公开记录
软件健康报告模式 0.27.0 · 指标 2.3.1 · 2026-07-24 15:11 UTC

arr-ai / arrai

The ultimate data engine.

GoApache-2.0★ 21 星标⑂ 15 复刻始于 2017年11月在 GitHub 上查看 ↗
类型命令行工具如何判定

arr-ai/arrai 的健康指数为 100 分中的 71 分,处于「良好」区间。 其得分最高的类别是AI Readiness(85/100),最低的是Security(43/100)。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。

71
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均,再依据公开记录的分布进行校准,使各等级具有百分位含义;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 34(存在风险)的上限。

71
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形,而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

加权总体分 63 经校准后在公布的指数量表上为 71(记录校准 2026-08-02)。

所有权

arr-ai组织
3 关注者10 个公开仓库始于 2017年11月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
Gogithub.com/arr-ai/arraiv0.337.0-2768 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

70良好 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
4.2/36提交节奏 — 52 周中有 6 周有提交
12.7/18提交量 — 最近一年 25 次提交
4/10OpenSSF Scorecard:Maintained — 5 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 4
所用输入
commits_last_year25
human_commit_share1
days_since_last_push0
active_weeks_last_year6

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 100 个发布版本
36/36发布时效 — 最近一次发布版本于 6 天前
27/27发布节奏 — 约每 15.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count100
latest_release_tagv0.337.0
releases_from_tags
days_since_latest_release6
mean_days_between_releases15.3

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

44薄弱 · 占总体的 17%

流行度与采用

33存在风险
评分方式
21.1/60星标 — 21 个星标
9.6/25复刻 — 15 个复刻
2.7/15关注者 — 4 位关注者
所用输入
forks15
stars21
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

57中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

66良好 · 占总体的 23%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
14.4/22.5提交分布 — 头号贡献者编写了 36% 的提交
13.5/13.5贡献者广度 — 22 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 4 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled22
top_contributor_share0.362
评分方式
22.2/42议题解决 — 53% 的议题已关闭
24.7/30PR 接受 — 已裁定的 PR 中 372/451 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
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
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
4.3/25所有者影响力 — arr-ai 有 3 位关注者
19.6/25既往记录 — 10 个公开仓库,账户约 8 年
所用输入
followers3
owner_typeOrganization
is_verified
owner_loginarr-ai
public_repos10
account_age_days3,184
评分方式
25/25已发布且可解析 — go 上有 1 个软件包
35/35发布时效 — 最近一次发布于 8 天前
20/20版本历史 — 276 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesgithub.com/arr-ai/arrai
ecosystemsgo
any_deprecated
min_days_since_publish8

工程质量

基础的工程与文档实践是否到位?

83优秀 · 占总体的 19%

工程实践

78良好
评分方式
24/24CI 工作流 — 6 个工作流
24/24存在测试
16/16Linter 配置 — .golangci.yml
0/9.6Pre-commit 钩子
0/6.4.editorconfig
14/20OpenSSF Scorecard:CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — http://arr.ai
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepagehttp://arr.ai
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

43薄弱 · 占总体的 16%

安全态势

37薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
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
2.5/2.5许可证 — 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
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.7
已排除计分(无数据或不适用):branch_protection。 其余权重已重新归一化。
评分方式
9.5/35直接依赖不含已知公告 — 1 个受影响:google.golang.org/grpc v1.79.3 (critical 9.1)
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
40/40没有长期未处理的公告 — 没有公告公开超过 90 天
所用输入
sourceosv
advisories6
affected_packages5
assessed_packages1,197
unassessed_packages0
affected_by_severitycritical 1, high 3, unknown 1
direct_affected_packages1
已排除计分(无数据或不适用):间接依赖不含已知公告。 其余权重已重新归一化。 已将 1197 个已解析依赖与 OSV 比对。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

85优秀 · 占总体的 4%
评分方式
45/45代理指令 — CLAUDE.md
0/15机器可读文档(llms.txt)
37.9/40可读的提交历史 — 100 次人类提交中有 71 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.71
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes5,899
评分方式
18/18一条命令的引导启动 — Makefile, examples/bundle/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .golangci.yml
11/11静态类型检查 — Go(静态类型)
10/10可复现环境 — Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 21 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
1/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
所用输入
has_nix
has_tests
lockfilesgo.sum, package-lock.json
has_dockerfile
typed_language
bootstrap_filesMakefile, examples/bundle/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.21
toolchain_manifestsexamples/bundle/go.mod, go.mod
dependency_bot_commit_share0
评分方式
45/45可类型检查的代码 — Go(静态类型)
55/55可控的文件大小 — 采样的 321 个源文件中有 0 个超过 60KB
所用输入
primary_languageGo
largest_source_bytes47,133
source_files_sampled321
oversized_source_files0
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — examples/grpc/Foo.proto, translate/pb/test/sysl.proto
0/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_filesexamples/grpc/Foo.proto, translate/pb/test/sysl.proto

关键数据

21GitHub 星标
22贡献者
25最近 12 个月提交数
0距最近推送天数
100发布版本数
2巴士系数(bus factor)
126开放议题
Go, npm软件包生态系统数

数据采集警告

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

更多细节

Star 与 Fork 历史 0 ★ / 15 ⇿
0Star
15Fork
90发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

03581013151522020-012022-072025-02
主版本 0次版本 90修订 0

每个点涵盖 5 天。

OpenSSF Scorecard 3.7 / 10
3.7综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-24 15:11 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-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
直接依赖 21
注册表软件包版本约束清单文件
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
全部依赖 1,197

来自 GitHub 依赖图的完整解析依赖集合:22 个直接依赖与 1,175 个间接(传递)软件包。仓库提交锁文件时,传递闭包才是完整的。

注册表软件包版本关系
Gogithub.com/arr-ai/frozenv1.11.0直接
Gogithub.com/arr-ai/hashv1.1.0直接
Gogithub.com/arr-ai/protov0.0.0-20180422074755-2ffbedebee50直接
Gogithub.com/arr-ai/wbnfv0.38.0直接
Gogithub.com/chzyer/readlinev1.5.1直接
Gogithub.com/go-errors/errorsv1.5.1直接
Gogithub.com/gorilla/websocketv1.5.3直接
Gogithub.com/iancoleman/strcasev0.3.0直接
Gogithub.com/mattn/go-isattyv0.0.20直接
Gogithub.com/pkg/errorsv0.9.1直接
Gogithub.com/rjeczalik/notifyv0.9.3直接
Gogithub.com/sethvargo/go-retryv0.1.0直接
Gogithub.com/sirupsen/logrusv1.9.4直接
Gogithub.com/spf13/aferov1.11.0直接
Gogithub.com/stretchr/testify1.6.1直接
Gogithub.com/stretchr/testifyv1.11.1直接
Gogithub.com/urfave/cli/v2v2.2.0直接
Gogithub.com/xuri/excelize/v2v2.11.0直接
Gogolang.org/x/textv0.40.0直接
Gogoogle.golang.org/grpcv1.79.3直接
Gogoogle.golang.org/protobufv1.36.10直接
Gogopkg.in/yaml.v3v3.0.1直接
Gogithub.com/arr-ai/arrai0.179.0间接
Gogithub.com/cpuguy83/go-md2man/v2v2.0.4间接
Gogithub.com/davecgh/go-spewv1.1.1间接
Gogithub.com/golang/protobufv1.5.4间接
Gogithub.com/kr/prettyv0.1.0间接
Gogithub.com/pmezard/go-difflibv1.0.0间接
Gogithub.com/richardlehane/mscfbv1.0.7间接
Gogithub.com/richardlehane/msolepsv1.0.6间接
Gogithub.com/russross/blackfriday/v2v2.1.0间接
Gogithub.com/tiendc/go-deepcopyv1.7.2间接
Gogithub.com/xuri/efpv0.0.1间接
Gogithub.com/xuri/nfpv0.0.2-0.20250530014748-2ddeb826f9a9间接
Gogolang.org/x/cryptov0.54.0间接
Gogolang.org/x/netv0.56.0间接
Gogolang.org/x/sysv0.47.0间接
Gogoogle.golang.org/genproto/googleapis/rpcv0.0.0-20251202230838-ff82c1b0f217间接
Gogopkg.in/check.v1v1.0.0-20190902080502-41f04d3bba15间接
npm@algolia/abtesting1.15.0间接
npm@algolia/autocomplete-core1.19.2间接
npm@algolia/autocomplete-plugin-algolia-insights1.19.2间接
npm@algolia/autocomplete-shared1.19.2间接
npm@algolia/client-abtesting5.49.0间接
npm@algolia/client-analytics5.49.0间接
npm@algolia/client-common5.49.0间接
npm@algolia/client-insights5.49.0间接
npm@algolia/client-personalization5.49.0间接
npm@algolia/client-query-suggestions5.49.0间接
npm@algolia/client-search5.49.0间接
npm@algolia/events4.0.1间接
npm@algolia/ingestion1.49.0间接
npm@algolia/monitoring1.49.0间接
npm@algolia/recommend5.49.0间接
npm@algolia/requester-browser-xhr5.49.0间接
npm@algolia/requester-fetch5.49.0间接
npm@algolia/requester-node-http5.49.0间接
npm@babel/code-frame7.29.7间接
npm@babel/compat-data7.29.7间接
npm@babel/core7.29.7间接
npm@babel/generator7.29.7间接
npm@babel/helper-annotate-as-pure7.27.3间接
npm@babel/helper-compilation-targets7.29.7间接
npm@babel/helper-create-class-features-plugin7.28.6间接
npm@babel/helper-create-regexp-features-plugin7.28.5间接
npm@babel/helper-define-polyfill-provider0.6.6间接
npm@babel/helper-globals7.29.7间接
npm@babel/helper-member-expression-to-functions7.28.5间接
npm@babel/helper-module-imports7.29.7间接
npm@babel/helper-module-transforms7.29.7间接
npm@babel/helper-optimise-call-expression7.27.1间接
npm@babel/helper-plugin-utils7.29.7间接
npm@babel/helper-remap-async-to-generator7.27.1间接
npm@babel/helper-replace-supers7.28.6间接
npm@babel/helper-skip-transparent-expression-wrappers7.27.1间接
npm@babel/helper-string-parser7.29.7间接
npm@babel/helper-validator-identifier7.29.7间接
npm@babel/helper-validator-option7.29.7间接
npm@babel/helper-wrap-function7.28.6间接
npm@babel/helpers7.29.7间接
npm@babel/parser7.29.7间接
npm@babel/plugin-bugfix-firefox-class-in-computed-class-key7.28.5间接
npm@babel/plugin-bugfix-safari-class-field-initializer-scope7.27.1间接
npm@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression7.27.1间接
npm@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining7.27.1间接
npm@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly7.28.6间接
npm@babel/plugin-proposal-private-property-in-object7.21.0-placeholder-for-preset-env.2间接
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依赖安全公告 5

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 1,197 个包,其中也包含从不交付的开发与测试版本固定:5 个存在已知公告,1 个为直接依赖。

软件包版本关系严重程度公告数修复版本
google.golang.org/grpcv1.79.3直接严重11.82.1
fast-uri3.1.3间接14.1.1
svgo3.3.3间接14.0.2
websocket-driver0.7.4间接20.7.5
golang.org/x/cryptov0.54.0间接未知1

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
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          "body": "* Fix remaining Dependabot Go/docs vulns and Netlify docs build\n\n- Bump google.golang.org/grpc to v1.79.3 (critical :path auth bypass)\n- Bump github.com/xuri/excelize/v2 to v2.11.0 (high OOM/panic DoS)\n- Surgical npm overrides in docs/ for transitive leaves so\n  `npm audit` is clean and `npm run bui\n[…]\nr (no surprise DNS re-resolution).\n\n* Regenerate stdlib embeds for check-clean\n\nCommitted .arraiz blobs were stale; regenerating with current arrai\nbundle shrinks them and matches CI make check-clean.",
          "is_bot": false,
          "headline": "Fix remaining Dependabot Go/docs vulns and Netlify docs build (#718)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-07-15T13:29:15Z",
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        {
          "oid": "795b18e7637b36eb47f9d63f7f403bd949fe51d4",
          "body": "* Bump golang.org/x/crypto to v0.54.0 for Dependabot advisories\n\nAddress nine GHSA advisories on golang.org/x/crypto (all fixed in\n>=0.52.0) that Dependabot flagged for arr-ai/arrai. The module is an\nindirect dep via excelize.\n\nAlso raise the go directive and CI go-version to 1.25, required by\nx/cry\n[…]\narenthesize safe-access fallbacks in contrib/xml and //flag so\n  operators after ?:{} are not absorbed as fall expressions (fallout\n  from #525 fall=@ → fall=expr)\n- Migrate .golangci.yml to v2 format",
          "is_bot": false,
          "headline": "Bump golang.org/x/crypto to v0.54.0 for Dependabot advisories (#717)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-07-15T13:00:12Z",
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        },
        {
          "oid": "0145a316374db734b4bd0211069bf0fe06deb71e",
          "body": "* Document release/docs/Netlify conventions and add 🎯T6\n\nAdd a CLAUDE.md section covering:\n- Release mechanics (goreleaser on tag push, not gh release create;\n  not in marcelocantos/homebrew-tap)\n- docs/ uses npm with package-lock.json + overrides, never yarn\n  (yarn v1 ignores npm overrides and bre\n[…]\n targets.yaml to bullseye.yaml, remove targets.md\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "push/move targets yaml to bullseye yaml remove targets  (#716)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-07-11T09:33:25Z",
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          "is_coding_agent": true
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          "oid": "6eaee69ddd0d1e2ce186d756b6964833212f8694",
          "body": "Co-authored-by: Marcelo Cantos <marcelo.cantos@anz.com>\nCo-authored-by: Oliver <Oliver.Lade@anz.com>",
          "is_bot": false,
          "headline": "Fix precedence of safe-accessor tail (#525)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-07-11T09:29:57Z",
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          "is_coding_agent": false
        },
        {
          "oid": "70df72e9554022168cd110e6748c86a5615c7e0e",
          "body": "Rewrite 'pending' placeholder to d42bbc8, the squash-merge commit\nfor PR #708.\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Set v0.336.0 audit log commit hash (#709)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-04-11T10:21:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d42bbc835484c8ceb8a704c86406120d3e7b12b1",
          "body": "* Fix lodash code-injection vulnerability (GHSA-r5fr-rjxr-66jc)\n\nOverride lodash to ^4.18.1 in docs/package.json. lodash <=4.17.23 is\nvulnerable to code injection via `_.template` import key names; 4.18.1\nis the lowest clean version.\n\nDocusaurus 3.9.2 pulls lodash transitively via multiple paths — t\n[…]\nhe\nexisting minimatch/serialize-javascript pins).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Release v0.336.0: lodash CVE fix + audit log + bullseye targets (#708)",
          "author_name": "Marcelo Cantos",
          "author_login": "marcelocantos",
          "committed_at": "2026-04-11T10:13:48Z",
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          "is_coding_agent": true
        },
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          "oid": "977828afd61298381db90a20139e965cebc695b9",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "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",
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        },
        {
          "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",
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          "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",
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        {
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          "is_bot": false,
          "headline": "close file after writing in file output mode (#254)",
          "author_name": "Novan",
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          "committed_at": "2022-04-14T01:52:32Z",
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        {
          "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,
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        },
        {
          "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,
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        },
        {
          "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,
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        },
        {
          "oid": "4b27f5e36db1322227ad7c6887a007c515402e2d",
          "body": null,
          "is_bot": false,
          "headline": "fix //seq.join scenario for an array with empty set (#248)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-02-15T23:21:29Z",
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        },
        {
          "oid": "3ece738692796cde75a835972fecb6a030af8b3a",
          "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.",
          "is_bot": false,
          "headline": "fix issue with mutability of Relation in compose operations (#247)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-02-06T23:12:39Z",
          "body_truncated": false,
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        },
        {
          "oid": "19f1c01cfed655726adccb11953b67253c5c6fc8",
          "body": null,
          "is_bot": false,
          "headline": "fix Without expressions on strings (#246)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-01-14T05:07:00Z",
          "body_truncated": false,
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        },
        {
          "oid": "bf11ed28cb300098c94e657dfb9d6f4e77abbe8e",
          "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…",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-01-14T03:26:54Z",
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        },
        {
          "oid": "460509880776c180f6a52a4079c63ef5717fb21e",
          "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)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-01-14T02:35:21Z",
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          "oid": "ec47b031b9a0ce6d6d4dcb4c8a7dea4d3154d16b",
          "body": null,
          "is_bot": false,
          "headline": "allow parsing --flag=value in flag stdlib (#244)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2022-01-13T23:24:55Z",
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        {
          "oid": "bbfef12100666f366780993543be2d603bfa5249",
          "body": null,
          "is_bot": false,
          "headline": "Add naturalOrder util function (#242)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2022-01-13T00:40:42Z",
          "body_truncated": false,
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        },
        {
          "oid": "e04d6d5bf197d5dd452d9dccd71a9fa1fd806bbf",
          "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",
          "committed_at": "2021-12-09T23:16:51Z",
          "body_truncated": false,
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        },
        {
          "oid": "da7855aa04f93ad6fd0016095294cffdd66e0547",
          "body": null,
          "is_bot": false,
          "headline": "Run 'go mod tidy' (#240)",
          "author_name": "Arieh Schneier",
          "author_login": "AriehSchneier",
          "committed_at": "2021-11-18T00:46:49Z",
          "body_truncated": false,
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        },
        {
          "oid": "800ec0d058745b404fbaf81ffa5581a6526a7d86",
          "body": "strip whitespace from importPath",
          "is_bot": false,
          "headline": "Merge pull request #238 from anzx/import-whitespace",
          "author_name": "Navnita",
          "author_login": "nandakn1",
          "committed_at": "2021-11-03T05:44:57Z",
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          "oid": "13fcdeca9c1d5e0bac84a1f9c5c59a4eaabfb3bd",
          "body": null,
          "is_bot": false,
          "headline": "style",
          "author_name": "nandakn1",
          "author_login": "nandakn1",
          "committed_at": "2021-11-03T05:42:45Z",
          "body_truncated": false,
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          "is_bot": false,
          "headline": "",
          "author_name": "nandakn1",
          "author_login": "nandakn1",
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        },
        {
          "oid": "ad9dcf23c835f70372d01d3fd47ed19dcd59539d",
          "body": null,
          "is_bot": false,
          "headline": "tidy",
          "author_name": "nandakn1",
          "author_login": "nandakn1",
          "committed_at": "2021-11-03T05:39:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ab4d359b95610e5818115f59813ec874cc37d44",
          "body": null,
          "is_bot": false,
          "headline": "",
          "author_name": "nandakn1",
          "author_login": "nandakn1",
          "committed_at": "2021-11-03T05:35:22Z",
          "body_truncated": false,
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        },
        {
          "oid": "ed17080c2fc14943092652a1255cce744abdaecf",
          "body": null,
          "is_bot": false,
          "headline": "using Trim instead of ReplaceAll",
          "author_name": "nandakn1",
          "author_login": "nandakn1",
          "committed_at": "2021-11-03T05:34:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f18b40c1d45ef327a7b6cc317aafe32e8ffb541c",
          "body": null,
          "is_bot": false,
          "headline": "stripping tabs and newlines",
          "author_name": "nandakn1",
          "author_login": "nandakn1",
          "committed_at": "2021-11-03T05:28:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4eb531536e968aadeb2af7cefef3f8718c768f7f",
          "body": null,
          "is_bot": false,
          "headline": "strip whitespace from importPath",
          "author_name": "nandakn1",
          "author_login": "nandakn1",
          "committed_at": "2021-11-03T05:19:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "oid": "a53aea29afe9d280dec82d94aed918a66c82eb25",
          "body": null,
          "is_bot": false,
          "headline": "Added milliseconds to logger",
          "author_name": "Ramzi Hossari",
          "author_login": "hossarir",
          "committed_at": "2021-10-11T04:19:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "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,
          "is_coding_agent": false
        },
        {
          "oid": "8ffdb62dc3b3e13a1f114d59b09c1b17ee992f0b",
          "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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9180c203062c3c748d73b4d55bbb1d8cdb61a301",
          "body": null,
          "is_bot": false,
          "headline": "reorganise bundle and tests to allow bundling from golang (#225)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2021-08-18T05:07:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7f78a51114e6ce836cd6c2df43aea7a7ae70d9b5",
          "body": null,
          "is_bot": false,
          "headline": "allows repeated flags in flags stdlib (#224)",
          "author_name": "Novan",
          "author_login": "nofun97",
          "committed_at": "2021-08-18T00:08:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20e6afc54e29a00ee8bf662b064177260be5f0a2",
          "body": null,
          "is_bot": false,
          "headline": "Support reflect.Value primitives in NewValue (#222)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
          "committed_at": "2021-08-10T01:59:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5d9a71dc9e0a972b3a50b72519b54b8ee620db73",
          "body": null,
          "is_bot": false,
          "headline": "go mod tidy and update bindata.go (#221)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
          "committed_at": "2021-08-04T06:51:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "61f46b7a63a19eab8e5256147e482d5366e6e3ee",
          "body": null,
          "is_bot": false,
          "headline": "Beef up linter settings and upgrade to golanci-lint v1.41.1 (#220)",
          "author_name": "Marcelo Cantos",
          "author_login": "anzdaddy",
          "committed_at": "2021-08-04T01:32:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ebf4d2f03a9953cf052f4167cd71c513d14c231",
          "body": null,
          "is_bot": false,
          "headline": "Lint",
          "author_name": "Allon Guralnek",
          "author_login": null,
          "committed_at": "2021-07-28T06:45:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c16658a53a4aa457c4b4fd686565a26c8656da3",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into feature/externalise_test",
          "author_name": "Allon Guralnek",
          "author_login": null,
          "committed_at": "2021-07-28T06:37:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "author_login": "orlade-anz",
          "committed_at": "2021-07-27T08:48:47Z",
          "body_truncated": true,
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        },
        {
          "oid": "9035e2b346258882f64dcec1014750301d35a469",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into feature/externalise_test",
          "author_name": "Allon Guralnek",
          "author_login": null,
          "committed_at": "2021-07-22T03:21:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2021-07-09T07:10:13Z",
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            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "6 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "9 out of 12 merged PRs checked by a CI test -- score normalized to 7",
                "points": 14,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": "http://arr.ai",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "http://arr.ai",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "weak",
        "name": "Security",
        "value": 43,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "weak",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 37,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 3.7
            },
            "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": "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"
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                }
              },
              {
                "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"
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              "agent_instruction_max_bytes": 5899
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            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
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                  }
                ],
                "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",
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            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
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              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
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                "examples/bundle/Makefile"
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              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.21,
              "toolchain_manifests": [
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              "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"
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                  }
                ],
                "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"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.3.1、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计Go.