Public record
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-24 15:11 UTC

arr-ai / arrai

The ultimate data engine.

GoApache-2.0★ 21 stars⑂ 15 forkssince Nov 2017View on GitHub ↗
KindLibraryCommand-line toolhow this is determined

arr-ai/arrai holds a health index of 71 out of 100, placing it in the Good band. It scores highest on AI Readiness (85/100) and lowest on Security (43/100). It was last updated today. 2 contributors account for most of its recent work.

71
overall / 100
Good

Software health index

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

71
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 63 is calibrated to 71 on the published index scale (record calibration 2026-08-02).

Ownership

arr-aiOrganization
3 followers10 public repossince Nov 2017

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/arr-ai/arraiv0.337.0-2768 days ago

Metrics by category

Vitality

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

70Good · 21% of overall

Development activity

57Moderate
How it's scored
36/36Push recency — last push 0 days ago
4.2/36Commit cadence — 6/52 weeks with commits
12.7/18Commit volume — 25 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_year25
human_commit_share1
days_since_last_push0
active_weeks_last_year6

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 6 days ago
27/27Release cadence — a release every ~15.3 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv0.337.0
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases15.3

Community & Adoption

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

44Weak · 17% of overall

Popularity & adoption

33At Risk
How it's scored
21.1/60Stars — 21 stars
9.6/25Forks — 15 forks
2.7/15Watchers — 4 watchers
Inputs used
forks15
stars21
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

57Moderate
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges—
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes

Sustainability & Governance

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

66Good · 23% of overall

Maintainer resilience (bus factor)

63Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
14.4/22.5Commit distribution — top contributor authored 36% of commits
13.5/13.5Contributor breadth — 22 contributors
10/10OpenSSF Scorecard: Contributors — project has 4 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled22
top_contributor_share0.362

Issue & PR responsiveness

54Moderate
How it's scored
22.2/42Issue resolution — 53% of issues closed
24.7/30PR acceptance — 372/451 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs372
open_issues126
closed_issues141
prs_merged_7d—
prs_decided_7d—
prs_merged_30d—
prs_decided_30d—
issue_closed_ratio0.528
closed_unmerged_prs79
first_time_authors_30d—
first_time_prs_merged_30d—
first_time_prs_decided_30d—
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.

Ownership & stewardship

54Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
4.3/25Owner reach — 3 followers of arr-ai
19.6/25Track record — 10 public repos, account ~8 yr old
Inputs used
followers3
owner_typeOrganization
is_verified—
owner_loginarr-ai
public_repos10
account_age_days3,184

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 8 days ago
20/20Version history — 276 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/arr-ai/arrai
ecosystemsgo
any_deprecatedno
min_days_since_publish8

Engineering Quality

Are baseline engineering and documentation practices in place?

83Excellent · 19% of overall

Engineering practices

78Good
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml
0/9.6Pre-commit hooks
0/6.4.editorconfig
14/20OpenSSF Scorecard: CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — http://arr.ai
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepagehttp://arr.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

43Weak · 16% of overall

Security posture

37Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
1.8/2.5CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 4 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no 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
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3/7.5Vulnerabilities — 6 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.7
Excluded from scoring (no data or not applicable): branch_protection. Remaining weights renormalized.

Dependency advisories

66Good
How it's scored
9.5/35Direct dependencies free of known advisories — 1 affected: google.golang.org/grpc v1.79.3 (critical 9.1)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories6
affected_packages5
assessed_packages1,197
unassessed_packages0
affected_by_severitycritical 1, high 3, unknown 1
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 1197 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

85Excellent · 4% of overall

Agent context & guidance

83Excellent
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
37.9/40Legible commit history — 71 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.71
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes5,899

Verify loop (build / test / typecheck)

83Excellent
How it's scored
18/18One-command bootstrap — Makefile, examples/bundle/Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yml
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 21 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_filesMakefile, examples/bundle/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0.21
toolchain_manifestsexamples/bundle/go.mod, go.mod
dependency_bot_commit_share0

Code legibility for models

100Exceptional
How it's scored
45/45Type-checkable code — Go (statically typed)
55/55Manageable file sizes — 0/321 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes47,133
source_files_sampled321
oversized_source_files0

Machine-readable interfaces

80Excellent
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — examples/grpc/Foo.proto, translate/pb/test/sysl.proto
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_filesexamples/grpc/Foo.proto, translate/pb/test/sysl.proto

Key facts

21GitHub stars
22contributors
25commits, last 12 months
0days since last push
100releases
2bus factor
126open issues
Go, npmpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 15 ⇿
0Stars
15Forks
90Releases

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.

03581013151522020-012022-072025-02
Major 0Minor 90Patch 0

Each point covers 5 days.

OpenSSF Scorecard 3.7 / 10
3.7aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-24 15:11 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
7CI-Tests9 out of 12 merged PRs checked by a CI test -- score normalized to 7
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update 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
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
4Vulnerabilities6 existing vulnerabilities detected
Direct dependencies 21
RegistryPackageVersion constraintManifest
Gogithub.com/arr-ai/frozenv1.11.0go.mod
Gogithub.com/arr-ai/hashv1.1.0go.mod
Gogithub.com/arr-ai/protov0.0.0-20180422074755-2ffbedebee50go.mod
Gogithub.com/arr-ai/wbnfv0.38.0go.mod
Gogithub.com/chzyer/readlinev1.5.1go.mod
Gogithub.com/go-errors/errorsv1.5.1go.mod
Gogithub.com/gorilla/websocketv1.5.3go.mod
Gogithub.com/iancoleman/strcasev0.3.0go.mod
Gogithub.com/mattn/go-isattyv0.0.20go.mod
Gogithub.com/pkg/errorsv0.9.1go.mod
Gogithub.com/rjeczalik/notifyv0.9.3go.mod
Gogithub.com/sethvargo/go-retryv0.1.0go.mod
Gogithub.com/sirupsen/logrusv1.9.4go.mod
Gogithub.com/spf13/aferov1.11.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/urfave/cli/v2v2.2.0go.mod
Gogithub.com/xuri/excelize/v2v2.11.0go.mod
Gogolang.org/x/textv0.40.0go.mod
Gogoogle.golang.org/grpcv1.79.3go.mod
Gogoogle.golang.org/protobufv1.36.10go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
All dependencies 1,197

Full resolved dependency set from the GitHub dependency graph: 22 direct and 1,175 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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Gogithub.com/arr-ai/wbnfv0.38.0direct
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Gogithub.com/go-errors/errorsv1.5.1direct
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Dependency advisories 5

This repository publishes no package the index resolves, so its own dependency graph was assessed — 1,197 packages, which also include development and test pins that never ship: 5 carry known advisories, of which 1 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
google.golang.org/grpcv1.79.3directcritical11.82.1
fast-uri3.1.3indirecthigh14.1.1
svgo3.3.3indirecthigh14.0.2
websocket-driver0.7.4indirecthigh20.7.5
golang.org/x/cryptov0.54.0indirectunknown1—

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

Raw JSON report machine-readable
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          "headline": "Fix svgo Billion Laughs DoS vulnerability (npm audit)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-08T08:24:07Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "62c030295ec57672dfa08a87d1a90640b4109637",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add root agent guide symlink and README mention",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-08T06:58:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b5127e201838471f04a82cad928976b6ad035e44",
          "body": "…(#702)\n\n* Add perf audit artifacts, benchmarks, and dict union regression test\n\nAdds documentation and test artifacts from the frozen generics performance\naudit: perf audit report, convergence targets (T1 achieved, T2 retired),\nmicro/perf benchmarks, and a regression test for dict union with\nuncomp\n[…]\n4.6 <noreply@anthropic.com>\n\n* Regenerate stdlib bundles for frozen v1.11.0\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add perf audit artifacts, benchmarks, and dict union regression test …",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-08T05:57:36Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "37660451eb59cb24472e153869345eeed37e67ad",
          "body": "* Fix CI: remove deprecated lint config, bump Node and Go versions\n\n- Remove govet.check-shadowing and revive.min-confidence (removed in\n  golangci-lint v1.64)\n- Bump docs workflow Node from 18.x to 20.x (Docusaurus 3.9 requires it)\n- Bump wasm workflow Go from 1.21 to 1.24 and Node to 20.x, replace\n[…]\nfor Go 1.24+\n\nGo 1.24 moved wasm_exec_node.js from misc/wasm/ to lib/wasm/.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix CI: remove deprecated lint config, bump Node and Go versions (#700)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-03T12:46:06Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1a8b39023f47137205061e4542360f68984a902a",
          "body": "Add embedded agents-guide.md with comprehensive arrai documentation\nfor AI coding assistants, accessible via `arrai --help-agent`. Add\nNOTICES file for third-party license attribution. Fix comment typo\nin release workflow.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add --help-agent flag, agent guide, and NOTICES (#699)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-03T12:28:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "da12aa2de43d6406fe99469f6bc0ec0ea2c8534f",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Override serialize-javascript to fix remaining npm audit vulnerability",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-03T09:29:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2e02cfb7bf44e36fdca467875f07944e2bba7465",
          "body": "Resolves all Dependabot PRs for Go modules. The remaining npm\nserialize-javascript vulnerability requires a Docusaurus major upgrade.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update dependencies: go mod tidy examples/bundle, npm audit fix docs",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-03T09:23:24Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3f8d13b6e36b244a8c8deb8db14a01cef6e5b38d",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Regenerate stdlib bundles for frozen v1.9.0",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T12:57:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b885dc5d7fa2ba72b5814b145bcc50fc9583c50d",
          "body": "Rename archives.builds→ids, format→formats, format_overrides.format→formats.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix deprecated goreleaser v2 config fields",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T12:51:08Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "dc7414e5ddc8d3b323976599fe4911b0c2784475",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix gofmt double blank line in rel/value.go",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T12:44:26Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "76a3c6d28d4ea7107cf3375c2ad347987985f404",
          "body": "- Dockerfile: Go 1.21 → 1.24, Alpine 3.18 → 3.21\n- Remove unused intfValueLess function\n- Fix gofmt issues (blank lines, import grouping)\n- Break long line in joinOneSide signature\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Dockerfile Go version and lint issues for v1.64.8",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T11:52:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "88e39773a16f0c917397e59bae10dbb1bd490b1c",
          "body": "Excludes indent-error-flow, redefines-builtin-id, and G115 (integer\noverflow) which are pre-existing in the codebase and were not caught\nby the previous v1.54.0.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Suppress lint rules newly enforced by golangci-lint v1.64.8",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T11:21:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cc98020fc2b2ae954444ccc88051d5ba35672a04",
          "body": "…ases\n\n- Upgrade Go from 1.21 to 1.24 across all workflows\n- Upgrade golangci-lint from v1.54.0 to v1.64.8\n- Use RELEASE_PAT in generate-tag so tag pushes trigger release workflow\n- Remove deprecated exportloopref linter (Go 1.22 fixed loop var capture)\n- Remove obsolete go get -d step, add Go setup to coverage job\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update CI: Go 1.24, golangci-lint v1.64.8, PAT for tag-triggered rele…",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T11:09:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e34a4b3578291a5447fdea72749cdad6b1683f64",
          "body": "frozen v1.9.0 adds H128 single-call content hashing, enabling O(1) set\nequality checks (97-99% faster). wbnf v0.38.0 is required for frozen\ngenerics compatibility. Also fixes set_test.go to compare loop indices\ninstead of struct values for identity checks.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Upgrade frozen to v1.9.0 (H128 content hash) and wbnf to v0.38.0",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-03-02T05:11:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "475fceea5eb296514a1521b10bcdc99e6129acb1",
          "body": "…allocation overhead\n\nGenericTuple.Names(), getBucket(), and getSetBuilder() were recomputing\nfrozen.Set[string] / sorted name slices on every call despite tuples being\nimmutable. Cache these via sync.Once. Fix double getBucket() call in\nSetBuilder.Add(). Eagerly compute Relation.attrMap in newRelat\n[…]\nctly.\n\nBenchstat (p=0.008): getBucket −99%, RelationAttrs −62%, SetBuilder.Add\n−30%, Relation.Enumerate −44%, end-to-end GenericSetJoin −9–19%.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Cache hot paths in GenericTuple and Relation to reduce post-generics …",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-28T00:00:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "deb7e85f4bbe7fcc24489545ad70110feb84526f",
          "body": "Replace anz-bank/pkg/log with log/slog, replace anz-bank/pkg/mod with\na new syntax/gomod.go helper that uses `go mod download` with progressive\npath resolution. Migrate all frozen types to generics (Set[T], Map[K,V],\nKey[T]) and update Equal signatures from Equal(interface{}) to Equal(Value)\non all Value implementations. Fix multipleValues to use Set[Value] instead\nof Set[any] to avoid panics on uncomparable types.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Migrate to frozen generics API and remove anz-bank/pkg dependency",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-25T08:57:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5fab3a66f6ece9a40a79d26cd1efe99f4b8d9b3b",
          "body": "Bump Go deps to resolve 9 Dependabot alerts:\n- golang.org/x/crypto v0.26.0 → v0.48.0 (Terrapin, SSH agent, memory)\n- golang.org/x/oauth2 v0.22.0 → v0.35.0 (input validation)\n- sirupsen/logrus v1.9.3 → v1.9.4 (DoS via Entry.Writer)\n\nUpgrade docs site to resolve 21 npm alerts:\n- Docusaurus 2.1.0 → 3.9\n[…]\neact 18, MDX 3)\n- npm audit fix for transitive deps\n- Override minimatch for upstream Docusaurus dep\n- Replace yarn.lock with package-lock.json\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix security advisories in Go and npm dependencies",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-23T12:06:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e1d960e4fbc8c82db85975e95031961ea92a7677",
          "body": "CLAUDE.md provides build/test commands, architecture overview, and coding\nconventions for Claude Code sessions. The research doc analyses the current\nstate of the language, performance characteristics, and potential future\ndirections including the frozen generics migration tradeoff.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add CLAUDE.md and research doc on arr.ai state and future directions",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-02-11T10:24:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6a08aead7582cc5bd683a76b18b18c6038cf124e",
          "body": null,
          "is_bot": false,
          "headline": "bump action versions and fix goreleaser flags (#693)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2024-10-07T02:05:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39fcc8b5d1e881249475c53e308e1e958abf332c",
          "body": null,
          "is_bot": false,
          "headline": "bump dependencies (#692)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2024-10-06T22:27:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1f623792ef5344a3b6e49dc3379bce5890a1ba1",
          "body": "* update builds to use go1.21\r\n\r\n* fix lint errors\r\n\r\n* remove deprecated goreleaser config\r\n- see https://goreleaser.com/deprecations/#archivesrlcp",
          "is_bot": false,
          "headline": "update builds to use go1.21 (#276)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-08-14T05:07:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39298c716b7a983112bc620d994fd51ce0fe6bf9",
          "body": null,
          "is_bot": false,
          "headline": "fix typo in workflow (#275)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-08-09T06:52:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "672d44716024a85bc171936e929d1ade401e513b",
          "body": null,
          "is_bot": false,
          "headline": "Fix union of two dicts with the same entry (#274)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-08-09T05:42:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13b872cd532f2fb79016d096e41a06e362652e93",
          "body": null,
          "is_bot": false,
          "headline": "update workflows (#273)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2023-05-22T05:09:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "863b4ae621980232fd637f4f2305104dea73f231",
          "body": "The value corresponding to a v attr should not be further simplified, merely taken as in.",
          "is_bot": false,
          "headline": "Fix handling of v attr in JSON simplify (#269)",
          "author_name": "Oliver",
          "author_login": "orlade-anz",
          "committed_at": "2023-01-12T02:09:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59fd5bcacd8068dc983662f02c2baa3295e39a3d",
          "body": "`(v: <value>)` may be used in some cases to encode arbitrarily-typed values (a play on the `%v` verb in Go string templating).",
          "is_bot": false,
          "headline": "Handle v elements in JSON simplify (#268)",
          "author_name": "Oliver",
          "author_login": "orlade-anz",
          "committed_at": "2023-01-12T01:59:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ea26d1c1d040e10db133d4538281be73c90983d",
          "body": null,
          "is_bot": false,
          "headline": "publish arm builds (#266)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-10-03T21:55:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c20b40e11c2ff15662831dfce62f63f69f55e20e",
          "body": "Co-authored-by: Oliver <Oliver.Lade@anz.com>",
          "is_bot": false,
          "headline": "Bump docusaurus to latest version (#265)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-09-13T01:41:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da34998a6928b3e6772d763dd0fca8fdeb4c21bf",
          "body": "…full path (#264)",
          "is_bot": false,
          "headline": "Bump pkg (and other deps) to fix importing from current module using …",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-09-12T04:15:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bc0dd182153a70de2fce0f178ff676b8e803b99e",
          "body": null,
          "is_bot": false,
          "headline": "Bump pkg to fix finding modules (#262)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-08-26T02:41:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ba709a2582f47fd0bdc0959aa13165a8f7723c1",
          "body": null,
          "is_bot": false,
          "headline": "Fix docker tags (semver with 'v' and full sha) (#261)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-08-22T04:28:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad27e8c42f6a80d56b49a1d8f32deab8657b7237",
          "body": "Also:\r\n- bump arr-ai/frozen to latest\r\n- upgrade linter to latest and fix all the linting errors\r\n- remove go-bindata (replace with embed)",
          "is_bot": false,
          "headline": "Upgrade go to 1.19 and build multi-platform docker image (#260)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-08-18T23:27:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb391b2b42d9f1d3bf96f0cd6790e8cf56f725a4",
          "body": "This bug was caused due to relation.unionSetSubsetBucket not returning a sorted column names which cause relations with the same column names but different order be treated as different type of relations.",
          "is_bot": false,
          "headline": "fix bug where union of the same relations create a union set (#259)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-05-23T07:44:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "14b56f4079c9a65dcbc12c9d5b7a2f41d68ce809",
          "body": "* Bump to setup-go v3\r\n\r\n* Bump golangci-lint version",
          "is_bot": false,
          "headline": "Bump to setup-go v3 (#255)",
          "author_name": "Jack Zheng",
          "author_login": "cuminandpaprika",
          "committed_at": "2022-04-14T04:37:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bdfa82cbe485d37958fddac91badb5536b5f6497",
          "body": null,
          "is_bot": false,
          "headline": "bump github-tag-action version to 1.36.0 (#256)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-04-14T03:11:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32968362e988a2798577f4fdf5c8d5fbaf77a996",
          "body": null,
          "is_bot": false,
          "headline": "close file after writing in file output mode (#254)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-04-14T01:52:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b317f92338c7c57c72a3376e1a808610f86b71c6",
          "body": null,
          "is_bot": false,
          "headline": "Fix markdown table formatting of seq.md (#253)",
          "author_name": "Jack Zheng",
          "author_login": "cuminandpaprika",
          "committed_at": "2022-03-28T23:50:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c7a471d5f0d6c198ac3ab5a6ad49306f947ae54",
          "body": "Initially, when arrai is run with the file generation flag in directory mode, an empty set will fail the process. This commit allows empty set to be used in directory mode. When an empty set is encountered, it will not generate anything.",
          "is_bot": false,
          "headline": "allow empty dictionary in file generation (#252)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-03-24T00:58:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d001a7ee357b12caaf13c011362b89415c0951f",
          "body": "Exporting the function that creates a debugging session allows external code to start a debugging session when they need to.",
          "is_bot": false,
          "headline": "refactor arrai error shell debugger to an exported function (#250)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-03-10T05:37:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d66666f2006c7e9e60ef491563c406f529a21af8",
          "body": "Previously, //eval.eval calls SafeStdScopeTuple function which rebuilds the stdlib. This is unnecessary as the function SafeStdScope uses sync.Once which avoids rebuilding the arrai stdlib. This commit ensures that //eval.eval loads stdlib once by calling SafeStdScope.",
          "is_bot": false,
          "headline": "ensure stdlib is loaded once for //eval.eval (#249)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-02-21T23:07:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "Previously, a compose operation would modify the LHS set after evaluating. This is due to the use slices which results in pointers. When slices are appended, the original array that was sliced will have its values modified. This commit ensures that the sliced Values are copied instead of returning the slice.",
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          "headline": "fix issue with mutability of Relation in compose operations (#247)",
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          "body": "…ent (#245)\n\nInitially, expressions that creates nest of nest of a complement\r\nseem to output values differently in multiple runs of arr.ai. However,\r\nthe issue seems to be fixed in new versions of arr.ai. This commit\r\nadds a test to ensure the output of the problematic expressions are\r\ndeterministic.",
          "is_bot": false,
          "headline": "add tests to ensure deterministic output of nest of nest of a complem…",
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          "body": "Initially, any whitespaces after the opening quote in a string expression\r\nare trimmed. This was meant only for indentations but it also removes\r\nwhitespaces that are just spaces. This commit changes that behavior\r\nto retain initial spaces after the opening quote.",
          "is_bot": false,
          "headline": "retain initial spaces in string expressions (#243)",
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          "body": "* Includes YAML encoding support\r\n\r\nNote: This change bumps the gopkg.in/yaml library from v2 to v3\r\nfor the pupose of supporting custom indentation.\r\n\r\n* Fixes invalid Markdown table definitions in encoding documentation\r\n\r\n* Tidies code and fixes linting issues\r\n\r\n* Regenerates stdlib\r\n\r\n* Regen\r\n\r\nCo-authored-by: Oliver Lade <oliver.lade@anz.com>",
          "is_bot": false,
          "headline": "YAML encoder (#241)",
          "author_name": "Andrew Emery",
          "author_login": "andrewemeryanz",
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          "headline": "Run 'go mod tidy' (#240)",
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          "headline": "Merge pull request #238 from anzx/import-whitespace",
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          "headline": "using Trim instead of ReplaceAll",
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          "author_name": "nandakn1",
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          "is_bot": false,
          "headline": "strip whitespace from importPath",
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        },
        {
          "oid": "6f2fcc534cc58c668e698393c80c152c74f080e4",
          "body": "Added milliseconds to logger",
          "is_bot": false,
          "headline": "Merge pull request #234 from anzx/feature/logger-milliseconds",
          "author_name": "Ramzi Hossari",
          "author_login": "hossarir",
          "committed_at": "2021-10-11T04:37:00Z",
          "body_truncated": false,
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        {
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          "headline": "Added milliseconds to logger",
          "author_name": "Ramzi Hossari",
          "author_login": "hossarir",
          "committed_at": "2021-10-11T04:19:01Z",
          "body_truncated": false,
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          "oid": "57fd5dd0ecfa2b4d24873a163cf2a9e60958afb9",
          "body": null,
          "is_bot": false,
          "headline": "Clean up some string representations (#210)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
          "committed_at": "2021-10-11T01:02:20Z",
          "body_truncated": false,
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        },
        {
          "oid": "b468de8fec93499df249757e0f4855eba5b94b70",
          "body": "wasm CI started failing recently with Error: command line too long. This comes from https://github.com/golang/go/blob/go1.16.9/misc/wasm/wasm_exec.js#L569-L572 and seems to be because the environment has grown too large for the 8k limit.\r\n\r\nThis change trims envvars before running the wasm test.",
          "is_bot": false,
          "headline": "reduce env for wasm CI (#235)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
          "committed_at": "2021-10-11T00:16:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95cbe3dc1a29cdf817f0bf715b37fc8dd01ed497",
          "body": "Also:\r\n- Remove obsolete code and tests failing on Windows\r\n- Switch import testing target from ChloePlanet/arrai-examples to arr-ai/arrai-import-tests",
          "is_bot": false,
          "headline": "Update to frozen v0.20.0 (#231)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
          "committed_at": "2021-09-23T05:31:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e731a4badc315fb96150a728a7c503c8fffe5c3",
          "body": "Hopefully address some dependabot issues.\r\n\r\nAlso remove third feature column from homepage.",
          "is_bot": false,
          "headline": "Update docs deps",
          "author_name": "Oliver",
          "author_login": "orlade-anz",
          "committed_at": "2021-09-20T00:43:47Z",
          "body_truncated": false,
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        },
        {
          "oid": "5df2d6c248e0cc086b5327777859e7eff56449a6",
          "body": "* Simplify bindata.go with //go:embed.",
          "is_bot": false,
          "headline": "Upgrade to Go 1.16 (#232)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
          "committed_at": "2021-09-12T12:07:16Z",
          "body_truncated": false,
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          "body": "Requires bump to minimum Go version to 1.15.",
          "is_bot": false,
          "headline": "Update Excelize with new module path (#227)",
          "author_name": "Oliver",
          "author_login": "orlade-anz",
          "committed_at": "2021-08-24T04:00:23Z",
          "body_truncated": false,
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        },
        {
          "oid": "74467fe481fac642f5b16389351d86ac1d30a83b",
          "body": null,
          "is_bot": false,
          "headline": "ensures order of elements of set in json encoder output (#226)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2021-08-20T02:03:51Z",
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        {
          "oid": "9180c203062c3c748d73b4d55bbb1d8cdb61a301",
          "body": null,
          "is_bot": false,
          "headline": "reorganise bundle and tests to allow bundling from golang (#225)",
          "author_name": "Novan",
          "author_login": "nofun97",
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        {
          "oid": "7f78a51114e6ce836cd6c2df43aea7a7ae70d9b5",
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          "is_bot": false,
          "headline": "allows repeated flags in flags stdlib (#224)",
          "author_name": "Novan",
          "author_login": "nofun97",
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          "body": null,
          "is_bot": false,
          "headline": "Support reflect.Value primitives in NewValue (#222)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
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          "oid": "5d9a71dc9e0a972b3a50b72519b54b8ee620db73",
          "body": null,
          "is_bot": false,
          "headline": "go mod tidy and update bindata.go (#221)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
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          "is_bot": false,
          "headline": "Beef up linter settings and upgrade to golanci-lint v1.41.1 (#220)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
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          "oid": "6b806334b0f36754a6c9b65390390a7845121874",
          "body": "Externalise testing infra",
          "is_bot": false,
          "headline": "Merge pull request #219 from anzx/feature/externalise_test",
          "author_name": "Allon Guralnek",
          "author_login": null,
          "committed_at": "2021-07-29T04:19:12Z",
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        {
          "oid": "c97d38fc247e9827e21598c8b68c517a72ae0b6a",
          "body": null,
          "is_bot": false,
          "headline": "Fixed \"panic: GetOrAddFromCache: cache not in context\"",
          "author_name": "Allon Guralnek",
          "author_login": null,
          "committed_at": "2021-07-29T00:55:00Z",
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        {
          "oid": "5ebf4d2f03a9953cf052f4167cd71c513d14c231",
          "body": null,
          "is_bot": false,
          "headline": "Lint",
          "author_name": "Allon Guralnek",
          "author_login": null,
          "committed_at": "2021-07-28T06:45:37Z",
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          "oid": "4c16658a53a4aa457c4b4fd686565a26c8656da3",
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          "headline": "Merge branch 'master' into feature/externalise_test",
          "author_name": "Allon Guralnek",
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        {
          "oid": "2c265a3b82886e1fb241f5759de21feb0229f1f2",
          "body": "Add //encoding.json.encoder and //encoding.json.decoder. These functions take a config tuple, and return configured encode and decode functions respectively.\r\n\r\nIn particular, JSON decoding and encoding can be configured with the strict flag. (strict: true) is today's behaviour, wherein JSON-compati\n[…]\nort //encoding.yaml.decoder(()), although decoding doesn't accept any config attrs.\r\n- Change strict encoding to error if a tuple contains a type discriminator plus anything else (e.g. (a: [], s: \"\"))",
          "is_bot": false,
          "headline": "Support non-strict JSON encode/decode (#218)",
          "author_name": "Oliver",
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          "headline": "Merge branch 'master' into feature/externalise_test",
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        {
          "oid": "14794b91c44ff0520e5c1230923ceb76377b0f3d",
          "body": "… transform tests.",
          "is_bot": false,
          "headline": "Made arrai test non-internal. Made some of the code external to allow…",
          "author_name": "Allon Guralnek",
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          "body": "cache was implemented as a global variable and when arrai code is called from golang,\r\nthe import cache persists. This commit moves import cache to context and ensures it\r\nis reset every time arrai code is called in a golang code. \r\n\r\nIt also allows `EvaluateExpr` to receive a context argument with existing cache inside. The function will not override this cache so that cache can be reused. This is meant for those who run arrai scripts in a golang program.",
          "is_bot": false,
          "headline": "import cache resets everytime EvaluateExpr is called (#212)",
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          "body": "Feature/contextual eval",
          "is_bot": false,
          "headline": "Merge pull request #207 from anzx/feature/contextual-eval",
          "author_name": "Ramzi Hossari",
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          "headline": "Made unsafe stdlib clearer",
          "author_name": "Ramzi Hossari",
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          "headline": "Added extra test for empty evaluator tuple",
          "author_name": "Ramzi Hossari",
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          "headline": "Reverted mergeDicts changes as it was not expected behaviour",
          "author_name": "Ramzi Hossari",
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          "headline": "Addressed feedback",
          "author_name": "Ramzi Hossari",
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          "headline": "Fixed final line endings with Logerfo/newline-action.",
          "author_name": "Bruno Logerfo",
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          "headline": "Regenerated bindata.go",
          "author_name": "Ramzi Hossari",
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          "is_bot": false,
          "headline": "Update wbnf to 0.34.0 (#209)",
          "author_name": "Chloe",
          "author_login": "ChloePlanet",
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          "headline": "Added documentation",
          "author_name": "Ramzi Hossari",
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          "headline": "update to wbnf v0.33.0 (#208)",
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                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "9 out of 12 merged PRs checked by a CI test -- score normalized to 7",
                "points": 1.8,
                "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 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "6 existing vulnerabilities detected",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "good",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 1197 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 1197
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "source": "osv",
              "advisories": 6,
              "affected_packages": 5,
              "assessed_packages": 1197,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 3, unknown 1",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: google.golang.org/grpc v1.79.3 (critical 9.1)",
                "points": 9.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "google.golang.org/grpc v1.79.3 (critical 9.1)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 1197,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 5
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 85,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.71,
              "agent_instruction_files": [
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 5899
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "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": "71 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 37.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "examples/bundle/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.21,
              "toolchain_manifests": [
                "examples/bundle/go.mod",
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, examples/bundle/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, examples/bundle/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": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "21 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 21,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 47133,
              "source_files_sampled": 321,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/321 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 321,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "examples/grpc/Foo.proto",
                "translate/pb/test/sysl.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "examples/grpc/Foo.proto, translate/pb/test/sysl.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples/grpc/Foo.proto, translate/pb/test/sysl.proto"
                    }
                  }
                ],
                "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": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library",
        "cli"
      ],
      "scores": {
        "cli": 4,
        "library": 6,
        "network-service": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 6
        },
        {
          "tier": "dependencies",
          "label": "cli",
          "source": "dep:github.com/urfave/cli/v2",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T15:11:47.653675Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/arr-ai/arrai.svg",
  "full_name": "arr-ai/arrai",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

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