公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 20:27 UTC

andreyruby / serega

RubyMIT★ 8 星标⑂ 0 复刻始于 2022年3月在 GitHub 上查看 ↗

andreyruby/serega 的健康指数为 100 分中的 55 分,处于「中等」区间。 其得分最高的类别是Vitality(77/100),最低的是Community & Adoption(31/100)。 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。

55
总分 / 100
中等

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。

55
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)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

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

所有权

Andrey个人账户
0 关注者23 个公开仓库始于 2013年2月

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

软件包生态系统

注册表软件包版本月下载量版本数最近发布
RubyGemsserega指向其他仓库——不计分0.40.0-490 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

77良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
7.6/36提交节奏 — 52 周中有 11 周有提交
15.3/18提交量 — 最近一年 50 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year50
human_commit_share1
days_since_last_push0
active_weeks_last_year11

发布纪律

88优秀
评分方式
16.2/27有发布版本 — 48 个版本标签(无 GitHub 发布版本)
36/36发布时效 — 最近一次发布版本于 0 天前
27/27发布节奏 — 约每 12.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count48
latest_release_tagv0.40.0
releases_from_tags
days_since_latest_release0
mean_days_between_releases12.7
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?

31存在风险 · 占总体的 18%
评分方式
13.7/60星标 — 8 个星标
0/25复刻 — 0 个复刻
0/15关注者 — 2 位关注者
所用输入
forks0
stars8
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

可持续性与治理

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

42存在风险 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0/22.5提交分布 — 头号贡献者编写了 100% 的提交
1.4/13.5贡献者广度 — 1 位贡献者
0/10OpenSSF Scorecard:Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled1
top_contributor_share1
评分方式
46.8/46.8议题解决 — 100% 的议题已关闭
36.9/38.3PR 接受 — 已裁定的 PR 中 138/143 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/25 approved changesets -- score normalized to 0
所用输入
merged_prs138
open_issues0
closed_issues74
issue_closed_ratio1
closed_unmerged_prs5
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
0/25所有者影响力 — andreyruby 有 0 位关注者
22.1/25既往记录 — 23 个公开仓库,账户约 13 年
所用输入
followers0
owner_typeUser
is_verified
owner_loginandreyruby
public_repos23
account_age_days4,921
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。

工程质量

基础的工程与文档实践是否到位?

66中等 · 占总体的 20%

工程实践

84良好
评分方式
24/24CI 工作流 — 1 个工作流
24/24存在测试
16/16Linter 配置 — .rubocop.yml
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

40存在风险
评分方式
30/30README
0/25文档目录
0/15文档 / 主页站点
0/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

55中等 · 占总体的 16%

安全态势

44存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/25 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4.4
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。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages71
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 71 个已解析依赖与 OSV 比对。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?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。

38存在风险 · 占总体的 0%
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)
22.9/40可读的提交历史 — 100 次人类提交中有 43 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.43
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — .rubocop.yml
0/11静态类型检查
10/10可复现环境 — lockfile
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
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesGemfile.lock
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Ruby,未配置类型检查
55/55可控的文件大小 — 采样的 164 个源文件中有 0 个超过 60KB
所用输入
primary_languageRuby
largest_source_bytes41,486
source_files_sampled164
oversized_source_files0

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files

关键数据

8GitHub 星标
1贡献者
50最近 12 个月提交数
0距最近推送天数
48发布版本数
1巴士系数(bus factor)
0开放议题
RubyGems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
  • rubygems package 'serega' points at a different repository (https://github.com/aglushkov/serega); excluded from ecosystem scoring

更多细节

OpenSSF Scorecard 4.4 / 10
4.4综合

来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身,而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用,并从安全评分中剔除(绝不按零分计)。Scorecard v5.5.0 · 2026-07-28 20:26 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests23 out of 23 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/25 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 17
注册表软件包版本约束清单文件
RubyGemsrake~> 13.0Gemfile
RubyGemsostruct~> 0.6.3Gemfile
RubyGemsrspec~> 3.0Gemfile
RubyGemsstandard~> 1.42Gemfile
RubyGemssimplecov~> 0.21Gemfile
RubyGemsrubocop-rake~> 0.6Gemfile
RubyGemsrubocop-rspec~> 3.2Gemfile
RubyGemsrubocop-performance~> 1.22Gemfile
RubyGemsredcarpet~> 3.5Gemfile
RubyGemsallocation_statsGemfile
RubyGemsyardGemfile
RubyGemsmdl~> 0.13Gemfile
RubyGemsdebug>= 1.0Gemfile
RubyGemspry-byebug~> 3.9Gemfile
RubyGemsactiverecord~> 8.0Gemfile
RubyGemssqlite3Gemfile
RubyGemsactiverecord-jdbcsqlite3-adapterGemfile
全部依赖 71

来自 GitHub 依赖图的完整解析依赖集合:15 个直接依赖与 56 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
RubyGemsactiverecord8.1.3直接
RubyGemsallocation_stats0.1.5直接
RubyGemsdebug1.11.1直接
RubyGemsmdl0.17.0直接
RubyGemsostruct0.6.3直接
RubyGemsrake13.4.2直接
RubyGemsredcarpet3.6.1直接
RubyGemsrspec3.13.2直接
RubyGemsrubocop-performance1.26.1直接
RubyGemsrubocop-rake0.7.1直接
RubyGemsrubocop-rspec3.10.2直接
RubyGemssimplecov0.22.0直接
RubyGemssqlite32.9.5直接
RubyGemsstandard1.55.0直接
RubyGemsyard0.9.44直接
RubyGemsactivemodel8.1.3间接
RubyGemsactivesupport8.1.3间接
RubyGemsast2.4.3间接
RubyGemsbase640.3.0间接
RubyGemsbigdecimal4.1.2间接
RubyGemschef-utils19.3.15间接
RubyGemsconcurrent-ruby1.3.7间接
RubyGemsconnection_pool3.0.2间接
RubyGemsdiff-lcs1.6.2间接
RubyGemsdocile1.4.1间接
RubyGemsdrb2.2.3间接
RubyGemserb6.0.4间接
RubyGemsi18n1.15.2间接
RubyGemsio-console0.8.2间接
RubyGemsirb1.18.0间接
RubyGemsjson2.20.0间接
RubyGemskramdown2.5.2间接
RubyGemskramdown-parser-gfm1.1.0间接
RubyGemslanguage_server-protocol3.17.0.6间接
RubyGemslint_roller1.1.0间接
RubyGemslogger1.7.0间接
RubyGemsminitest6.0.6间接
RubyGemsmixlib-cli2.1.8间接
RubyGemsmixlib-config3.0.27间接
RubyGemsmixlib-shellout3.4.10间接
RubyGemsparallel2.1.0间接
RubyGemsparser3.3.11.1间接
RubyGemspp0.6.4间接
RubyGemsprettyprint0.2.0间接
RubyGemsprism1.9.0间接
RubyGemsracc1.8.1间接
RubyGemsrainbow3.1.1间接
RubyGemsrbs4.0.3间接
RubyGemsrdoc8.0.0间接
RubyGemsregexp_parser2.12.0间接
RubyGemsreline0.6.3间接
RubyGemsrexml3.4.4间接
RubyGemsrspec-core3.13.6间接
RubyGemsrspec-expectations3.13.5间接
RubyGemsrspec-mocks3.13.8间接
RubyGemsrspec-support3.13.7间接
RubyGemsrubocop1.87.0间接
RubyGemsrubocop-ast1.50.0间接
RubyGemsruby-progressbar1.13.0间接
RubyGemssecurerandom0.4.1间接
RubyGemssimplecov-html0.13.2间接
RubyGemssimplecov_json_formatter0.1.4间接
RubyGemsstandard-custom1.0.2间接
RubyGemsstandard-performance1.9.0间接
RubyGemstimeout0.6.1间接
RubyGemstomlrb2.0.4间接
RubyGemstsort0.2.0间接
RubyGemstzinfo2.0.6间接
RubyGemsunicode-display_width3.2.0间接
RubyGemsunicode-emoji4.2.0间接
RubyGemsuri1.1.1间接
依赖安全公告 0

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 71 个包,其中也包含从不交付的开发与测试版本固定:0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

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

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 765,
      "has_wiki": true,
      "homepage": null,
      "languages": {
        "Ruby": 535625,
        "Shell": 131
      },
      "pushed_at": "2026-07-28T20:18:44Z",
      "created_at": "2022-03-05T17:37:17Z",
      "owner_type": "User",
      "updated_at": "2026-07-28T20:10:35Z",
      "description": null,
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "license_spdx_raw": "MIT",
      "primary_language": "Ruby",
      "significant_languages": [
        "Ruby"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Andrey",
      "type": "User",
      "login": "andreyruby",
      "company": null,
      "location": null,
      "followers": 0,
      "avatar_url": "https://avatars.githubusercontent.com/u/3481507?v=4",
      "created_at": "2013-02-05T12:30:38Z",
      "is_verified": null,
      "public_repos": 23,
      "account_age_days": 4921
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.40.0",
          "kind": "minor",
          "published_at": "2026-07-28T20:08:27Z"
        },
        {
          "tag": "v0.39.0",
          "kind": "minor",
          "published_at": "2026-07-10T21:34:28Z"
        },
        {
          "tag": "v0.38.0",
          "kind": "minor",
          "published_at": "2026-07-09T14:39:35Z"
        },
        {
          "tag": "v0.37.2",
          "kind": "patch",
          "published_at": "2026-07-08T16:53:53Z"
        },
        {
          "tag": "v0.37.1",
          "kind": "patch",
          "published_at": "2026-07-08T13:07:12Z"
        },
        {
          "tag": "v0.37.0",
          "kind": "minor",
          "published_at": "2026-07-08T09:57:11Z"
        },
        {
          "tag": "v0.36.0",
          "kind": "minor",
          "published_at": "2026-05-12T09:56:16Z"
        },
        {
          "tag": "v0.35.0",
          "kind": "minor",
          "published_at": "2026-04-30T11:06:25Z"
        },
        {
          "tag": "v0.34.0",
          "kind": "minor",
          "published_at": "2026-04-29T14:04:33Z"
        },
        {
          "tag": "v0.33.2",
          "kind": "patch",
          "published_at": "2026-04-05T12:54:35Z"
        },
        {
          "tag": "v0.33.1",
          "kind": "patch",
          "published_at": "2025-09-18T11:02:50Z"
        },
        {
          "tag": "v0.33.0",
          "kind": "minor",
          "published_at": "2025-08-20T11:22:26Z"
        },
        {
          "tag": "v0.32.0",
          "kind": "minor",
          "published_at": "2025-08-19T13:40:06Z"
        },
        {
          "tag": "v0.31.0",
          "kind": "minor",
          "published_at": "2025-08-19T12:56:21Z"
        },
        {
          "tag": "v0.30.0",
          "kind": "minor",
          "published_at": "2025-08-18T15:26:05Z"
        },
        {
          "tag": "v0.21.0",
          "kind": "minor",
          "published_at": "2024-11-18T23:35:09Z"
        },
        {
          "tag": "v0.20.1",
          "kind": "patch",
          "published_at": "2024-02-25T18:21:32Z"
        },
        {
          "tag": "v0.19.0",
          "kind": "minor",
          "published_at": "2023-12-17T19:10:44Z"
        },
        {
          "tag": "v0.18.0",
          "kind": "minor",
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          "body": "The YARD coverage check needs `yard`; `redcarpet` silences its\nMarkdown-formatting warning. Pinned to their current major (~> 0.9 /\n~> 3.6), matching the other gems in this file.",
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          "body": "Reads attribute values from Hash records instead of calling a method.\nSee README's \"Serializing Hash records\" for modes, `config.hash_access`\ndefaults, `allow_missing_key:`, and delegate support.\n\n```ruby\nclass UserSerializer < Serega\n  config.hash_access.default_mode = :symbol # the default\n\n  attr\n[…]\ncord[\"name\"]\nend\n```\n\n```ruby\n# delegate: configures hash access per step\nattribute :city, delegate: { to: :address, to_hash_access: :symbol, hash_access: :symbol } # reads record[:address][:city]\n```",
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          "headline": "Add `presenter do ... end` DSL to define presenter methods",
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          "body": "BREAKING: an attribute block now defines a nested serializer instead of\nthe attribute value. The block is executed in the context of a new\nserializer class inherited from the base_serializer: attribute option or\nconfig.base_serializer (one of them is required). The attribute value\n(found by name or \n[…]\nes with a block are treated as relations by the :many option:\nmany: can be set on them, and the explicit_many_option plugin requires\nmany: for them, same as for attributes with the :serializer option.",
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          "headline": "feat!: attribute block defines a nested serializer",
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          "body": "Loading plugin :presenter in a base serializer previously wrapped every\nserialized object in a SimpleDelegator even when no presenter methods\nwere ever defined — pure overhead that also broke class checks\n(object.is_a?, Hash === object) in value callables and batch loaders.\n\nTrack user modifications\n[…]\nter after the first\nserialization enables wrapping on the next one — no stale caching.\n\nThe activerecord_preloads plugin unwraps objects via #__getobj__ only\nwhen the presenter is actually customized.",
          "is_bot": false,
          "headline": "Skip Presenter wrapping when Presenter class has no custom methods",
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          "body": "Methods listed in this option (default [:itself, :__getobj__]) are\nnever auto-preloaded, as they return the serialized object itself and\nnot an association. Applies to the :method option of attributes with a\nserializer and to the delegate: {to:} option.\n\nPreviously method: :itself with auto_preload enabled generated a bogus\n:itself preload (and made hide_by_default = :auto hide the attribute).",
          "is_bot": false,
          "headline": "Add config.auto_preload_excluded_methods option",
          "author_name": "Andrey",
          "author_login": null,
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          "body": "Structs and Hashes are Enumerable, so the automatic :many detection\ntreated them as collections: a Struct was exploded into its member\nvalues and a Hash into [key, value] pairs, both failing with\nmisleading errors.\n\nAdd SeregaUtils::CollectionDetector util holding the detection logic\n(Enumerable, ex\n[…]\nalizer#serialize_mode and the root plugin build_root\nfallback.\n\nRemove the \"specify many: false for Structs\" workaround notes from\nREADME and CHEATSHEET and the workaround itself from presenter specs.",
          "is_bot": false,
          "headline": "Serialize Struct and Hash as single objects",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-10T19:10:34Z",
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          "is_bot": false,
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          "body": "Replace the recursive per-object walk with a level-by-level engine. Instead of descending into each object and deferring batch attributes\nthrough attach-closures, serialization now proceeds one level at a time: all\nobjects that share a plan (e.g. every post's comments, gathered from every post)\nare \n[…]\n, so a presenter that overrides the batch id method no\n  longer produces a key mismatch that silently dropped the loaded value. Loaders\n  that relied on the raw objects should unwrap with #__getobj__.",
          "is_bot": false,
          "headline": "Rewrite the serializer as a level-by-level engine",
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          "is_bot": false,
          "headline": "Release v0.37.2",
          "author_name": "Andrey",
          "author_login": null,
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          "body_truncated": false,
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          "body": "Relations and preloads are routed through the batch phase only so their\nobjects are gathered per level and preloads run — the value itself comes\nfrom the attribute's own resolver. Previously each such attribute\nregistered a distinct `__auto_batch_<name>__` identity loader that built a\n`{obj => obj}`\n[…]\n— so the named predicate makes the\nintended, narrower criterion explicit.\n\nNo behavior change; existing hide/serialization specs pass, plus a test\nasserting auto-batched attributes register no loader.",
          "is_bot": false,
          "headline": "Make auto-batch a no-op marker; clarify the :auto-hide rule",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T16:07:14Z",
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        },
        {
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          "body": "Values of batch-loaded attributes (relations, :preload, explicit :batch)\nare resolved during the batch attach phase, not the synchronous walk, so\nerrors raised there escaped the \"(when serializing '<name>' attribute in\n<Serializer>)\" annotation that inline attributes get — a relation whose\nvalue rai\n[…]\ne annotate-and-reraise logic (previously duplicated in the object\nserializer and the batch loader, which is how the two paths drifted) into\na single SeregaUtils::SerializedAttributeError used by both.",
          "is_bot": false,
          "headline": "Annotate batch attribute errors with attribute and serializer",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T14:05:26Z",
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          "body": null,
          "is_bot": false,
          "headline": "Release v0.37.1",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T13:07:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58b2172cecaad4a27685b490d43214a7de900d0a",
          "body": "Clarify that preload_with runs once per preloaded attribute (the same\n:preload on several attributes calls it once each, so a custom handler\nshould skip already-loaded data), and that the :preload value is a\ndiscriminator the user controls — distinct values let the handler branch\nwithout the value being a real association name. Add owner/author\nexamples to README and CHEATSHEET.",
          "is_bot": false,
          "headline": "Document :preload value as a per-attribute discriminator",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T12:42:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d23fbb04163f4d0b2060937e71a77526be2194d",
          "body": "Batch attributes reserve their slot in the result hash with a nil\nplaceholder before the loaded value is known, then backfill it after\nthe batch loads. When an :if_value/:unless_value condition hid such an\nattribute, `attach_final_value` returned early without setting a value\nbut left the reserved k\n[…]\nppeared in the\noutput with a nil value instead of being omitted.\n\nDelete the reserved key when a value condition hides the attribute\n(a no-op for inline attributes, which never reserve a placeholder).",
          "is_bot": false,
          "headline": "Fix :if_value/:unless_value hiding batch attributes",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T12:41:40Z",
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          "body": null,
          "is_bot": false,
          "headline": "Release v0.37.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T09:57:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "0886760e5264d0c834ff8bbca0e06ea0b090f47d",
          "body": "Fix batch loading so a named loader reused by several attributes runs once\nfor the whole set of objects instead of once per attribute.\n\nIntroduce SeregaBatch::Level: one per plan level, holding the objects\nserialized at that level and a results cache keyed by loader identity. A\nnamed batch loader re\n[…]\nper named loader\n- freeze a level's objects on the first load, sealing the read-only set a\n  loader and the preload_with handler receive and turning a stray later\n  add_objects into a loud FrozenError",
          "is_bot": false,
          "headline": "Batch load once per plan level",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T09:37:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "daa7b02d87240fd993ea3553af6200e5ef8fba8b",
          "body": "### The `preload_with` handler\n\nRegister a preload handler on a serializer with the `preload_with` class\nmethod, given either a **block** or a **single callable**. The handler:\n\n- accepts two positional arguments — `(objects, preloads)`\n- is the generic seam for performing eager loading: with anothe\n[…]\nic preload seam — usable with any ORM or with plain non-ORM\nobjects — with a minimal `MyORM.preload(objects, preloads)` example; the\n`:preload` passthrough and the `preload: true` rejection are noted.",
          "is_bot": false,
          "headline": "Add custom `preload_with` block — preload data by your own rules",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-07-08T07:51:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "531768c6afd7896ea087665fcda65006a85a349d",
          "body": "Make serialization use one execution model: every attribute with `:serializer`\nor `:preload` (and no explicit `:batch`) is auto-batched in core. Each batched\nattribute preloads its own associations onto the records gathered during\nserialization, so per-attribute preloading replaces the merged-hash a\n[…]\nss\nnon-ActiveRecord boundaries while keeping pure-ActiveRecord query counts.\n\nRemove the now-unused `:preload_path` option, the PreloadPaths util and its\nvalidator, and the ActiveRecordObjects helper.",
          "is_bot": false,
          "headline": "Route every relation through the batch mechanism",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-06-07T14:59:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1e833a07939b511c8260ed9754fe12475e266c8a",
          "body": "`config.hide_by_default` no longer accepts an Array of symbols\n(`[:preload]`, `[:batch]`, `[:preload, :batch]`). Use the single `:auto`\nsymbol instead, which hides any attribute declared with `:preload` or `:batch`.\n`true` and `false` are unchanged.",
          "is_bot": false,
          "headline": "feat!: replace hide_by_default Array with :auto symbol",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-06-07T14:59:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "333cd79fead33bfda90991ec113016b627c50b26",
          "body": "… explicit",
          "is_bot": false,
          "headline": "Refactor: use while-loop in load_all to make dynamic iteration intent…",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-06-07T14:59:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1979dd5f34e8423fa7aca4520c57b84ffb1b4e6d",
          "body": null,
          "is_bot": false,
          "headline": "Add initial CHEETSHEET",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-18T13:09:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4437c5d992f1479c10feb23f0663e513f9d65ccd",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.36.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:56:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bc1cfd319f484bae053277e6a7c2f2cc7454cdb",
          "body": "- Split linting (rubocop, mdl, codespell) into a dedicated job that runs\n  in parallel with the test matrix instead of conditionally inside it\n- Bump actions/checkout v4 → v6\n- Add Ruby 3.3 + ActiveRecord 8.0 to the test matrix\n- Re-enable ruby head with continue-on-error: true\n- Switch codespell install from pip to pipx with venv caching",
          "is_bot": false,
          "headline": "Modernize CI workflow",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:47:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "5f34221e183a3a637327b1937c3b7b6e8bc11c71",
          "body": "Remove Ruby 2.6 and 2.7 from CI matrix, replace Ruby 3.1 with 3.2\nagainst ActiveRecord 7.2. Delete the 5.2 and 6.1 gemfiles that were\nonly needed for those older Rubies. Bump required_ruby_version to\n>= 3.2.0 in gemspec and remove the rubocop UseAnonymousForwarding\nworkaround that existed for Ruby 2.7 compatibility.",
          "is_bot": false,
          "headline": "Drop Ruby < 3.2 support",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-05-12T09:47:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "284386123e2d796683735c0a16edd8152f72b517",
          "body": "Introduces SeregaDataBuilder which converts serialized Hash/Array output\ninto a tree of Ruby Data immutable value objects (Ruby 3.2+). Nested\nserialized relations are recursively converted using the serialization\nplan structure. Data classes are cached per unique field set.\n\nPlugin :root overrides to_data to wrap the result in an outer Data\nobject covering the root key and any metadata keys, with arbitrary\nmetadata hashes/arrays recursively converted via deep_hash_to_data.",
          "is_bot": false,
          "headline": "Add .to_data / #to_data — serialize to Ruby Data objects",
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          "body": "Add \"2_ctx\" as a valid signature for :if, :unless, :if_value and\n:unless_value options. Flexible procs (non-lambda) with no declared\nparameters are classified as \"2_ctx\" by MethodSignature, so rejecting\nthis signature was incorrectly preventing bare procs like `proc { false }`\nfrom being used as conditions.\n\nAlso add DataBuilderClassMethods to handle plans where some attributes\nwere skipped by conditions, building the Data class from the\nactually-present keys.",
          "is_bot": false,
          "headline": "Plugin :if — accept (object, context, :ctx) proc signature",
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          "committed_at": "2026-05-12T09:47:03Z",
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          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-30T11:06:25Z",
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        },
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          "body": "- Presenter#initialize now accepts context and exposes it via private __ctx__\n- serialize_object passes context when constructing the Presenter\n- Update README and plugin docs with before/after example and full explanation\n- Add CHANGELOG entry",
          "is_bot": false,
          "headline": "Add context access inside Presenter via __ctx__",
          "author_name": "Andrey",
          "author_login": null,
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          "headline": "Fix manual release steps",
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          "committed_at": "2026-04-29T14:50:10Z",
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          "is_bot": false,
          "headline": "Release v0.34.0",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-29T14:04:33Z",
          "body_truncated": false,
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        },
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          "body": "Accepts false (default), true (hide all), or an array of symbols\n(:preload, :batch) to hide only attributes that use those options.\nAttribute-level hide: true/false always takes precedence over the config.",
          "is_bot": false,
          "headline": "Replace config.auto_hide with config.hide_by_default",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-29T13:39:53Z",
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          "is_bot": false,
          "headline": "Release v0.33.2",
          "author_name": "Andrey",
          "author_login": null,
          "committed_at": "2026-04-05T12:54:35Z",
          "body_truncated": false,
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        },
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          "headline": "Allow TrueClass as a modifier value in ToHash",
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          "author_login": null,
          "committed_at": "2026-04-05T12:54:35Z",
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        },
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          "oid": "84261961398a16aad07cdab171e8e3002907260f",
          "body": "https://github.com/andreyruby/serega/issues/193\n\nIt should fix a bug when user provides optional argument with some type and\nthinks we will provide it",
          "is_bot": false,
          "headline": "Make signatures more strict",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-10-19T10:55:36Z",
          "body_truncated": false,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "Release v0.33.1",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-09-18T11:02:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": "We should migrate to shields.io later",
          "is_bot": false,
          "headline": "Remove CodeClimate badges",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-09-18T10:39:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": "Issue was that we batch-load data for unique objects only",
          "is_bot": false,
          "headline": "Fix returned nils for batch-loaded attributes",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-09-18T10:39:09Z",
          "body_truncated": false,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "Eliminate some extra method calls for new value resolvers",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-25T08:08:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": null,
          "is_bot": false,
          "headline": "Replace Proc-based value resolvers to separate classes",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-25T08:08:52Z",
          "body_truncated": false,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "Release v0.33.0",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-20T11:22:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": null,
          "is_bot": false,
          "headline": "Add `batch_id_option` to config",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-20T07:19:37Z",
          "body_truncated": false,
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        },
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          "body": "From `.batch_loader` to `.batch`",
          "is_bot": false,
          "headline": "Raname method to add named batch loader",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-19T15:49:44Z",
          "body_truncated": false,
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        },
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          "oid": "258e99da8406d9c71b9c1d8ec726aba039d616c6",
          "body": "After ruby JSON gem becomes faster in\n[2.8.0 version](https://github.com/ruby/json/releases/tag/v2.8.0),\nthere are no sence to keep this functionality",
          "is_bot": false,
          "headline": "Remove `to_json` and `as_json` methods and config options",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-19T15:24:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "05fbdc5d89bc25372f7b4e76de3d1f0b9b1c4db7",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.32.0",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-19T13:40:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": null,
          "is_bot": false,
          "headline": "Fix preloads by method",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-19T13:34:58Z",
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          "body": null,
          "is_bot": false,
          "headline": "Release v0.31.0",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-19T12:56:21Z",
          "body_truncated": false,
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          "body": "…ed together",
          "is_bot": false,
          "headline": "Fix auto preloads were added when serializer and batch options provid…",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-19T09:08:02Z",
          "body_truncated": false,
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        },
        {
          "oid": "2f260b0bc42fbbdce8c05280d757345898ca32b1",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.30.0",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-08-18T15:26:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66d67a6dc6bf9f379d72dc502a657e3880bf4566",
          "body": "Changes:\n- Moved batch plugin to the core with large changes\n- Move preload plugin to the core\n\nLook changelog for details",
          "is_bot": false,
          "headline": "Add batch loading to the core",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2025-08-18T15:26:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": null,
          "is_bot": false,
          "headline": "Change release process",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-07-05T18:21:07Z",
          "body_truncated": false,
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        },
        {
          "oid": "1705bfc144163f57952db93caeb6e9f66faf8048",
          "body": "**BREAKING**: Moved preloads functionality from `:preloads` plugin to core. The `:preloads` plugin is no longer needed and should be removed from your serializers.\n\n**Before:**\n```ruby\nclass AppSerializer < Serega\n  plugin :preloads,\n    auto_preload_attributes_with_delegate: true,\n    auto_preload_\n[…]\nuby\nclass AppSerializer < Serega\n  config.auto_preload_attributes_with_delegate = true\n  config.auto_preload_attributes_with_serializer = true\n  config.auto_hide_attributes_with_preload = true\nend\n```",
          "is_bot": false,
          "headline": "Moved preloads functionality from `:preloads` plugin to core",
          "author_name": "Andrey Glushkov",
          "author_login": "andreyruby",
          "committed_at": "2025-07-05T18:21:07Z",
          "body_truncated": true,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "Update development gems",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2025-03-15T21:42:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "912074bc9c647637332a8f0726784c3d09e035f5",
          "body": "We now can find method or block aprameters signature to call this block with\ncorrect params. Block can have positional and keyword arguments.\n\nThis gives us ability to use keyword arguments.\n\nCurrently we are supporting providing context as keyword argument.\n\nFor example:\n\n```ruby\nattribute(:price) { |obj, ctx:| ctx[:current_user].vip? ? 0 : obj.price }\n``",
          "is_bot": false,
          "headline": "Introduce signature util",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2025-03-15T21:42:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a4ceb6f54d3972b3cd22654039f8f50a8ba85c82",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.21.0",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2024-11-18T23:35:09Z",
          "body_truncated": false,
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        },
        {
          "oid": "6c01660dbc7c11861fbfc36341292d553c82848b",
          "body": "https://github.com/aglushkov/serega/issues/161\n\nAll strings options will be converted to symbols",
          "is_bot": false,
          "headline": "Allow to provide any options as strings",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2024-11-18T21:08:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd19c5194d03faeb77e32037fa43290c4e760e94",
          "body": "…plugin",
          "is_bot": false,
          "headline": "Add public method #preload_associations_to to active record preloads …",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2024-07-21T09:17:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e28c19bc66d49a634223e00f2aec424282e91533",
          "body": "We now use String.each_codepoint instead of StringIO.read(1, buffer)",
          "is_bot": false,
          "headline": "Improve string modifiers parsing ~20%",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2024-06-12T13:43:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7547e13c23284a5e8cb116d510c240a339e01ec",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.20.1",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2024-02-25T18:21:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99ac68117c10f0b54464ba88839358272c576320",
          "body": "https://github.com/aglushkov/serega/issues/154",
          "is_bot": false,
          "headline": "Fix plugin :if usage with plugin :batch",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2024-02-25T18:01:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Release v0.20.0",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-12-28T21:52:48Z",
          "body_truncated": false,
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        },
        {
          "oid": "b7ab0ec06477800919d7d0f61f5c114fba803ffa",
          "body": "https://github.com/aglushkov/serega/issues/143",
          "is_bot": false,
          "headline": "Validate plugin options keys",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-12-28T21:12:16Z",
          "body_truncated": false,
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        },
        {
          "oid": "08c67c7b80c88d3c2506e2632d3e12025aa48002",
          "body": "https://github.com/aglushkov/serega/issues/144\n\n- `Serega::AttributeNotExist#serializer`\n- `Serega::AttributeNotExist#attributes`\n\nNow it is easier to build custom error message",
          "is_bot": false,
          "headline": "Add extra methods to Serega::AttributeNotExist error",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-12-28T21:12:16Z",
          "body_truncated": false,
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        },
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          "oid": "7549a8f3e949540f86db9bbdbd12b96a8b13bd80",
          "body": "https://github.com/aglushkov/serega/issues/144\n\n- `Serega::AttributeNotExist#serializer` Shows current serializer.\n  Can help when you use multiple serializers and want to find which one is\n  responsible for the error;\n- `Serega::AttributeNotExist#attributes` Lists not existing attributes.",
          "is_bot": false,
          "headline": "Add extra metadata methods to Serega::AttributeNotExist error",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-12-18T21:19:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d83544c895489457653099b06775292a6c23708",
          "body": "Ruby allocates extra array when forwading methods (probably to forward arguments)\nAs we know methods arity, we can improve this behaviour.",
          "is_bot": false,
          "headline": "Remove extra allocations",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-12-18T13:21:56Z",
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        },
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          "is_bot": false,
          "headline": "Release v0.19.0",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-12-17T19:10:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0233a9e8da8d853b72252d491f31e593aba1bf1",
          "body": "1. The :default option can be specified to replace attribute nil values.\n\n```ruby\nattribute: :some_count, default: 0\n```\n\n2. Also removed :batch plugin `:default` option, as new option replaces it\n\n```ruby\nattribute: :some_count, batch: { loader: SomeCountLoader, default: 0 }\n\nattribute: :some_count, batch: { loader: SomeCountLoader }, default: 0\n```",
          "is_bot": false,
          "headline": "Add :default attribute option",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-12-17T18:50:33Z",
          "body_truncated": false,
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        },
        {
          "oid": "b2377c186278228e2291b9ade2c4aeed1cc4973e",
          "body": null,
          "is_bot": false,
          "headline": "Fix README line length 80 chars",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-11-22T19:05:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "16fc807e314f9ba93b6f717ed1f01bcb567fed78",
          "body": null,
          "is_bot": false,
          "headline": "Fix grammar",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-11-22T18:56:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "613fbaabdb44a5eb7d766dfa081a52ab3d0a7754",
          "body": null,
          "is_bot": false,
          "headline": "Release v0.18.0",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-11-11T17:23:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "efc993155f7358d1b11ba3c6cdb1352fce0f239f",
          "body": null,
          "is_bot": false,
          "headline": "Rename batch :key to :id_method",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-11-11T14:11:42Z",
          "body_truncated": false,
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        },
        {
          "oid": "6f70efee38dd0461223814e47c87be11b099daf9",
          "body": "https://github.com/aglushkov/serega/issues/136\n\nThis way we can find error about not existing batch loader earlier.\n\nMost of the time user will not reuse loaders, as they are quite unique by nature.\nBut if they want to reuse it, they will probably define it in parent serializer, so it should not be a problem\n\nAlso prefferable way to use batch loaders is to provide callable object directly.",
          "is_bot": false,
          "headline": "Require to define batch loaders before assigning to attributes",
          "author_name": "Andrey Glushkov",
          "author_login": null,
          "committed_at": "2023-11-07T10:36:54Z",
          "body_truncated": false,
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        },
        {
          "oid": "da912ea8e85b1bf08c986aa543d89e844e75f273",
          "body": null,
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      "top_contributors": [
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          "login": "andreyruby",
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          "avatar_url": "https://avatars.githubusercontent.com/u/3481507?v=4"
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      "has_linter_config": true,
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            "name": "Branch-Protection",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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                "name": "Bus factor",
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                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "merged_prs": 138,
              "open_issues": 0,
              "closed_issues": 74,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 5
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "138/143 decided PRs merged",
                "points": 36.9,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 138,
                      "decided": 143
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 40,
            "inputs": {
              "followers": 0,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "andreyruby",
              "public_repos": 23,
              "account_age_days": 4921
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "0 followers of andreyruby",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 0,
                      "login": "andreyruby"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "23 public repos, account ~13 yr old",
                "points": 22.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 23
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "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": ".rubocop.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".rubocop.yml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "at_risk",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 55,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4.4
            },
            "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": "23 out of 23 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "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": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 71 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 71
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 71,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 71,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "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": 38,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 23,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.43,
              "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": "43 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 43,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "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": ".rubocop.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                  }
                ],
                "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
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                  }
                ],
                "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": "Ruby",
              "largest_source_bytes": 41486,
              "source_files_sampled": 164,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Ruby without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Ruby"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/164 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 164,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? 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",
    "rubygems package 'serega' points at a different repository (https://github.com/aglushkov/serega); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T20:27:10.883704Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/andreyruby/serega.svg",
  "full_name": "andreyruby/serega",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计RubyGems.