公开记录存在风险
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-22 21:04 UTC
RubixML / ML
A high-level machine learning and deep learning library for the PHP language.
RubixML/ML 的健康指数为 100 分中的 30 分，处于「存在风险」区间。 其得分最高的类别是Engineering Quality（78/100），最低的是Security（20/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
30
总分 / 100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；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 49（有风险）的上限。AI 就绪度不计入总体分。
30
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
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。
高风险司法辖区政策对加权总体健康应用 50% 的乘数，并对其设置“存在风险”上限 49。
所有权
软件包生态系统
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？
54
开发活跃度
43存在风险
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 1.4/36 | 提交节奏 — 52 周中有 2 周有提交 |
| 4.3/18 | 提交量 — 最近一年 2 次提交 |
| 1/10 | OpenSSF Scorecard：Maintained — 0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1 |
所用输入
| commits_last_year | 2 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 2 |
发布纪律
70良好
评分方式
| 27/27 | 有发布版本 — 已发布 79 个发布版本 |
| 16.2/36 | 发布时效 — 最近一次发布版本于 294 天前 |
| 19.8/27 | 发布节奏 — 约每 114.4 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 79 |
| latest_release_tag | 2.5.3 |
| releases_from_tags | 否 |
| days_since_latest_release | 294 |
| mean_days_between_releases | 114.4 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
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？
76
流行度与采用
83良好
评分方式
| 54.2/60 | 星标 — 2,199 个星标 |
| 19/25 | 复刻 — 193 个复刻 |
| 9.4/15 | 关注者 — 50 位关注者 |
所用输入
| forks | 193 |
| stars | 2,199 |
| watchers | 50 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
73良好
评分方式
| 63.3/80 | 月度下载量 — packagist 合计每月 56,111 次下载 |
| 9.9/20 | 注册表被依赖数 — 30 个软件包依赖它 |
所用输入
| packages | rubix/ml |
| dependents | 30 |
| ecosystems | packagist |
| total_downloads | 1,568,425 |
| monthly_downloads | 56,111 |
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？
62
维护者韧性（巴士系数）
33存在风险
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0.7/22.5 | 提交分布 — 头号贡献者编写了 97% 的提交 |
| 13.5/13.5 | 贡献者广度 — 35 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 17 contributing companies or organizations |
所用输入
| bus_factor | 1 |
| contributors_sampled | 35 |
| top_contributor_share | 0.97 |
议题与 PR 响应能力
66中等
评分方式
| 29.1/46.8 | 议题解决 — 62% 的议题已关闭 |
| 31.9/38.3 | PR 接受 — 已裁定的 PR 中 170/204 已合并 |
| 4.5/15 | OpenSSF Scorecard：Code-Review — Found 11/30 approved changesets -- score normalized to 3 |
所用输入
| merged_prs | 170 |
| open_issues | 73 |
| closed_issues | 120 |
| issue_closed_ratio | 0.622 |
| closed_unmerged_prs | 34 |
所有权与托管责任
70良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 18/25 | 所有者影响力 — RubixML 有 314 位关注者 |
| 21.9/25 | 既往记录 — 22 个公开仓库，账户约 7 年 |
所用输入
| followers | 314 |
| owner_type | Organization |
| is_verified | — |
| owner_login | RubixML |
| public_repos | 22 |
| account_age_days | 2,866 |
软件包维护
91优秀
评分方式
| 25/25 | 已发布且可解析 — packagist 上有 1 个软件包 |
| 26/35 | 发布时效 — 最近一次发布于 294 天前 |
| 20/20 | 版本历史 — 80 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
| packages | rubix/ml |
| ecosystems | packagist |
| any_deprecated | 否 |
| min_days_since_publish | 294 |
工程质量
基础的工程与文档实践是否到位？
78
工程实践
64中等
评分方式
| 24/24 | CI 工作流 — 1 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — .php-cs-fixer.dist.php, phpstan.neon |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 1 out of 12 merged PRs checked by a CI test -- score normalized to 0 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 否 |
文档
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://rubixml.github.io/ML |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 9 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | machine-learning, analytics, php, classification, clustering, regression, anomaly-detection, deep-learning, natural-language-processing |
| has_wiki | 是 |
| homepage | https://rubixml.github.io/ML |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
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？
20
安全态势
20危急
司法辖区风险警示
检测到高风险司法辖区暴露
1 主要贡献者资料Iran安全与总体评级：最高为“有风险”
依据公开资料中自行填写的所在地。此治理信号不判定国籍、公民身份、意图、制裁状态或个人可信度。
了解司法辖区暴露的评估方式评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 0/2.5 | CI-Tests — 1 out of 12 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 11/30 approved changesets -- score normalized to 3 |
| 2.5/2.5 | Contributors — project has 17 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 0.8/7.5 | Maintained — 0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 3.9 |
| high_risk_jurisdiction_cap | 49 |
| high_risk_jurisdiction_multiplier | 50 |
| security_posture_after_multiplier | 20 |
| security_posture_before_jurisdiction | 39 |
已排除计分（无数据或不适用）：branch_protection, packaging, signed_releases。 其余权重已重新归一化。 高风险司法辖区政策应用 50% 的乘数，并对安全态势设置“存在风险”上限 49。
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？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
30
AI 代理上下文与指引
13危急
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 12.8/40 | 可读的提交历史 — 100 次人类提交中有 24 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.24 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
33存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — .php-cs-fixer.dist.php, phpstan.neon |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 0/10 | 已体现的代理实践 — 最近 100 次提交中没有代理编写的提交 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — PHP，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 653 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | PHP |
| largest_source_bytes | 23,047 |
| source_files_sampled | 653 |
| oversized_source_files | 0 |
关键数据
2,199GitHub 星标
35贡献者
2最近 12 个月提交数
0距最近推送天数
79发布版本数
1巴士系数（bus factor）
73开放议题
Packagist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
- No resolved dependencies carried a version and a supported ecosystem
更多细节
Star 与 Fork 历史 0 ★ / 193 ⇿
0Star
193Fork
72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。
主版本 2次版本 12修订 38
每个点涵盖 7 天。
OpenSSF Scorecard 3.9 / 10
3.9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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | 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 |
| 0 | CI-Tests | 1 out of 12 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 11/30 approved changesets -- score normalized to 3 |
| 10 | Contributors | project has 17 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 1 | Maintained | 0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 9
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| Packagist | amphp/parallel | ^1.3 | composer.json |
| Packagist | andrewdalpino/okbloomer | ^1.0 | composer.json |
| Packagist | psr/log | ^1.1|^2.0|^3.0 | composer.json |
| Packagist | rubix/tensor | ^3.0 | composer.json |
| Packagist | symfony/polyfill-mbstring | ^1.0 | composer.json |
| Packagist | symfony/polyfill-php80 | ^1.17 | composer.json |
| Packagist | symfony/polyfill-php82 | ^1.27 | composer.json |
| Packagist | symfony/polyfill-php83 | ^1.27 | composer.json |
| Packagist | wamania/php-stemmer | ^4.0 | composer.json |
全部依赖 17
来自 GitHub 依赖图的完整解析依赖集合：9 个直接依赖与 8 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 |
|---|---|---|---|
| Packagist | amphp/parallel | — | 直接 |
| Packagist | andrewdalpino/okbloomer | — | 直接 |
| Packagist | psr/log | — | 直接 |
| Packagist | rubix/tensor | — | 直接 |
| Packagist | symfony/polyfill-mbstring | — | 直接 |
| Packagist | symfony/polyfill-php80 | — | 直接 |
| Packagist | symfony/polyfill-php82 | — | 直接 |
| Packagist | symfony/polyfill-php83 | — | 直接 |
| Packagist | wamania/php-stemmer | — | 直接 |
| Packagist | ext-json | — | 间接 |
| Packagist | friendsofphp/php-cs-fixer | — | 间接 |
| Packagist | php | — | 间接 |
| Packagist | phpbench/phpbench | — | 间接 |
| Packagist | phpstan/extension-installer | — | 间接 |
| Packagist | phpstan/phpstan | — | 间接 |
| Packagist | phpstan/phpstan-phpunit | — | 间接 |
| Packagist | phpunit/phpunit | — | 间接 |
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies carried a version and a supported ecosystem
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"machine-learning",
"analytics",
"php",
"classification",
"clustering",
"regression",
"anomaly-detection",
"deep-learning",
"natural-language-processing"
],
"is_fork": false,
"size_kb": 35344,
"has_wiki": true,
"homepage": "https://rubixml.github.io/ML",
"languages": {
"PHP": 1862169
},
"pushed_at": "2026-07-22T20:55:51Z",
"created_at": "2018-02-14T07:20:19Z",
"owner_type": "Organization",
"updated_at": "2026-07-20T02:01:17Z",
"description": "A high-level machine learning and deep learning library for the PHP language.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "master",
"license_spdx_raw": "MIT",
"primary_language": "PHP",
"significant_languages": [
"PHP"
]
},
"owner": {
"blog": null,
"name": "Rubix ML",
"type": "Organization",
"login": "RubixML",
"company": null,
"location": null,
"followers": 314,
"avatar_url": "https://avatars.githubusercontent.com/u/43308973?v=4",
"created_at": "2018-09-16T04:56:41Z",
"is_verified": null,
"public_repos": 22,
"account_age_days": 2866
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "2.5.3",
"kind": "patch",
"published_at": "2025-10-01T17:56:53Z"
},
{
"tag": "2.5.2",
"kind": "patch",
"published_at": "2024-11-09T23:07:34Z"
},
{
"tag": "2.5.1",
"kind": "patch",
"published_at": "2024-08-31T22:58:23Z"
},
{
"tag": "2.5.0",
"kind": "minor",
"published_at": "2024-05-23T17:45:35Z"
},
{
"tag": "2.4.0",
"kind": "minor",
"published_at": "2023-05-26T16:55:41Z"
},
{
"tag": "2.3.2",
"kind": "patch",
"published_at": "2023-05-13T19:14:15Z"
},
{
"tag": "2.3.1",
"kind": "patch",
"published_at": "2023-03-07T01:56:37Z"
},
{
"tag": "2.3.0",
"kind": "minor",
"published_at": "2022-12-31T01:33:49Z"
},
{
"tag": "1.3.5",
"kind": "patch",
"published_at": "2022-12-06T23:01:38Z"
},
{
"tag": "2.2.2",
"kind": "patch",
"published_at": "2022-12-06T22:56:24Z"
},
{
"tag": "2.2.1",
"kind": "patch",
"published_at": "2022-10-15T20:15:21Z"
},
{
"tag": "0.4.3",
"kind": "patch",
"published_at": "2022-10-06T20:29:28Z"
},
{
"tag": "2.2.0",
"kind": "minor",
"published_at": "2022-10-01T17:58:24Z"
},
{
"tag": "2.1.1",
"kind": "patch",
"published_at": "2022-09-13T00:10:06Z"
},
{
"tag": "2.1.0",
"kind": "minor",
"published_at": "2022-07-30T19:52:38Z"
},
{
"tag": "2.0.2",
"kind": "patch",
"published_at": "2022-06-03T23:14:08Z"
},
{
"tag": "1.3.4",
"kind": "patch",
"published_at": "2022-06-03T23:11:45Z"
},
{
"tag": "2.0.1",
"kind": "patch",
"published_at": "2022-04-03T07:15:03Z"
},
{
"tag": "2.0.0",
"kind": "major",
"published_at": "2022-03-30T01:59:55Z"
},
{
"tag": "1.3.2",
"kind": "patch",
"published_at": "2022-02-22T01:50:39Z"
},
{
"tag": "0.4.2",
"kind": "patch",
"published_at": "2022-02-12T01:01:56Z"
},
{
"tag": "1.3.1",
"kind": "patch",
"published_at": "2021-12-08T21:52:06Z"
},
{
"tag": "1.3.0",
"kind": "minor",
"published_at": "2021-12-04T20:53:49Z"
},
{
"tag": "1.2.3",
"kind": "patch",
"published_at": "2021-11-10T21:37:53Z"
},
{
"tag": "1.2.2",
"kind": "patch",
"published_at": "2021-10-31T21:16:51Z"
},
{
"tag": "1.2.1",
"kind": "patch",
"published_at": "2021-10-11T00:42:19Z"
},
{
"tag": "1.2.0",
"kind": "minor",
"published_at": "2021-08-01T19:25:44Z"
},
{
"tag": "1.1.3",
"kind": "patch",
"published_at": "2021-07-14T04:15:24Z"
},
{
"tag": "1.1.2",
"kind": "patch",
"published_at": "2021-07-06T06:45:37Z"
},
{
"tag": "1.1.1",
"kind": "patch",
"published_at": "2021-07-05T23:24:58Z"
},
{
"tag": "1.1.0",
"kind": "minor",
"published_at": "2021-07-05T06:43:21Z"
},
{
"tag": "1.0.3",
"kind": "patch",
"published_at": "2021-06-19T06:08:41Z"
},
{
"tag": "1.0.2",
"kind": "patch",
"published_at": "2021-05-26T05:56:54Z"
},
{
"tag": "1.0.1",
"kind": "patch",
"published_at": "2021-05-25T06:28:14Z"
},
{
"tag": "1.0.0",
"kind": "major",
"published_at": "2021-05-08T20:29:21Z"
},
{
"tag": "1.0.0-rc1",
"kind": "prerelease",
"published_at": "2021-05-03T19:11:02Z"
},
{
"tag": "1.0.0-beta2",
"kind": "prerelease",
"published_at": "2021-04-18T16:53:40Z"
},
{
"tag": "1.0.0-beta1",
"kind": "prerelease",
"published_at": "2021-04-12T21:31:02Z"
},
{
"tag": "0.4.1",
"kind": "patch",
"published_at": "2021-03-28T01:49:48Z"
},
{
"tag": "0.4.0",
"kind": "minor",
"published_at": "2021-03-07T05:18:47Z"
},
{
"tag": "0.3.2",
"kind": "patch",
"published_at": "2021-02-20T22:45:33Z"
},
{
"tag": "0.3.1",
"kind": "patch",
"published_at": "2021-01-11T04:19:01Z"
},
{
"tag": "0.3.0",
"kind": "minor",
"published_at": "2021-01-01T01:18:55Z"
},
{
"tag": "0.2.4",
"kind": "patch",
"published_at": "2020-11-30T05:32:54Z"
},
{
"tag": "0.2.3",
"kind": "patch",
"published_at": "2020-10-25T11:33:42Z"
},
{
"tag": "0.2.2",
"kind": "patch",
"published_at": "2020-10-04T23:33:01Z"
},
{
"tag": "0.2.1",
"kind": "patch",
"published_at": "2020-09-27T08:25:50Z"
},
{
"tag": "0.2.0",
"kind": "minor",
"published_at": "2020-09-13T19:10:00Z"
},
{
"tag": "0.1.6",
"kind": "patch",
"published_at": "2020-09-13T18:54:33Z"
},
{
"tag": "0.1.5",
"kind": "patch",
"published_at": "2020-09-07T10:15:24Z"
},
{
"tag": "0.1.4",
"kind": "patch",
"published_at": "2020-08-30T07:31:30Z"
},
{
"tag": "0.1.3",
"kind": "patch",
"published_at": "2020-08-25T04:45:36Z"
},
{
"tag": "0.1.2",
"kind": "patch",
"published_at": "2020-08-15T07:56:57Z"
},
{
"tag": "0.1.1",
"kind": "patch",
"published_at": "2020-08-08T00:24:17Z"
},
{
"tag": "0.1.0",
"kind": "minor",
"published_at": "2020-08-06T22:49:07Z"
},
{
"tag": "0.1.0-rc5",
"kind": "prerelease",
"published_at": "2020-07-08T04:25:48Z"
},
{
"tag": "0.1.0-rc4",
"kind": "prerelease",
"published_at": "2020-06-08T02:02:02Z"
},
{
"tag": "0.1.0-rc3",
"kind": "prerelease",
"published_at": "2020-05-11T21:52:35Z"
},
{
"tag": "0.1.0-rc2",
"kind": "prerelease",
"published_at": "2020-04-03T01:21:05Z"
},
{
"tag": "0.1.0-rc1",
"kind": "prerelease",
"published_at": "2020-02-29T22:57:42Z"
},
{
"tag": "0.0.19-beta",
"kind": "prerelease",
"published_at": "2020-01-29T05:32:03Z"
},
{
"tag": "0.0.18-beta",
"kind": "prerelease",
"published_at": "2019-12-30T07:06:57Z"
},
{
"tag": "0.0.17-beta",
"kind": "prerelease",
"published_at": "2019-11-14T08:44:13Z"
},
{
"tag": "0.0.16-beta",
"kind": "prerelease",
"published_at": "2019-10-24T23:05:52Z"
},
{
"tag": "0.0.15-beta",
"kind": "prerelease",
"published_at": "2019-09-02T22:03:32Z"
},
{
"tag": "0.0.14-beta",
"kind": "prerelease",
"published_at": "2019-07-28T23:53:48Z"
},
{
"tag": "0.0.13-beta",
"kind": "prerelease",
"published_at": "2019-07-03T21:24:11Z"
},
{
"tag": "0.0.12-beta",
"kind": "prerelease",
"published_at": "2019-05-19T19:23:58Z"
},
{
"tag": "0.0.11-beta",
"kind": "prerelease",
"published_at": "2019-04-18T02:52:14Z"
},
{
"tag": "0.0.10-beta",
"kind": "prerelease",
"published_at": "2019-03-11T04:20:30Z"
},
{
"tag": "0.0.9-beta",
"kind": "prerelease",
"published_at": "2019-02-18T03:04:04Z"
},
{
"tag": "0.0.8-alpha",
"kind": "prerelease",
"published_at": "2018-12-29T22:50:28Z"
},
{
"tag": "0.0.7-alpha",
"kind": "prerelease",
"published_at": "2018-11-29T07:23:51Z"
},
{
"tag": "0.0.6-alpha",
"kind": "prerelease",
"published_at": "2018-10-30T23:49:35Z"
},
{
"tag": "0.0.5-alpha",
"kind": "prerelease",
"published_at": "2018-09-21T21:52:19Z"
},
{
"tag": "0.0.4-alpha",
"kind": "prerelease",
"published_at": "2018-08-07T05:59:44Z"
},
{
"tag": "0.0.3-alpha",
"kind": "prerelease",
"published_at": "2018-07-19T23:42:46Z"
},
{
"tag": "0.0.2-alpha",
"kind": "prerelease",
"published_at": "2018-07-07T02:22:02Z"
},
{
"tag": "0.0.1-alpha",
"kind": "prerelease",
"published_at": "2018-07-07T02:22:39Z"
}
],
"recent_commits": [
{
"oid": "e0960dcb19c9722ccbc4826f5b9417a75fa01613",
"body": "…lity (#384)",
"is_bot": false,
"headline": "chore(deps): Update php-stemmer to version ^4.0 for PHP 8.4 compatibi…",
"author_name": "David Dreschner",
"author_login": "DerDreschner",
"committed_at": "2025-10-01T17:52:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "082fed2ae9cf011758b0ca430a48317ea0b2751b",
"body": null,
"is_bot": false,
"headline": "Link to new docs URL",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2025-07-25T19:30:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "337f6cfcb75840d5238e86c82bbf13a5fdc6a42c",
"body": null,
"is_bot": false,
"headline": "Fix typo",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2025-05-10T20:37:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33363175faa8cbe1a357f4f4333798b660ee74e6",
"body": null,
"is_bot": false,
"headline": "Fix coding style",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2025-03-28T02:44:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e294225f7fb9829268f7491d7950c2d2ec5496c",
"body": null,
"is_bot": false,
"headline": "Remove CLA",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2025-03-28T02:21:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fcdc638311a9dd606914f09af01cbc6f89ad2a8d",
"body": null,
"is_bot": false,
"headline": "remove $ so cut-and-paste works (#354)",
"author_name": "Tac Tacelosky",
"author_login": "tacman",
"committed_at": "2025-03-21T01:39:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "276f9f7f03281b16de6e661fb67845e28c2bb8d6",
"body": null,
"is_bot": false,
"headline": "Fix unnecessary logger in serialization (#351)",
"author_name": "Ronan Giron",
"author_login": "ElGigi",
"committed_at": "2025-02-03T18:31:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59782a24bd09f0faa00e7df335fd58ca288d1eab",
"body": null,
"is_bot": false,
"headline": "Stop validating Windows",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-11-09T23:02:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7f15e5549c6e00f757ab824eea5eb2dfc1af3ab",
"body": null,
"is_bot": false,
"headline": "Stop validating PHP 7.4",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-11-09T22:57:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aec140d2e5146a89122e8d55c1d1888f7c8af406",
"body": null,
"is_bot": false,
"headline": "Update CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-11-09T22:55:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "18acb0b88de2219a92a087e8277ffd2213e9390e",
"body": null,
"is_bot": false,
"headline": "Fix test and appease Stan",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-11-09T22:54:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "715b0e70ef38f22c1d0df641ca106eb90b433d6c",
"body": "* Correct SVM Use\r\n\r\n* Update OneClassSVM.php\r\n\r\n* Update OneClassSVM.php",
"is_bot": false,
"headline": "Correct SVM Use (#346)",
"author_name": "Louis AUTHIE",
"author_login": "LouisAUTHIE",
"committed_at": "2024-11-02T00:55:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "85d7d4be9f3f75ec4fea24a4213442e5c14d3853",
"body": null,
"is_bot": false,
"headline": "Appease Stan",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-08-31T22:53:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1bede91e264c0421e5fad5fdfea4ff16af933a0",
"body": null,
"is_bot": false,
"headline": "Update SVR.php (#344)",
"author_name": "Louis AUTHIE",
"author_login": "LouisAUTHIE",
"committed_at": "2024-08-30T17:37:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65251d95b8465727d62bfdec08105be9ee4fbc8f",
"body": null,
"is_bot": false,
"headline": "Update SVC.php (#345)",
"author_name": "Louis AUTHIE",
"author_login": "LouisAUTHIE",
"committed_at": "2024-08-30T17:37:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fef1033456f3b347e05b0a193919120b415f4127",
"body": null,
"is_bot": false,
"headline": "Update mkdocs.yml",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-06-30T19:36:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b7032a4f21ae597662682254afca1bbdbbcf6d1",
"body": null,
"is_bot": false,
"headline": "Don't check for donors here, use the strategy to check (#338)",
"author_name": "Chris Lloyd",
"author_login": "27pchrisl",
"committed_at": "2024-06-26T02:19:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d43a5f2cd714277c10f74096cc5776ce4c828354",
"body": "* Initial commit (#299)\r\n\r\n* Vantage Tree (#300)\r\n\r\n* Initial commit\r\n\r\n* Better testing\r\n\r\n* Improve the docs\r\n\r\n* Rename benchmark\r\n\r\n* Explicitly import max() function\r\n\r\n* Fix coding style\r\n\r\n* Wrapper interface (#314)\r\n\r\n* Add Wrapper interface for models wrappers\r\n\r\n* Add WrapperAware trait\r\n\r\n[…]\n* Back out Swoole Backend code\r\n\r\n* Bump version\r\n\r\n---------\r\n\r\nCo-authored-by: Ronan Giron <ElGigi@users.noreply.github.com>\r\nCo-authored-by: Mateusz Charytoniuk <mateusz.charytoniuk@protonmail.com>",
"is_bot": false,
"headline": "2.5 (#336)",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-05-23T17:44:44Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "696a2f6ea9862b6ba68dd2353afc23230feef138",
"body": "…335)\n\nSee https://github.com/RubixML/ML/issues/334",
"is_bot": false,
"headline": "Do not allow zero local reachability density in LocalOutlierFactor (#…",
"author_name": "Dom Morgan",
"author_login": "dmnc",
"committed_at": "2024-05-23T17:23:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e81fdf001899da4639d3f9ea2a2ff56221f6cc6",
"body": null,
"is_bot": false,
"headline": "Update dependencies and fix coding style",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-05-06T21:55:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e330fc724a7e075140bcb60c686e7839c58e34b4",
"body": "Signed-off-by: Giuseppe Foti <foti.giuseppe@gmail.com>",
"is_bot": false,
"headline": "Fix filesystem doc (#330)",
"author_name": "Giuseppe Foti",
"author_login": "MocioF",
"committed_at": "2024-05-06T21:40:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1851ed3d555928218ee3ddb5d2e563aeb5fa7c6",
"body": null,
"is_bot": false,
"headline": "Fix typo",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-02-15T21:37:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef4a7158daa283892971a4c2936185619b5c29a5",
"body": null,
"is_bot": false,
"headline": "Update dependencies",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2024-01-14T23:22:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6c716b5e796f4a57077b7a0c025610d0c3511912",
"body": null,
"is_bot": false,
"headline": "Nicer unit tests",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-09-21T23:22:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "138a8ede739b60e81143f771c53ac1a09bcb4e33",
"body": null,
"is_bot": false,
"headline": "Update coding style",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-09-20T05:00:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "879295545267ab723069fa211df3bbee37be72ad",
"body": null,
"is_bot": false,
"headline": "Fix multi bytes characters in some regex of RegexFilter (#306)",
"author_name": "Ronan Giron",
"author_login": "ElGigi",
"committed_at": "2023-09-20T04:53:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f3bdec7c1546b907eab736956575bbdc61b4d50",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' of github.com:/RubixML/ML",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-07-06T00:30:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef104f37d361fa98d2635ee612b9958ec411e21f",
"body": null,
"is_bot": false,
"headline": "Rogue file",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-07-06T00:29:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a77103a4a397c4520fd5f5342d6217edd917e45c",
"body": "* Initial commit\r\n\r\n* Little nicer\r\n\r\n* No idea how this got in here",
"is_bot": false,
"headline": "Variance update optimization (#301)",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-07-06T00:22:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f1d2cca6f58aa0655f5a91b34167fc5e43360643",
"body": null,
"is_bot": false,
"headline": "Better description",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-27T21:13:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "99858d84a9c217d9ee103b6319981648e85ec38b",
"body": null,
"is_bot": false,
"headline": "Add verb",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-27T20:38:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5fdd4f028a88c79d1d06d7fc02ed7691661bcdc2",
"body": null,
"is_bot": false,
"headline": "Update CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-27T20:05:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "078e53e978a8e486da6f3c5e7d5b9deb24f7bebf",
"body": null,
"is_bot": false,
"headline": "Add Russian language test",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-27T20:02:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "67425cef6bd96c1677aeb34c7f08557598badf34",
"body": null,
"is_bot": false,
"headline": "Add Russian and Arabic tests",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-27T19:59:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "edc06b49879a865e577f4e4bbb6ebe2cbede29a5",
"body": null,
"is_bot": false,
"headline": "Test more languages",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-27T19:43:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dd88c6cc7b07bebef4a4cd73a900b645d6b5303f",
"body": "* Update Sentence.php\r\n\r\n* Update SentenceTest.php",
"is_bot": false,
"headline": "Update Sentence.php and SentenceTest.php (#297)",
"author_name": "BahmanMD",
"author_login": "BahmanMehrdad",
"committed_at": "2023-05-27T18:22:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e804cdc318801545307ed4a0f3a835fcf22f5864",
"body": null,
"is_bot": false,
"headline": "Add Titanic example project and tutorial",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-26T16:49:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46a4671d74f83f2ac457833b084c1c39be678da3",
"body": "* Initial commit (#291)\r\n\r\n* Num nerual net params (#292)\r\n\r\n* Initial commit\r\n\r\n* Update CHANGELOG\r\n\r\n* Appease Stan\r\n\r\n* Test GELU a little more\r\n\r\n* Compensate for PHP bug\r\n\r\n* Simpler\r\n\r\n* Bump version constant\r\n\r\n* Logistic Regression, Softmax, Adaline now report num params\r\n\r\n* Add emoji regex\n[…]\n check for empty escape character.\r\n\r\n* Escape char can only be one char\r\n\r\n* No need to cast to int\r\n\r\n* Update docs\r\n\r\n* GELU optimization\r\n\r\n---------\r\n\r\nCo-authored-by: Boorinio <tzou_08@yahoo.gr>",
"is_bot": false,
"headline": "2.4 (#293)",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-26T16:39:27Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6fd4714e66bdaca077d2a904643f24915c7271bc",
"body": null,
"is_bot": false,
"headline": "Update docs build instructions",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-26T16:30:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f8f2366601bbcf79ef74f18de3871921e204c1e",
"body": null,
"is_bot": false,
"headline": "Remove mao() docs",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-26T16:24:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9dcd07607ed3d156fe5c6d0b7ad95ea5a4c55bf",
"body": null,
"is_bot": false,
"headline": "Add string literal type-hints",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-19T17:59:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "79100cb37aa0513e4c313d6568b29143a6766d7f",
"body": "* Initial commit\r\n\r\n* Use latest version of checkout action",
"is_bot": false,
"headline": "PHP 8.2 environment added to CI (#290)",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-13T19:12:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63c7f29e764d40d3ee3cb797a3ece974ad7d1a12",
"body": null,
"is_bot": false,
"headline": "Optimize Adam and AdaMax Optimizer",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-05-13T18:53:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52993b145cf35681856b7e11e48729cc21ff4019",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' of github.com:/RubixML/ML",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-04-23T18:09:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97e882ed17a4de6d70fc313fd76ef768001fd082",
"body": null,
"is_bot": false,
"headline": "End organization Sponsors program",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-04-23T18:09:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cc726c1ffc71caca252ef5640c7fce9431da8669",
"body": null,
"is_bot": false,
"headline": "Update installation.md (#283)",
"author_name": "BahmanMD",
"author_login": "BahmanMehrdad",
"committed_at": "2023-04-10T01:44:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e630fdf9cc83155e10e2859cb0d65f6bb5890ab",
"body": null,
"is_bot": false,
"headline": "Fix link to tensor extension in readme (#280)",
"author_name": "Richard Steinmetz",
"author_login": "st3iny",
"committed_at": "2023-03-30T04:04:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d54a6b3bcbfb3688c1827faaddd7af779e947e5",
"body": null,
"is_bot": false,
"headline": "Update CHANGEGLOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-03-13T01:25:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "224570ec89b12ac07fe00037197c957282b7b0aa",
"body": null,
"is_bot": false,
"headline": "Fix coding style",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-03-12T22:12:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "860990a9ab153c28408c5474c6019e185c741a20",
"body": null,
"is_bot": false,
"headline": "Update php stemmer to version 3",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-03-12T22:11:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3565d9ceb8e7ad6905b65f028f795defcea3ad7",
"body": null,
"is_bot": false,
"headline": "Add SVC save load test",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-03-12T22:08:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65ae632dfe9f72a68fb0dc9e42b31804108be2d8",
"body": null,
"is_bot": false,
"headline": "Update CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-03-07T01:45:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "623d6302fe38ecd3e69baf4f2d9a65dca15f8826",
"body": null,
"is_bot": false,
"headline": "Fix PSR-3 log compatibility issue (#279)",
"author_name": "Allan Mariucci Carvalho",
"author_login": "allanmcarvalho",
"committed_at": "2023-03-07T01:43:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5cfb616d68506969e701d640483ee2e025237c7a",
"body": null,
"is_bot": false,
"headline": "Update CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-02-27T01:03:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2768760778789b61b1469927d4e4d19c21053b81",
"body": null,
"is_bot": false,
"headline": "Check for correct version of RBX format",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-02-27T01:01:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "faf2b1b36be98618f7d43cbece77cdd2fa1338ea",
"body": null,
"is_bot": false,
"headline": "Add customer churn example to docs",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-02-26T02:21:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "20e38404c26c3589055afd05ff9c280fd92efafc",
"body": null,
"is_bot": false,
"headline": "Bump year",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-02-26T02:20:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c6ae15b40d622c9e33f8c286ce4c8c93e934c942",
"body": null,
"is_bot": false,
"headline": "Add PHP 8.2 and 8.3 polyfills",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2023-02-26T01:42:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d0de8a0f07b65d9f5668a2f2ccaceb505b094f31",
"body": "2.3",
"is_bot": false,
"headline": "Merge pull request #271 from RubixML/2.3",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-31T01:32:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3c76343bada17571f5c508e9a9571d7c65d604ff",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into 2.3",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-31T01:26:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "951cceb199d8af3f5456c6a1703001b14dfaa160",
"body": "Export network graph",
"is_bot": false,
"headline": "Merge pull request #268 from RubixML/export-network-graph",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-15T23:38:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "53da7514503a6257ad6d6eb61b2dc81cd158b378",
"body": null,
"is_bot": false,
"headline": "Add images to the docs",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-15T23:35:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82a6e0663ba5331e89798208695ecbb56538984b",
"body": null,
"is_bot": false,
"headline": "Merge branch '2.0' into 2.3",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-07T00:01:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bfebcae4462f0ea04d99462a1839a0206f57e19b",
"body": null,
"is_bot": false,
"headline": "Appease Stan",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-07T00:01:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee30c6afe8aabe8ff0e487bb74f1f44c3ef6ae91",
"body": null,
"is_bot": false,
"headline": "Merge branch '2.0' into 2.3",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-06T23:57:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52fe3cb782428ee5796cb3ede7c66b59112bfb20",
"body": null,
"is_bot": false,
"headline": "Allow delta",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-06T23:57:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04876b56a7627921d3d8d7797987f8bc48089502",
"body": null,
"is_bot": false,
"headline": "Merge branch '2.0' into 2.3",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-06T23:52:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b09f7b0c64950c10817234f06590a083f7bbd87",
"body": null,
"is_bot": false,
"headline": "Allow deltas in floating point assertions",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-06T23:52:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ef55fec0ed983e3fde95aa140fb39c7b642801b7",
"body": null,
"is_bot": false,
"headline": "Appease Stan",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-06T23:39:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f0b211333b8213744b35284d3ebbc22884a8347",
"body": null,
"is_bot": false,
"headline": "Update CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-06T22:55:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "48624adf150617cce8ac0e67852b647b9c5a43e0",
"body": "GridSearch score sorting",
"is_bot": false,
"headline": "Merge pull request #269 from biostaz/gridsearch-best-params",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-12-06T22:54:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c98c00be5d41beb6143bd9944b36b8c065eb0cbf",
"body": null,
"is_bot": false,
"headline": "Fix GridSearch score sorting",
"author_name": "Adam",
"author_login": null,
"committed_at": "2022-12-06T11:44:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "09c222226cfdab8c85ac249cc0ad2a5a62693830",
"body": null,
"is_bot": false,
"headline": "Don't generate image",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-11-28T00:35:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "917f9ccea1acb7e5f5415635a10d63075b782bb3",
"body": null,
"is_bot": false,
"headline": "Merge branch '2.3' into export-network-graph",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-11-28T00:32:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6da429591421de4eeec5d21d8693dc2df21c63ca",
"body": "BM25 Transformer",
"is_bot": false,
"headline": "Merge pull request #258 from RubixML/bm25-transformer",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-11-28T00:31:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a3d497d28271f38f5b06972b196a1d67b7101d2",
"body": null,
"is_bot": false,
"headline": "Add docs",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-11-28T00:29:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e5662402a4978cd503244681ac8e97c289cfa047",
"body": null,
"is_bot": false,
"headline": "Initial commit",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-11-28T00:21:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5270f5b32c887bcb8505619f8f420e32a70b31a2",
"body": null,
"is_bot": false,
"headline": "Improve the docs",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-18T04:53:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "514e35a8006a20330eaef9c443d65b10f21da2b9",
"body": null,
"is_bot": false,
"headline": "Rename hyper-parameters",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T23:50:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b767eb8bd75e123557dbde70c8b9086a725a48e",
"body": null,
"is_bot": false,
"headline": "Merge branch '2.3' into bm25-transformer",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T20:18:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7272dd3a8428616f66aa161bcb5b7eab0b575e54",
"body": null,
"is_bot": false,
"headline": "Merge branch 'master' into 2.3",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T20:16:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4cda6bc1b103a70e019c5dbed2093f683d9dd02a",
"body": null,
"is_bot": false,
"headline": "Update CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T20:13:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "00bc019a3c7891502da4e679843d42707ee7e1ec",
"body": "Fix Extra Tree Divide By Zero",
"is_bot": false,
"headline": "Merge pull request #263 from RubixML/fix-div-by-zero",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T20:12:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41cfaacb0721c92aee99a8f2972f50e17dd88312",
"body": "Drop Feature",
"is_bot": false,
"headline": "Merge pull request #264 from RubixML/drop-feature",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T20:08:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19224425d95e0a0ed16134d63e808ffefe9f3e06",
"body": null,
"is_bot": false,
"headline": "Bump version",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T20:03:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44511aa6baba92fcb9983c1b577a0bb54d66a125",
"body": null,
"is_bot": false,
"headline": "Update CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T20:02:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65311291a4f731cb962f9bf9053313132b0a00f3",
"body": null,
"is_bot": false,
"headline": "Initial commit",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-15T19:57:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "924f79f50b9907ea3137ad5dec8a5b939ae5247e",
"body": null,
"is_bot": false,
"headline": "Fix coding style",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-14T01:30:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0974abab1c2703243525118197aa6a14acc90480",
"body": null,
"is_bot": false,
"headline": "Initial commit",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-14T01:27:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6763e4785dec3d174f30192208f2504a6d411a39",
"body": null,
"is_bot": false,
"headline": "Better variable naming",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-08T05:04:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5b40c15001b4f61fa7bf9cbaaaf2a49dbc9f6465",
"body": null,
"is_bot": false,
"headline": "Update user guide",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-02T07:21:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "87582a5efde589292f80508d9a646e7867d5a753",
"body": null,
"is_bot": false,
"headline": "Add to CHANGELOG",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-02T07:10:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5fcf1faf97132f63a36797b35ca8f2b872a17d55",
"body": null,
"is_bot": false,
"headline": "Initial commit",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-02T07:07:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "52c25b997aa9a11eb06958de9cbc8a495e9977f2",
"body": null,
"is_bot": false,
"headline": "Fix doc links",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-01T22:48:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b813162f76009550899acb554d28693abda3b2c7",
"body": "2.2",
"is_bot": false,
"headline": "Merge pull request #250 from RubixML/2.2",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-10-01T17:56:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c967d8079fd0523c5702a3f5b960ee9b30c76e0",
"body": null,
"is_bot": false,
"headline": "Add Dataset `types()` unit tests",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-09-30T04:03:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9623cc8b76184aad93e255b24c50842e5a88f19",
"body": null,
"is_bot": false,
"headline": "Concatenator now accepts an iterator of iterators",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-09-30T02:19:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a7ecf006b64512e359fa4c2c03956595ac48e622",
"body": null,
"is_bot": false,
"headline": "Improve the docs",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-09-30T00:51:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "91e9fd7b9aa555a00c5bf160d32951d726bd5276",
"body": null,
"is_bot": false,
"headline": "Improve the docs",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-09-30T00:38:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2b66203fbb9df98929c4ff63c7cb72146b67ec3",
"body": null,
"is_bot": false,
"headline": "Harder integration tests",
"author_name": "Andrew DalPino",
"author_login": "andrewdalpino",
"committed_at": "2022-09-30T00:30:17Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 79,
"commits_last_year": 2,
"latest_release_at": "2025-10-01T17:56:53Z",
"latest_release_tag": "2.5.3",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 2,
"days_since_latest_release": 294,
"mean_days_between_releases": 114.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 50,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "rubix/ml",
"exists": true,
"license": "MIT",
"keywords": [
"php",
"cart",
"analytics",
"classification",
"Algorithm",
"inference",
"data mining",
"dataset",
"artificial intelligence",
"recommendation",
"Neural network",
"classifier",
"etl",
"nlp",
"machine learning",
"prediction",
"svm",
"ml",
"ranking",
"ensemble",
"natural language processing",
"clustering",
"regression",
"ai",
"image recognition",
"k-means",
"Rubix",
"Linear regression",
"kmeans",
"data science",
"Deep learning",
"feature extraction",
"knn",
"nearest neighbors",
"TF-IDF",
"estimator",
"naive bayes",
"predictive modeling",
"anomaly detection",
"manifold learning",
"dimensionality reduction",
"cross validation",
"k-nearest neighbors",
"adaboost",
"dbscan",
"feature selection",
"feature importance",
"gaussian mixture",
"gmm",
"gradient boost",
"grid search",
"imputation",
"isolation forest",
"loda",
"local outlier factor",
"logistic regression",
"mean shift",
"multilayer perceptron",
"php ml",
"random forest",
"regressor",
"rubixml",
"rubix ml",
"support vector machine",
"t-sne",
"tsne",
"outlier detection",
"php machine learning",
"text mining",
"tf idf",
"gbm",
"softmax",
"lof",
"ridge",
"supervised learning",
"unsupervised learning",
"mlp",
"php ai"
],
"ecosystem": "packagist",
"matches_repo": true,
"registry_url": "https://packagist.org/packages/rubix/ml",
"is_deprecated": false,
"latest_version": "2.5.3",
"repository_url": "https://github.com/RubixML/ML",
"versions_count": 80,
"total_downloads": 1568425,
"dependents_count": 30,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 56111,
"first_published_at": null,
"latest_published_at": "2025-10-01T17:52:15Z",
"latest_version_yanked": null,
"days_since_latest_publish": 294
}
]
},
"popularity": {
"forks": 193,
"stars": 2199,
"watchers": 50,
"fork_history": {
"days": [
{
"date": "2018-12-10",
"count": 3
},
{
"date": "2018-12-12",
"count": 2
},
{
"date": "2018-12-14",
"count": 1
},
{
"date": "2018-12-21",
"count": 1
},
{
"date": "2018-12-25",
"count": 1
},
{
"date": "2018-12-28",
"count": 1
},
{
"date": "2019-01-03",
"count": 1
},
{
"date": "2019-01-07",
"count": 1
},
{
"date": "2019-01-21",
"count": 1
},
{
"date": "2019-02-11",
"count": 2
},
{
"date": "2019-02-12",
"count": 2
},
{
"date": "2019-02-15",
"count": 1
},
{
"date": "2019-02-18",
"count": 1
},
{
"date": "2019-02-22",
"count": 1
},
{
"date": "2019-03-01",
"count": 1
},
{
"date": "2019-03-09",
"count": 1
},
{
"date": "2019-04-16",
"count": 1
},
{
"date": "2019-04-17",
"count": 1
},
{
"date": "2019-05-14",
"count": 1
},
{
"date": "2019-05-21",
"count": 1
},
{
"date": "2019-06-21",
"count": 1
},
{
"date": "2019-08-11",
"count": 1
},
{
"date": "2019-09-04",
"count": 1
},
{
"date": "2019-09-09",
"count": 3
},
{
"date": "2019-09-14",
"count": 1
},
{
"date": "2019-09-30",
"count": 1
},
{
"date": "2019-10-02",
"count": 1
},
{
"date": "2019-10-31",
"count": 1
},
{
"date": "2019-11-06",
"count": 1
},
{
"date": "2019-11-28",
"count": 1
},
{
"date": "2019-12-11",
"count": 1
},
{
"date": "2019-12-17",
"count": 1
},
{
"date": "2019-12-21",
"count": 1
},
{
"date": "2019-12-26",
"count": 1
},
{
"date": "2020-01-04",
"count": 1
},
{
"date": "2020-01-13",
"count": 1
},
{
"date": "2020-02-13",
"count": 1
},
{
"date": "2020-03-10",
"count": 1
},
{
"date": "2020-03-29",
"count": 1
},
{
"date": "2020-04-30",
"count": 1
},
{
"date": "2020-05-25",
"count": 1
},
{
"date": "2020-05-26",
"count": 2
},
{
"date": "2020-06-24",
"count": 1
},
{
"date": "2020-07-07",
"count": 1
},
{
"date": "2020-07-08",
"count": 1
},
{
"date": "2020-07-10",
"count": 3
},
{
"date": "2020-07-12",
"count": 1
},
{
"date": "2020-07-13",
"count": 1
},
{
"date": "2020-07-19",
"count": 1
},
{
"date": "2020-08-10",
"count": 1
},
{
"date": "2020-08-16",
"count": 1
},
{
"date": "2020-08-17",
"count": 1
},
{
"date": "2020-08-26",
"count": 1
},
{
"date": "2020-09-16",
"count": 1
},
{
"date": "2020-10-04",
"count": 1
},
{
"date": "2020-10-06",
"count": 1
},
{
"date": "2020-10-14",
"count": 1
},
{
"date": "2020-10-17",
"count": 1
},
{
"date": "2020-10-29",
"count": 1
},
{
"date": "2020-11-10",
"count": 1
},
{
"date": "2020-11-18",
"count": 1
},
{
"date": "2020-12-08",
"count": 1
},
{
"date": "2020-12-10",
"count": 1
},
{
"date": "2020-12-13",
"count": 1
},
{
"date": "2020-12-18",
"count": 1
},
{
"date": "2020-12-24",
"count": 1
},
{
"date": "2021-01-05",
"count": 2
},
{
"date": "2021-01-25",
"count": 1
},
{
"date": "2021-01-31",
"count": 1
},
{
"date": "2021-03-19",
"count": 1
},
{
"date": "2021-03-21",
"count": 1
},
{
"date": "2021-03-22",
"count": 2
},
{
"date": "2021-04-04",
"count": 2
},
{
"date": "2021-04-06",
"count": 1
},
{
"date": "2021-04-19",
"count": 1
},
{
"date": "2021-04-29",
"count": 1
},
{
"date": "2021-05-02",
"count": 1
},
{
"date": "2021-06-01",
"count": 1
},
{
"date": "2021-06-14",
"count": 1
},
{
"date": "2021-06-30",
"count": 1
},
{
"date": "2021-07-05",
"count": 1
},
{
"date": "2021-08-05",
"count": 1
},
{
"date": "2021-10-13",
"count": 1
},
{
"date": "2021-10-27",
"count": 1
},
{
"date": "2021-11-07",
"count": 1
},
{
"date": "2021-11-16",
"count": 1
},
{
"date": "2022-02-09",
"count": 1
},
{
"date": "2022-02-11",
"count": 1
},
{
"date": "2022-02-24",
"count": 1
},
{
"date": "2022-03-03",
"count": 1
},
{
"date": "2022-03-09",
"count": 1
},
{
"date": "2022-03-25",
"count": 1
},
{
"date": "2022-04-05",
"count": 1
},
{
"date": "2022-05-10",
"count": 1
},
{
"date": "2022-05-24",
"count": 1
},
{
"date": "2022-06-02",
"count": 1
},
{
"date": "2022-06-20",
"count": 1
},
{
"date": "2022-07-08",
"count": 1
},
{
"date": "2022-07-09",
"count": 1
},
{
"date": "2022-07-12",
"count": 1
},
{
"date": "2022-09-02",
"count": 1
},
{
"date": "2022-09-05",
"count": 1
},
{
"date": "2022-10-06",
"count": 1
},
{
"date": "2022-10-23",
"count": 1
},
{
"date": "2022-11-06",
"count": 1
},
{
"date": "2022-11-21",
"count": 1
},
{
"date": "2022-11-29",
"count": 1
},
{
"date": "2022-12-06",
"count": 1
},
{
"date": "2022-12-15",
"count": 1
},
{
"date": "2023-01-14",
"count": 1
},
{
"date": "2023-01-29",
"count": 1
},
{
"date": "2023-02-07",
"count": 1
},
{
"date": "2023-02-20",
"count": 1
},
{
"date": "2023-03-04",
"count": 3
},
{
"date": "2023-04-10",
"count": 1
},
{
"date": "2023-04-26",
"count": 1
},
{
"date": "2023-05-05",
"count": 1
},
{
"date": "2023-05-08",
"count": 2
},
{
"date": "2023-05-30",
"count": 1
},
{
"date": "2023-06-05",
"count": 1
},
{
"date": "2023-06-17",
"count": 1
},
{
"date": "2023-06-21",
"count": 1
},
{
"date": "2023-07-05",
"count": 1
},
{
"date": "2023-07-13",
"count": 1
},
{
"date": "2023-07-18",
"count": 1
},
{
"date": "2023-07-24",
"count": 1
},
{
"date": "2023-08-14",
"count": 1
},
{
"date": "2023-09-11",
"count": 1
},
{
"date": "2023-11-09",
"count": 1
},
{
"date": "2023-11-10",
"count": 1
},
{
"date": "2023-12-20",
"count": 1
},
{
"date": "2024-01-07",
"count": 1
},
{
"date": "2024-01-24",
"count": 1
},
{
"date": "2024-02-01",
"count": 1
},
{
"date": "2024-02-03",
"count": 1
},
{
"date": "2024-04-02",
"count": 1
},
{
"date": "2024-04-03",
"count": 1
},
{
"date": "2024-04-21",
"count": 1
},
{
"date": "2024-04-29",
"count": 1
},
{
"date": "2024-05-10",
"count": 1
},
{
"date": "2024-05-22",
"count": 1
},
{
"date": "2024-05-25",
"count": 1
},
{
"date": "2024-05-27",
"count": 1
},
{
"date": "2024-06-11",
"count": 1
},
{
"date": "2024-07-08",
"count": 1
},
{
"date": "2024-07-11",
"count": 2
},
{
"date": "2024-08-18",
"count": 1
},
{
"date": "2024-08-19",
"count": 1
},
{
"date": "2024-08-23",
"count": 1
},
{
"date": "2024-10-18",
"count": 1
},
{
"date": "2024-10-23",
"count": 1
},
{
"date": "2025-01-14",
"count": 1
},
{
"date": "2025-01-29",
"count": 1
},
{
"date": "2025-02-09",
"count": 1
},
{
"date": "2025-02-18",
"count": 1
},
{
"date": "2025-03-06",
"count": 1
},
{
"date": "2025-03-27",
"count": 1
},
{
"date": "2025-04-07",
"count": 1
},
{
"date": "2025-05-07",
"count": 1
},
{
"date": "2025-05-08",
"count": 1
},
{
"date": "2025-05-22",
"count": 1
},
{
"date": "2025-06-08",
"count": 1
},
{
"date": "2025-06-13",
"count": 1
},
{
"date": "2025-06-26",
"count": 1
},
{
"date": "2025-08-02",
"count": 1
},
{
"date": "2025-09-05",
"count": 1
},
{
"date": "2025-09-07",
"count": 1
},
{
"date": "2025-09-12",
"count": 1
},
{
"date": "2025-12-11",
"count": 1
},
{
"date": "2026-02-13",
"count": 1
},
{
"date": "2026-02-15",
"count": 1
},
{
"date": "2026-05-07",
"count": 1
}
],
"complete": true,
"collected": 189,
"total_forks": 193
},
"star_history": null,
"open_issues_and_prs": 76
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 23047,
"source_files_sampled": 653,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"composer.json"
],
"advisories": {
"error": "No resolved dependencies carried a version and a supported ecosystem",
"scope": "repository_graph",
"source": null,
"findings": [],
"collected": false,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 0,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 17,
"direct_affected_count": 0
},
"ecosystems": [
"packagist"
],
"dependencies": [
{
"name": "amphp/parallel",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^1.3"
},
{
"name": "andrewdalpino/okbloomer",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^1.0"
},
{
"name": "psr/log",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^1.1|^2.0|^3.0"
},
{
"name": "rubix/tensor",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^3.0"
},
{
"name": "symfony/polyfill-mbstring",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^1.0"
},
{
"name": "symfony/polyfill-php80",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^1.17"
},
{
"name": "symfony/polyfill-php82",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^1.27"
},
{
"name": "symfony/polyfill-php83",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^1.27"
},
{
"name": "wamania/php-stemmer",
"manifest": "composer.json",
"ecosystem": "packagist",
"version_constraint": "^4.0"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "amphp/parallel",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "andrewdalpino/okbloomer",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "psr/log",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "rubix/tensor",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "symfony/polyfill-mbstring",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "symfony/polyfill-php80",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "symfony/polyfill-php82",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "symfony/polyfill-php83",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "wamania/php-stemmer",
"direct": true,
"version": null,
"ecosystem": "packagist"
},
{
"name": "ext-json",
"direct": false,
"version": null,
"ecosystem": "packagist"
},
{
"name": "friendsofphp/php-cs-fixer",
"direct": false,
"version": null,
"ecosystem": "packagist"
},
{
"name": "php",
"direct": false,
"version": null,
"ecosystem": "packagist"
},
{
"name": "phpbench/phpbench",
"direct": false,
"version": null,
"ecosystem": "packagist"
},
{
"name": "phpstan/extension-installer",
"direct": false,
"version": null,
"ecosystem": "packagist"
},
{
"name": "phpstan/phpstan",
"direct": false,
"version": null,
"ecosystem": "packagist"
},
{
"name": "phpstan/phpstan-phpunit",
"direct": false,
"version": null,
"ecosystem": "packagist"
},
{
"name": "phpunit/phpunit",
"direct": false,
"version": null,
"ecosystem": "packagist"
}
],
"collected": true,
"truncated": false,
"total_count": 17,
"direct_count": 9,
"indirect_count": 8
}
},
"maintainership": {
"issues": {
"open_prs": 3,
"merged_prs": 170,
"open_issues": 73,
"closed_ratio": 0.622,
"closed_issues": 120,
"closed_unmerged_prs": 34
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "andrewdalpino",
"commits": 1995,
"avatar_url": "https://avatars.githubusercontent.com/u/18690561?v=4"
},
{
"type": "User",
"login": "simplechris",
"commits": 13,
"avatar_url": "https://avatars.githubusercontent.com/u/520892?v=4"
},
{
"type": "User",
"login": "marclaporte",
"commits": 5,
"avatar_url": "https://avatars.githubusercontent.com/u/1004261?v=4"
},
{
"type": "User",
"login": "LouisAUTHIE",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/65625876?v=4"
},
{
"type": "User",
"login": "Boorinio",
"commits": 3,
"avatar_url": "https://avatars.githubusercontent.com/u/13625730?v=4"
},
{
"type": "User",
"login": "BahmanMehrdad",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/89250787?v=4"
},
{
"type": "User",
"login": "bogkonstantin",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/8061739?v=4"
},
{
"type": "User",
"login": "maximecolin",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/606766?v=4"
},
{
"type": "User",
"login": "DrDub",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/315403?v=4"
},
{
"type": "User",
"login": "ElGigi",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/18268216?v=4"
}
],
"contributors_sampled": 35,
"top_contributor_share": 0.97
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml"
],
"has_docs_dir": true,
"linter_configs": [
".php-cs-fixer.dist.php",
"phpstan.neon"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "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",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 0,
"reason": "1 out of 12 merged PRs checked by a CI test -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 3,
"reason": "Found 11/30 approved changesets -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 17 contributing companies or organizations",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 1,
"reason": "0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "e0960dcb19c9722ccbc4826f5b9417a75fa01613",
"ran_at": "2026-07-22T21:03:48Z",
"aggregate_score": 3.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2025-10-01T18:01:52Z",
"oldest_open_prs": [
{
"number": 398,
"created_at": "2026-02-15T19:25:05Z",
"last_comment_at": "2026-02-20T00:35:14Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 399,
"created_at": "2026-02-22T18:21:15Z",
"last_comment_at": "2026-04-20T16:56:50Z",
"last_comment_author": "Boorinio"
},
{
"number": 415,
"created_at": "2026-07-06T21:49:17Z",
"last_comment_at": null,
"last_comment_author": null
}
],
"last_merged_pr_at": "2026-07-22T20:55:51Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 38,
"created_at": "2019-10-29T20:20:35Z",
"last_comment_at": "2021-03-31T08:26:50Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 49,
"created_at": "2019-11-11T22:35:43Z",
"last_comment_at": "2023-06-15T06:51:39Z",
"last_comment_author": "ThomasW69"
},
{
"number": 58,
"created_at": "2020-02-09T21:36:00Z",
"last_comment_at": "2021-12-04T19:38:20Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 61,
"created_at": "2020-03-05T11:08:07Z",
"last_comment_at": "2020-03-24T06:34:24Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 66,
"created_at": "2020-05-01T00:17:49Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 68,
"created_at": "2020-05-21T09:57:54Z",
"last_comment_at": "2020-05-27T19:46:31Z",
"last_comment_author": "ghostjat"
},
{
"number": 75,
"created_at": "2020-06-13T18:49:55Z",
"last_comment_at": "2023-11-23T08:02:39Z",
"last_comment_author": "lalit-powercozmo"
},
{
"number": 78,
"created_at": "2020-06-13T22:11:39Z",
"last_comment_at": "2020-06-18T14:22:53Z",
"last_comment_author": "marclaporte"
},
{
"number": 102,
"created_at": "2020-08-15T22:21:52Z",
"last_comment_at": null,
"last_comment_author": null
},
{
"number": 145,
"created_at": "2020-12-30T22:33:32Z",
"last_comment_at": "2021-01-10T01:11:27Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 148,
"created_at": "2021-01-04T12:30:47Z",
"last_comment_at": "2022-09-23T15:57:12Z",
"last_comment_author": "andrey-helldar"
},
{
"number": 161,
"created_at": "2021-02-18T18:31:54Z",
"last_comment_at": "2021-02-18T21:41:20Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 164,
"created_at": "2021-03-10T15:33:33Z",
"last_comment_at": "2025-03-08T18:06:00Z",
"last_comment_author": "tacman"
},
{
"number": 165,
"created_at": "2021-03-22T15:56:49Z",
"last_comment_at": "2021-06-07T17:50:38Z",
"last_comment_author": "zenichanin"
},
{
"number": 169,
"created_at": "2021-03-29T23:18:30Z",
"last_comment_at": "2021-09-08T00:26:12Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 183,
"created_at": "2021-07-05T22:17:13Z",
"last_comment_at": "2021-07-05T23:27:59Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 187,
"created_at": "2021-07-16T18:39:47Z",
"last_comment_at": "2021-08-03T11:23:46Z",
"last_comment_author": "chegmarco1989"
},
{
"number": 189,
"created_at": "2021-08-02T14:33:30Z",
"last_comment_at": "2021-08-04T13:40:03Z",
"last_comment_author": "aiaf"
},
{
"number": 193,
"created_at": "2021-09-11T09:42:26Z",
"last_comment_at": "2021-09-11T18:55:06Z",
"last_comment_author": "andrewdalpino"
},
{
"number": 194,
"created_at": "2021-10-07T05:06:48Z",
"last_comment_at": "2021-10-09T01:59:45Z",
"last_comment_author": "bpersevere"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/RubixML/ML",
"host": "github.com",
"name": "ML",
"owner": "RubixML"
},
"metrics": {
"overall": {
"key": "overall",
"band": "at_risk",
"name": "Overall health",
"note": "High-Risk Jurisdiction Policy applies a 50% multiplier to weighted overall health and gives it an At risk ceiling of 49.",
"notes": [
{
"code": "jurisdiction_overall_adjustment",
"params": {
"cap": 49,
"pct": 50
}
}
],
"value": 30,
"inputs": {
"security": 20,
"vitality": 54,
"community": 76,
"governance": 62,
"engineering": 78,
"high_risk_jurisdiction_cap": 49,
"high_risk_jurisdiction_multiplier": 50,
"weighted_overall_before_jurisdiction": 59,
"overall_after_jurisdiction_multiplier": 30
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 54,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "at_risk",
"name": "Development activity",
"note": null,
"notes": [],
"value": 43,
"inputs": {
"commits_last_year": 2,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 2
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "2/52 weeks with commits",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 2
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "2 commits in the last year",
"points": 4.3,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 2
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "good",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 70,
"inputs": {
"releases_count": 79,
"latest_release_tag": "2.5.3",
"releases_from_tags": false,
"days_since_latest_release": 294,
"mean_days_between_releases": 114.4
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "79 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 79
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 294 days ago",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "release_recency",
"params": {
"days": 294
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~114.4 days",
"points": 19.8,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 114.4
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "dormant",
"guards": [
"maintainer_replying",
"recent_release"
],
"signals": [
"issue_rot"
],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": 0,
"unanswered_open_issues": 11,
"days_since_last_merged_pr": 0,
"days_since_last_human_commit": 294,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "no human commit for 294 days, with nothing left unanswered; held at dormant by a maintainer still replying, a release within the year",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_quiet",
"params": {
"days": 294
}
},
{
"code": "abandonment_guarded",
"params": {
"guards": "a maintainer still replying, a release within the year"
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 76,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"forks": 193,
"stars": 2199,
"watchers": 50,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "2,199 stars",
"points": 54.2,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 2199
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "193 forks",
"points": 19,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 193
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "50 watchers",
"points": 9.4,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 50
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "good",
"name": "Community health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": null,
"notes": [],
"value": 73,
"inputs": {
"packages": [
"rubix/ml"
],
"dependents": 30,
"ecosystems": "packagist",
"total_downloads": 1568425,
"monthly_downloads": 56111
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "56,111 downloads/month across packagist",
"points": 63.3,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 56111,
"ecosystems": "packagist"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "30 packages depend on it",
"points": 9.9,
"status": "partial",
"details": [
{
"code": "registry_dependents",
"params": {
"count": 30
}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 62,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 33,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 35,
"top_contributor_share": 0.97
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 97% of commits",
"points": 0.7,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 97
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "35 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 35
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 17 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 66,
"inputs": {
"merged_prs": 170,
"open_issues": 73,
"closed_issues": 120,
"issue_closed_ratio": 0.622,
"closed_unmerged_prs": 34
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "62% of issues closed",
"points": 29.1,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 62
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "170/204 decided PRs merged",
"points": 31.9,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 170,
"decided": 204
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 11/30 approved changesets -- score normalized to 3",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"followers": 314,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "RubixML",
"public_repos": 22,
"account_age_days": 2866
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "314 followers of RubixML",
"points": 18,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 314,
"login": "RubixML"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "22 public repos, account ~7 yr old",
"points": 21.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 22
}
},
{
"code": "account_age_years",
"params": {
"years": 7
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 91,
"inputs": {
"packages": [
"rubix/ml"
],
"ecosystems": "packagist",
"any_deprecated": false,
"min_days_since_publish": 294
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on packagist",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "packagist"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 294 days ago",
"points": 26,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 294
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "80 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 80
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 78,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 64,
"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": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
}
}
],
"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": ".php-cs-fixer.dist.php, phpstan.neon",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".php-cs-fixer.dist.php, phpstan.neon"
}
}
],
"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": "1 out of 12 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
"machine-learning",
"analytics",
"php",
"classification",
"clustering",
"regression",
"anomaly-detection",
"deep-learning",
"natural-language-processing"
],
"has_wiki": true,
"homepage": "https://rubixml.github.io/ML",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://rubixml.github.io/ML",
"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": "9 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 9
}
}
],
"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": "critical",
"name": "Security",
"value": 20,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "critical",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized. High-Risk Jurisdiction Policy applies a 50% multiplier to Security posture and gives it an At risk ceiling of 49.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "jurisdiction_posture_adjustment",
"params": {
"cap": 49,
"pct": 50
}
}
],
"value": 20,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 3.9,
"high_risk_jurisdiction_cap": 49,
"high_risk_jurisdiction_multiplier": 50,
"security_posture_after_multiplier": 20,
"security_posture_before_jurisdiction": 39
},
"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": "1 out of 12 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 11/30 approved changesets -- score normalized to 3",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 17 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": "0 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 1",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "moderate",
"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": 50,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": true,
"exposures": [
{
"role": "top_contributor",
"count": 1,
"country": "Iran"
}
],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 20
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "Iran: top_contributor (1)",
"points": 50,
"status": "partial",
"details": [
{
"code": "jurisdiction_exposure",
"params": {
"role": "top_contributor",
"count": 1,
"country": "Iran"
}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 30,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 13,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.24,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "24 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 12.8,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 24,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 33,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": ".php-cs-fixer.dist.php, phpstan.neon",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".php-cs-fixer.dist.php, phpstan.neon"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "PHP",
"largest_source_bytes": 23047,
"source_files_sampled": 653,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "PHP without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "PHP"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/653 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 653,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"No resolved dependencies carried a version and a supported ecosystem"
],
"report_type": "repository",
"generated_at": "2026-07-22T21:04:11.496596Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/RubixML/ML.svg",
"full_name": "RubixML/ML",
"license_state": "standard",
"license_spdx": "MIT"
}