiński <bkamins@sgh.waw.pl>",
          "is_bot": false,
          "headline": "Docs: add a note about using `copy()` to get a `DataFrame` where the …",
          "author_name": "Dilum Aluthge",
          "author_login": "DilumAluthge",
          "committed_at": "2023-10-22T20:54:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "953cbac5f25076b45452213db5cd9f21e74250a8",
          "body": "fix #470",
          "is_bot": false,
          "headline": "Use https://arrow.apache.org/julia/ as the official document URL (#490)",
          "author_name": "Sutou Kouhei",
          "author_login": "kou",
          "committed_at": "2023-10-16T11:14:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95c053a272ddae7d2037eddad0379681c59e3608",
          "body": "This package didn't specify `compat` for Documenter, so when the\r\nbreaking v1 release was made, it broke the docs build (since warnings\r\nbecame errors). This PR fixes those errors and specifies compatibility\r\nwith Documenter v1.",
          "is_bot": false,
          "headline": "Fix docs errors (#491)",
          "author_name": "Eric Hanson",
          "author_login": "ericphanson",
          "committed_at": "2023-10-16T11:13:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42a46f5087ffb6a1f4e03cfe5d2236b646a6656f",
          "body": "Co-authored-by: Eric Hanson <5846501+ericphanson@users.noreply.github.com>",
          "is_bot": false,
          "headline": "bump (#488)",
          "author_name": "Joao Aparicio",
          "author_login": "JoaoAparicio",
          "committed_at": "2023-10-15T21:03:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95efe954784062a115c2a5af15f5c4dbde3fe6f3",
          "body": "The previous link was broken, giving error 404.",
          "is_bot": false,
          "headline": "Fix documentation link (#478)",
          "author_name": "Guilherme Bodin",
          "author_login": "guilhermebodin",
          "committed_at": "2023-07-29T20:27:28Z",
          "body_truncated": false,
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        },
        {
          "oid": "d6695626fbd1f4db5b5da5b0b137893d16871fc6",
          "body": null,
          "is_bot": false,
          "headline": "Fix example in Arrow.Writer (#480)",
          "author_name": "Guilherme Bodin",
          "author_login": "guilhermebodin",
          "committed_at": "2023-07-29T19:42:45Z",
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        {
          "oid": "7eaf0b234cc5c9816537dd39bcd3fd9351c3e2e9",
          "body": null,
          "is_bot": false,
          "headline": "Fix documentation example for Arrow.Writer (#479)",
          "author_name": "Guilherme Bodin",
          "author_login": "guilhermebodin",
          "committed_at": "2023-07-29T10:32:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8d2203b07380e1423723b5bfe32356aa1239284",
          "body": "Should fix #336.\r\n\r\nFor more context, see the [same\r\nfix](https://github.com/JuliaData/CSV.jl/commit/077e177e359c0b58e2d6db0b660a235a2ee54228)\r\nwe made for this in CSV.jl.\r\n\r\nBasically, objects interpolated into or returned from spawned tasks can\r\nbe unexpectedly kept alive long after the task has f\n[…]\ngarbage-collected due to individual threads\r\nholding the most recent task as a reference. Using `@wkspawn` ensures\r\ntasks themselves don't hold references to any of these once they're done\r\nexecuting.",
          "is_bot": false,
          "headline": "Use wkspawn from ConcurrentUtilities instead of Threads.spawn (#469)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-14T12:16:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc7cc2d7512c9699cb73109c5b646b6d377fce36",
          "body": "I used the default JuliaFormatter options, but we can customize them if\r\nwe want to with a `.JuliaFormatter.toml` file. Details available here:\r\n\r\nhttps://domluna.github.io/JuliaFormatter.jl\r\n\r\nFixes #398.  CC: @svilupp",
          "is_bot": false,
          "headline": "Formatting (#464)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
          "committed_at": "2023-06-14T00:16:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce8b581a7d5b53f88d48ef651a19b02425af6e21",
          "body": "Implements @kou's suggestion in\r\n\r\nhttps://github.com/apache/arrow-julia/issues/463#issuecomment-1588454604.",
          "is_bot": false,
          "headline": "Try to fix docs by publishing to apache infra (#468)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-13T16:23:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c439bac84d1f4f59180837338d3b2eb0ec6de6c",
          "body": "Fixes #461. This is the other proposal from what I originally suggested.\r\nThough `Tuple{Varag}` is never the concrete type of a value in Julia, it\r\ncomes up when dealing with structs with fields that have Vararg types;\r\nnot common at all, but it's allowed and happens.\r\n\r\nThe reflection code here is \n[…]\nto see if a tuple has a vararg element.\r\nI've commented out the Arrow/runtests test for now until we bump another\r\nversion and can then uncomment. Unit tests are added for ArrowTypes in\r\nthe meantime.",
          "is_bot": false,
          "headline": "Ensure that ArrowTypes.default is defined for Vararg tuples (#466)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-13T13:44:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a48407886eae3acf54ee3d43e7e8ed3836d234b7",
          "body": "Fixes #392",
          "is_bot": false,
          "headline": "Fix typo in passing largelists keyword arg (#467)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-13T13:40:45Z",
          "body_truncated": false,
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        },
        {
          "oid": "5532270a27ce33ce98e640f28a8f597680786042",
          "body": "1. Re-enable commented-out test from #456\r\n2. Use separate test-specific Project.toml to allow for test-specific\r\ncompat (and remove compat shim)\r\n3. Replace testing println with testsets",
          "is_bot": false,
          "headline": "cleanup testing (#462)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
          "committed_at": "2023-06-12T16:24:17Z",
          "body_truncated": false,
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        {
          "oid": "9f1d51a2c975bd83cbaf70c5f640762c6a0bccaf",
          "body": null,
          "is_bot": false,
          "headline": "Bump Arrow & ArrowTypes versions (#460)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-09T13:27:15Z",
          "body_truncated": false,
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        },
        {
          "oid": "5231195705fc8ccb122d04da762e08f454e09cef",
          "body": "`similar(::Type{<:SubArray})` doesn't exist. This change should handle\r\nit gracefully.\r\n\r\n---------\r\n\r\nCo-authored-by: Jacob Quinn <quinn.jacobd@gmail.com>",
          "is_bot": false,
          "headline": "implement default for SubArray (#456)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
          "committed_at": "2023-06-09T03:26:31Z",
          "body_truncated": false,
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        },
        {
          "oid": "074c7a77b821b608ab085c498ef328f4f455375e",
          "body": "Fixes issue reported by @Moelf in #458.\r\n\r\nThe issue is we need to get the eltype from the recursively built child\r\narray instead of as a top-level translation of the current field type.",
          "is_bot": false,
          "headline": "Fix case of recursively nested lists (#459)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-08T15:39:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f039a5e929e0a6d253788e4cf78b5e956841772f",
          "body": "Should fix #416.\r\n\r\n---------\r\n\r\nCo-authored-by: Sutou Kouhei <kou@clear-code.com>",
          "is_bot": false,
          "headline": "Fix various links/urls for apache/arrow-julia (#457)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-07T15:15:44Z",
          "body_truncated": false,
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        },
        {
          "oid": "2d1114e180ef11f9d3bbe310b2eb856550cfbeb3",
          "body": null,
          "is_bot": false,
          "headline": "Update Project.toml",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-06T21:30:16Z",
          "body_truncated": false,
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        },
        {
          "oid": "5b6d412685bfebb7164694cd55339aa7fe974f74",
          "body": "Includes the bug-fix from #453 / #454",
          "is_bot": false,
          "headline": "bump version for new release (#455)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
          "committed_at": "2023-06-06T18:59:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "7044e19849382129e0712133ee5ebb13310f53ee",
          "body": "I introduced this bug in #389 - my apologies.  Fixes #453.",
          "is_bot": false,
          "headline": "#453 fix typeo introduced in #389 (#454)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
          "committed_at": "2023-06-06T18:17:28Z",
          "body_truncated": false,
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        },
        {
          "oid": "8aed96998ace1010580a74d03222770140acd579",
          "body": "… (#451)\n\nfixes #450",
          "is_bot": false,
          "headline": "release: Add how to register ArrowTypes to the Julia General Registry…",
          "author_name": "Sutou Kouhei",
          "author_login": "kou",
          "committed_at": "2023-06-06T03:36:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e57bdab3171df107fba887e50e34632f8a71096b",
          "body": "Fixes #437. Thanks to @DrChainsaw for the investigation, proposed fix,\r\nand test file.",
          "is_bot": false,
          "headline": "Fix case where compressed file reports non-zero buffer length (#448)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-05T13:52:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "771db0a31685e6b12e8b576685b7d8d5c573b855",
          "body": "I think we've merged enough PRs that we should probably cut a release.",
          "is_bot": false,
          "headline": "bump version of Arrow and ArrowTypes to prepare for new release (#447)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
          "committed_at": "2023-06-02T20:35:32Z",
          "body_truncated": false,
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        },
        {
          "oid": "784b27bc81ea227f5556106d948db42d79b84fcb",
          "body": null,
          "is_bot": false,
          "headline": "fix Base.eltype methods and functions that take Type parameters (#404)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
          "committed_at": "2023-06-02T17:12:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e295928b879b65180f89fb47fb3bbcfcb4053045",
          "body": null,
          "is_bot": false,
          "headline": "Return SubArrays when possible for arrow list types (#446)",
          "author_name": "Jacob Quinn",
          "author_login": "quinnj",
          "committed_at": "2023-06-02T17:11:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1b53263cd73a4a8fb61cfb7c0392a92239fe43e",
          "body": "Implement Base.isdone for Arrow.Stream\r\n\r\n\r\nhttps://github.com/JuliaLang/julia/blob/v1.8.5/base/essentials.jl#L882-L895\r\n\r\nThis enables calling `Base.isempty(::Arrow.Stream)` without affecting\r\nthe state of the Arrow.Stream object.",
          "is_bot": false,
          "headline": "Base.isdone for Stream (#428)",
          "author_name": "Ben Baumgold",
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          "body": "Fixes #396.\r\n\r\nAs noted in the originally reported issue, enabling debug logging when\r\nwriting arrow data with compression can result in segfaults because the\r\nunderlying CodecX package have debug logs, causing task\r\nswitches/migration and thus making the pattern of using a single\r\n`X_COMPRESSOR` ar\n[…]\nI've added\r\n@svilupp as a co-author here since they started the original movement\r\nfor the code to go in this direction.\r\n\r\n---------\r\n\r\nCo-authored-by: J S <49557684+svilupp@users.noreply.github.com>",
          "is_bot": false,
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          "body": "This allows users to read Arrow files while they're being written even\r\nwhen not using IPC mode. This is accomplished by removing the\r\nrequirement that the data must end with the magic \"ARROW1\".",
          "is_bot": false,
          "headline": "enable incremental reads of arrow-formatted files (#408)",
          "author_name": "Ben Baumgold",
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          "oid": "9385a9129b669ebeea1c69eaf40825bab2228719",
          "body": "We had this functionality w/ `Arrow.Stream`, but it's convenient and not\r\nthat expensive to define it for `Arrow.Table` as well.\r\n\r\nFixes #293.",
          "is_bot": false,
          "headline": "Add Tables.partitions definition for Arrow.Table (#443)",
          "author_name": "Jacob Quinn",
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        {
          "oid": "94f7e37f637878c9850ebe345664011a636e3ecb",
          "body": "…382)\n\nCloses #375 \r\n\r\nThis PR fixes a problem in reading an Arrow IPC file generated by C#\r\nApache.Arrow 10.0.1 where the last recursive iteration to get the\r\ndictionaries returns `nothing` instead of an empty iterable.",
          "is_bot": false,
          "headline": "Get dictionaries of children only when field.children not nothing  (#…",
          "author_name": "Önder Kartal",
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          "body": "Successor to https://github.com/apache/arrow-julia/pull/309",
          "is_bot": false,
          "headline": "Remove scopedenum for EnumX (#444)",
          "author_name": "Jacob Quinn",
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          "body": "It's unclear why other language implementations will have a compression\r\nset for arrow data, then indicate that the length is -1, as a sentinel\r\nvalue that the data is actually _not_ compressed. But since they do, we\r\ncan handle that case pretty easily. I'm basically just adding a test\r\nhere from @DrChainsaw's original PR (#436 ).",
          "is_bot": false,
          "headline": "Handle len of -1 in \"compressed\" buffers from other languages (#442)",
          "author_name": "Jacob Quinn",
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          "body": "Fix #435 \r\n\r\nHipshot PR from the github API. Not sure how to add tests for this if\r\nneeded. It reads my files correctly at least :)",
          "is_bot": false,
          "headline": "Add handling of len = -1 in uncompress (#436)",
          "author_name": "DrChainsaw",
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          "body": "Fixes #411. Alternative to #419.\r\n\r\nThis PR should be compatible with or without the ArrowTypes changes. I\r\nthink it's fine to do compat things in Arrow like this as long as they\r\ndon't get out of hand and we can eventually remove them as we bump\r\nrequired ArrowTypes versions and such.\r\n\r\nThe PR con\n[…]\nt for \"binary string\"s. Julia has a pretty good match\r\nfor that in `Base.CodeUnits`, so instead, we use that to write Binary\r\nand `Vector{UInt8}` is treated as a regular List of Primitive UInt8\r\ntype.",
          "is_bot": false,
          "headline": "Don't treat Vector{UInt8} as Arrow Binary type (#439)",
          "author_name": "Jacob Quinn",
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          "body": null,
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          "author_name": "Jacob Quinn",
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          "body": "Closes #429.  Related to #345.",
          "is_bot": false,
          "headline": "#429 fix alignment for compressed data (#430)",
          "author_name": "Ben Baumgold",
          "author_login": "baumgold",
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          "body": "Co-authored-by: Eric Hanson <5846501+ericphanson@users.noreply.github.com>\r\nCo-authored-by: Sutou Kouhei <kou@cozmixng.org>",
          "is_bot": false,
          "headline": "add dev CI for monorepo (#424)",
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          "body": "This is to get #415 released to allow writing wide (more than 65535\r\ncolumns) tables to Arrow.\r\n\r\n@kou, could you take it from here?",
          "is_bot": false,
          "headline": "Bump patch version (#423)",
          "author_name": "Simone Carlo Surace",
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          "body": "If we let transcode to its own allocation it will allocate a small\r\nvector, start filling it, resize the vector, fill it some more, resize\r\nthe vector, etc.\r\n\r\nInstead in this commit we pre-allocate a vector of the corect size and\r\npass it to transcode().\r\n\r\nInspired by https://github.com/apache/arrow-julia/pull/399",
          "is_bot": false,
          "headline": "Pre-allocate buffer (#422)",
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          "body": "Tests under \"misc\" aren't bundled into testsets. As a consequence, tests\r\nterminate when the first misc test fails, making it difficult to get a\r\ngood picture of how many failing misc tests remain.\r\n\r\nIn this commit I've bundled misc tests into testsets.\r\n\r\nFor example, in (unrelated) work that I'm \n[…]\n total misc tests.\r\nBefore it would just show 1 error out of 69 misc tests, as it was\r\nstopping early.\r\nDoes anyone else like this?\r\n\r\nCo-authored-by: Joao Aparicio <joao.aparicio@mavensecurities.com>",
          "is_bot": false,
          "headline": "Add @testsets for misc tests (#421)",
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          "body": "Closes #414 \r\n\r\n`Tables.Schema` does not store names in the type parameters if there are\r\nmore than `(2^16) - 1` columns:\r\n\r\n\r\nhttps://github.com/JuliaData/Tables.jl/blob/2cb13998e856692ed273c931b83477caf8b7b020/src/Tables.jl#L477-L483\r\n\r\n---------\r\n\r\nCo-authored-by: Eric Hanson <5846501+ericphanson@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Use `getproperty` instead of type parameter to get names (#415)",
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          "headline": "Fix deprecation of getproperty(::Pairs, s) (#409)",
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          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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          {
            "name": "Dependency-Update-Tool",
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            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "note": null,
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                "points": 22.5,
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        "weight": 0.24,
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            "notes": [],
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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          {
            "key": "stewardship",
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            "notes": [],
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                "status": "missed",
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                "key": "owner_reach",
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            ]
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        ],
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        "key": "engineering",
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        "weight": 0.2,
        "metrics": [
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            "inputs": {
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              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 6.1
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "10 out of 30 merged PRs checked by a CI test -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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 14/18 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 48 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4",
                "points": 3,
                "status": "partial",
                "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 detected",
                "points": 5,
                "status": "met",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 14
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "at_risk",
        "name": "AI Readiness",
        "value": 39,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.927,
              "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": "76 of 82 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 76,
                      "sampled": 82
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 32,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.01,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.17
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "1 of the last 100 commits agent-authored or agent-credited",
                "points": 2,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "17 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 17,
                      "sampled": 100
                    }
                  }
                ],
                "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": 55,
            "inputs": {
              "primary_language": "Julia",
              "largest_source_bytes": 1831,
              "source_files_sampled": 1,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Julia without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Julia"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/1 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T20:32:38.610954Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/apache/arrow-julia.svg",
  "full_name": "apache/arrow-julia",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v0.23.0 — full methodology · metrics wiki.

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