公开记录
软件健康报告模式 0.27.0 · 指标 2.5.0 · 2026-07-28 14:43 UTC

google / array_record

C++ · PythonApache-2.0★ 139 星标⑂ 25 复刻始于 2022年4月在 GitHub 上查看 ↗
类型如何判定

google/array_record 的健康指数为 100 分中的 59 分,处于「中等」区间。 其得分最高的类别是Community & Adoption(66/100),最低的是Security(21/100)。 最近一次更新在 21 天前。 近期的大部分工作由 2 位贡献者完成。

59
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,再依据公开记录的分布进行校准,使各等级具有百分位含义;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 34(存在风险)的上限。

59
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

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

加权总体分 56 经校准后在公布的指数量表上为 59(记录校准 2026-08-02)。

所有权

Google组织
76,069 关注者2,888 个公开仓库始于 2012年1月

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

软件包生态系统

注册表软件包版本月下载量版本数最近发布
PyPIarray_record0.8.3-16256 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?

60中等 · 占总体的 21%
评分方式
28.8/36推送新近度 — 最近一次推送于 21 天前
8.3/36提交节奏 — 52 周中有 12 周有提交
11.7/18提交量 — 最近一年 19 次提交
0/10OpenSSF Scorecard:Maintained — 无数据
所用输入
commits_last_year19
human_commit_share1
days_since_last_push21
active_weeks_last_year12

发布纪律

70良好
评分方式
27/27有发布版本 — 已发布 11 个发布版本
16.2/36发布时效 — 最近一次发布版本于 256 天前
19.8/27发布节奏 — 约每 105 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count11
latest_release_tagv0.8.3
releases_from_tags
days_since_latest_release256
mean_days_between_releases105

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?

66良好 · 占总体的 17%
评分方式
34.7/60星标 — 139 个星标
11.5/25复刻 — 25 个复刻
3.9/15关注者 — 6 位关注者
所用输入
forks25
stars139
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template

可持续性与治理

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

66良好 · 占总体的 23%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
14.6/22.5提交分布 — 头号贡献者编写了 35% 的提交
13.5/13.5贡献者广度 — 12 位贡献者
0/10OpenSSF Scorecard:Contributors — 无数据
所用输入
bus_factor2
contributors_sampled12
top_contributor_share0.349
评分方式
14/42议题解决 — 33% 的议题已关闭
13.9/30PR 接受 — 已裁定的 PR 中 72/155 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — 无数据
所用输入
merged_prs72
open_issues14
closed_issues7
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.333
closed_unmerged_prs83
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
25/25所有者影响力 — google 有 76,069 位关注者
25/25既往记录 — 2,888 个公开仓库,账户约 14 年
所用输入
followers76,069
owner_typeOrganization
is_verified
owner_logingoogle
public_repos2,888
account_age_days5,305
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
26/35发布时效 — 最近一次发布于 256 天前
20/20版本历史 — 16 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
packagesarray_record
ecosystemspypi
any_deprecated
min_days_since_publish256

工程质量

基础的工程与文档实践是否到位?

58中等 · 占总体的 19%

工程实践

60中等
评分方式
24/24CI 工作流 — 3 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

55中等
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
0/10仓库描述
0/10主题标签
0/10Wiki
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?

21存在风险 · 占总体的 16%
评分方式
0/30安全策略(SECURITY.md)
0/25Dependabot 配置
0/25依赖锁定文件 — 已发布的类库——锁定文件属于应用层关注点,不作要求
0/20CodeQL 工作流
所用输入
sourcefile_signals
lockfiles
manifestsdocs/requirements.txt, setup.py
has_codeql_workflow
has_security_policy
has_dependabot_config
已排除计分(无数据或不适用):依赖锁定文件。 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_packages10
unassessed_packages9
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 10 个已解析依赖与 OSV 比对。 有 9 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

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

58中等 · 占总体的 4%
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)
13.9/40可读的提交历史 — 100 次人类提交中有 26 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_share0.26
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — docs/Makefile
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — C++(静态类型)
10/10可复现环境 — Dockerfile
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 — 无数据
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesdocs/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
45/45可类型检查的代码 — C++(静态类型)
55/55可控的文件大小 — 采样的 43 个源文件中有 0 个超过 60KB
所用输入
primary_languageC++
largest_source_bytes32,240
source_files_sampled43
oversized_source_files0
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — cpp/layout.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_filescpp/layout.proto

关键数据

139GitHub 星标
12贡献者
19最近 12 个月提交数
21距最近推送天数
11发布版本数
2巴士系数(bus factor)
14开放议题
PyPI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
  • OpenSSF Scorecard did not return a usable result (2026/07/28 14:42:32 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

更多细节

Star 与 Fork 历史 0 ★ / 25 ⇿
0Star
25Fork
11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。

05101520252512022-062024-062026-07
主版本 0次版本 6修订 4

每个点涵盖 4 天。

全部依赖 19

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 19 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
PyPIabsl-py间接
PyPIarray-record间接
PyPIetils间接
PyPIetils1.11.0间接
PyPIetils1.12.2间接
PyPIfsspec2024.12.0间接
PyPIfsspec2025.5.1间接
PyPIfuro间接
PyPIimportlib-resources6.4.5间接
PyPIimportlib-resources6.5.2间接
PyPImyst-parser间接
PyPIsphinx间接
PyPIsphinx-autodoc-typehints间接
PyPIsphinx-rtd-theme间接
PyPIsphinxcontrib-napoleon间接
PyPItyping-extensions4.12.2间接
PyPItyping-extensions4.14.1间接
PyPIzipp3.21.0间接
PyPIzipp3.23.0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 10 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。 有 9 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

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": 236,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "C++": 197738,
        "Shell": 6314,
        "Python": 56196,
        "Starlark": 14311,
        "Dockerfile": 1003
      },
      "pushed_at": "2026-07-07T13:12:33Z",
      "created_at": "2022-04-08T21:51:01Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-26T14:29:59Z",
      "description": null,
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "C++",
      "significant_languages": [
        "C++",
        "Python"
      ]
    },
    "owner": {
      "blog": "https://opensource.google/",
      "name": "Google",
      "type": "Organization",
      "login": "google",
      "company": null,
      "location": "United States of America",
      "followers": 76069,
      "avatar_url": "https://avatars.githubusercontent.com/u/1342004?v=4",
      "created_at": "2012-01-18T01:30:18Z",
      "is_verified": null,
      "public_repos": 2888,
      "account_age_days": 5305
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": null,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.8.3",
          "kind": "patch",
          "published_at": "2025-11-13T16:34:03Z"
        },
        {
          "tag": "v0.8.2",
          "kind": "patch",
          "published_at": "2025-10-27T15:47:00Z"
        },
        {
          "tag": "v0.8.1",
          "kind": "patch",
          "published_at": "2025-08-21T20:08:05Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2025-08-20T21:08:00Z"
        },
        {
          "tag": "v0.8.0a1",
          "kind": "other",
          "published_at": "2025-07-18T20:45:43Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2023-10-30T10:27:17Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2023-09-09T05:35:28Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2023-07-03T12:49:41Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2023-06-22T07:39:33Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2023-04-13T07:44:19Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2022-11-23T22:09:37Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "fb3307a8730249997578495dd334bbc0cebc7e8c",
          "body": "PiperOrigin-RevId: 943851221",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "Hana Joo",
          "author_login": "h-joo",
          "committed_at": "2026-07-07T13:12:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "245532224ee58f4b3b3f97b9105c3fd3d2e52666",
          "body": "PiperOrigin-RevId: 934073312",
          "is_bot": false,
          "headline": "No public description",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2026-06-18T03:22:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "303b45ee80fb15c25cafaa991c9cf936b299d7ba",
          "body": "…rrayRecordDataSource to support safe concurrent reads.\n\nPiperOrigin-RevId: 928683866",
          "is_bot": false,
          "headline": "Implement thread-isolated connection pooling (BoundedReaderPool) in A…",
          "author_name": "ArrayRecord Team",
          "author_login": null,
          "committed_at": "2026-06-08T18:39:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c909611684af1a8f4912886a7398ce85a8cca1d1",
          "body": "PiperOrigin-RevId: 879699450",
          "is_bot": false,
          "headline": "Internal change.",
          "author_name": "Marcin Kowalczyk",
          "author_login": "QrczakMK",
          "committed_at": "2026-03-06T18:26:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db85c63ec904c12b0a3d41b4fa850a2b47d30186",
          "body": "PiperOrigin-RevId: 847782745",
          "is_bot": false,
          "headline": "Add readthedocs for online doc repo.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-12-22T16:58:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c33d32106fa05512f556f92357a48c57cff5595",
          "body": "The AI generated docs has a lot of hallucination.\n\nWe keep the basic sphinx structure, merge the quick start sections\ninto index.rst. The user guides are rewritten in to concise\nsections (core concepts and performance).\nAPIs are carried from source.\n\nPiperOrigin-RevId: 844782488",
          "is_bot": false,
          "headline": "Update ArrayRecord docs by hand.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-12-15T16:28:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23391e0038a99be615e8251c7e4cb1ead89c2c92",
          "body": "Doc updates are in the next CL.\n\nPiperOrigin-RevId: 844781065",
          "is_bot": false,
          "headline": "Cloned from bzantium's contribution on ArrayRecord docs.",
          "author_name": "Minho Ryu",
          "author_login": "bzantium",
          "committed_at": "2025-12-15T16:24:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "769e0282e062b7f4b88273f17869116249e845c3",
          "body": "Read-ahead is only useful when performing sequential read,\nwhich is much slower than the parallel-read feature.\n\nThe read-ahead buffer occupies extra memory space with little\nbenefit to both random access and batch access, hence\ndisables it by default.\n\nPiperOrigin-RevId: 842738970",
          "is_bot": false,
          "headline": "Set readahead_buffer_size default to 0 for ArrayRecordReader.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
          "committed_at": "2025-12-10T16:30:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a723291f82767e96db480c9d8622cb45f1e60bec",
          "body": "Also set group_size default to 1 which is the most common ArrayRecord use case.\n\nPiperOrigin-RevId: 842312756",
          "is_bot": false,
          "headline": "Improve compression ratio by disabling the chunk padding by default.",
          "author_name": "Felix Chern",
          "author_login": "dryman",
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        "band": "good",
        "name": "Community & Adoption",
        "value": 66,
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        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
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              "forks": 25,
              "stars": 139,
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              "growth_state": "unverified",
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            "components": [
              {
                "key": "stars",
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                "points": 34.7,
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                "details": [
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                    "code": "stars",
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                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "25 forks",
                "points": 11.5,
                "status": "partial",
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                  {
                    "code": "forks",
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                ],
                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
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                  {
                    "code": "watchers",
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
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            "name": "Community health",
            "note": null,
            "notes": [],
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            "inputs": {
              "has_readme": true,
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              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
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                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "pr_template",
                "name": "PR template",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 66,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 2,
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 35% of commits",
                "points": 14.6,
                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
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                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
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            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 39,
            "inputs": {
              "merged_prs": 72,
              "open_issues": 14,
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              "prs_merged_7d": null,
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              "closed_unmerged_prs": 83,
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              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "33% of issues closed",
                "points": 14,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
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                      "share": 33
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                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "72/155 decided PRs merged",
                "points": 13.9,
                "status": "partial",
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                    "code": "decided_prs_merged",
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                      "merged": 72,
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                  }
                ],
                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
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                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_newcomer_prs",
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                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "excellent",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 76069,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "google",
              "public_repos": 2888,
              "account_age_days": 5305
            },
            "components": [
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                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
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                    "code": "owner_organization",
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                ],
                "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": "76,069 followers of google",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
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                      "count": 76069,
                      "login": "google"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "2888 public repos, account ~14 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 2888
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 14
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                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "packages": [
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 256
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
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                    "code": "packages_published",
                    "params": {
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                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 256 days ago",
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                "details": [
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                    "code": "publish_recency",
                    "params": {
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "16 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                ],
                "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": {}
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
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        "name": "Engineering Quality",
        "value": 58,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
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            },
            "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 21,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dependency lockfiles. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dependency_lockfiles"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "source": "file_signals",
              "lockfiles": [],
              "manifests": [
                "docs/requirements.txt",
                "setup.py"
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              "has_codeql_workflow": false,
              "has_security_policy": false,
              "has_dependabot_config": false
            },
            "components": [
              {
                "key": "security_policy_security_md",
                "name": "Security policy (SECURITY.md)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 30
              },
              {
                "key": "dependabot_config",
                "name": "Dependabot config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "dependency_lockfiles",
                "name": "Dependency lockfiles",
                "detail": "published library — lockfiles are an application concern, not expected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "lockfiles_not_expected",
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                ],
                "max_points": 25
              },
              {
                "key": "codeql_workflow",
                "name": "CodeQL workflow",
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                "points": 0,
                "status": "missed",
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                "max_points": 20
              }
            ]
          },
          {
            "key": "dependency_advisories",
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            "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 10 resolved dependencies against OSV; 9 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
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              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
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              },
              {
                "code": "advisories_unassessed",
                "params": {
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                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "affected_packages": 0,
              "assessed_packages": 10,
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              "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": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 10,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 13
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 58,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 14,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.26,
              "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": "26 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 13.9,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 26,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "C++ (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "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": "OpenSSF Scorecard unavailable",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "C++",
              "largest_source_bytes": 32240,
              "source_files_sampled": 43,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "C++ (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C++"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/43 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
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                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": [
                "cpp/layout.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "cpp/layout.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "cpp/layout.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6,
        "network-service": 3
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "OpenSSF Scorecard did not return a usable result (2026/07/28 14:42:32 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T14:43:38.752996Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/array_record.svg",
  "full_name": "google/array_record",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.5.0、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PyPI.