公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 08:43 UTC

beta-team / beta-recsys

Beta-RecSys: Build, Evaluate and Tune Automated Recommender Systems

PythonMIT★ 172 星标⑂ 33 复刻始于 2020年3月在 GitHub 上查看 ↗

beta-team/beta-recsys 的健康指数为 100 分中的 29 分,处于「危急」区间。 其得分最高的类别是Sustainability & Governance(65/100),最低的是Vitality(23/100)。 最近一次更新在 240 天前。 近期的大部分工作由 2 位贡献者完成。

29
总分 / 100
危急

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。

29
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。

Abandonment Policy applies a 60% multiplier to weighted overall health and gives it a ceiling of 49.

所有权

beta-team组织
0 关注者4 个公开仓库始于 2020年3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标签
PyPIbeta_rec0.3.212461972 天前pytorchrecommender-systemrecommendations

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?

23危急 · 占总体的 22%
评分方式
3.6/36推送新近度 — 最近一次推送于 240 天前
0/36提交节奏 — 52 周中有 0 周有提交
0/18提交量 — 最近一年 0 次提交
0/10OpenSSF Scorecard:Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
所用输入
commits_last_year0
human_commit_share0.97
days_since_last_push240
active_weeks_last_year0

发布纪律

52中等
评分方式
27/27有发布版本 — 已发布 10 个发布版本
0/36发布时效 — 最近一次发布版本于 1,662 天前
19.8/27发布节奏 — 约每 59.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count10
latest_release_tagv0.3.3
releases_from_tags
days_since_latest_release1,662
mean_days_between_releases59.7
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?

46存在风险 · 占总体的 18%
评分方式
36.2/60星标 — 172 个星标
12.5/25复刻 — 33 个复刻
1.7/15关注者 — 3 位关注者
所用输入
forks33
stars172
watchers3
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
评分方式
28/80月度下载量 — pypi 合计每月 124 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesbeta_rec
dependents
ecosystemspypi
total_downloads
monthly_downloads124
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

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?

65中等 · 占总体的 24%
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 — 13 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 6 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled13
top_contributor_share0.351
评分方式
38.9/46.8议题解决 — 83% 的议题已关闭
34.2/38.3PR 接受 — 已裁定的 PR 中 281/314 已合并
10.5/15OpenSSF Scorecard:Code-Review — Found 7/9 approved changesets -- score normalized to 7
所用输入
merged_prs281
open_issues21
closed_issues104
issue_closed_ratio0.832
closed_unmerged_prs33
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
0/25所有者影响力 — beta-team 有 0 位关注者
17.1/25既往记录 — 4 个公开仓库,账户约 6 年
所用输入
followers0
owner_typeOrganization
is_verified
owner_loginbeta-team
public_repos4
account_age_days2,322
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
4/35发布时效 — 最近一次发布于 1,972 天前
20/20版本历史 — 6 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
packagesbeta_rec
ecosystemspypi
any_deprecated
min_days_since_publish1,972

工程质量

基础的工程与文档实践是否到位?

65中等 · 占总体的 20%

工程实践

48存在风险
评分方式
24/24CI 工作流 — 1 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 — 0 out of 12 merged PRs checked by a CI test -- score normalized to 0
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://beta-recsys.readthedocs.io/en/latest/
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepagehttps://beta-recsys.readthedocs.io/en/latest/
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?

37存在风险 · 占总体的 16%

安全态势

38存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 12 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 7/9 approved changesets -- score normalized to 7
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
0/7.5Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
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
0/7.5Vulnerabilities — 90 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.8
已排除计分(无数据或不适用):packaging, signed_releases。 其余权重已重新归一化。

依赖安全公告

34存在风险
评分方式
5.3/35直接依赖不含已知公告 — 4 个受影响:ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1),另有 1 个
7.4/25间接依赖不含已知公告 — 2 个受影响:idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)
21.5/40没有长期未处理的公告 — 5 个携带公告的软件包超过 90 天未处理;最早一条发布于 2,261 天前
所用输入
sourceosv
advisories58
affected_packages6
assessed_packages80
unassessed_packages0
affected_by_severitycritical 1, high 3, moderate 1, unknown 1
direct_affected_packages4
比对的是 pypi:beta_rec@0.3.2 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 80 个软件包。 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。

43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)
20.3/40可读的提交历史 — 97 次人类提交中有 37 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_share0.381
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile, docs/Makefile
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
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
8/8自动化维护 — 最近 100 次提交中有 3 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesMakefile, docs/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.03
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
55/55可控的文件大小 — 采样的 119 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes39,242
source_files_sampled119
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, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

172GitHub 星标
13贡献者
0最近 12 个月提交数
240距最近推送天数
10发布版本数
2巴士系数(bus factor)
21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

更多细节

Star 与 Fork 历史 0 ★ / 33 ⇿
0Star
33Fork
10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。

01325383242020-032022-062024-08
主版本 0次版本 2修订 7

每个点涵盖 5 天。

OpenSSF Scorecard 3.8 / 10
3.8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 · 2026-07-25 08:43 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 12 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 7/9 approved changesets -- score normalized to 7
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintained0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0
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
0Vulnerabilities90 existing vulnerabilities detected
全部依赖 24

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 24 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
PyPIaiofiles间接
PyPIaiohttp间接
PyPIgputil1.4.0间接
PyPImock间接
PyPImock4.0.1间接
PyPImunch2.5.0间接
PyPInest-asyncio间接
PyPInumpy间接
PyPIpandas1.0.3间接
PyPIpsutil间接
PyPIpy-cpuinfo间接
PyPIpy7zr间接
PyPIpytest间接
PyPIpytest-cov间接
PyPIray2.8.1间接
PyPIrequests2.32.0间接
PyPIrstcheck间接
PyPIscikit-learn间接
PyPIscipy间接
PyPIsphinx-markdown-tables间接
PyPItabulate间接
PyPItensorboardx间接
PyPItorch间接
PyPItqdm间接
依赖安全公告 6

安装 pypi:beta_rec@0.3.2 会引入 80 个包(直接与传递):其中 6 个存在已知公告,4 个为直接依赖。

软件包版本关系严重程度公告数修复版本
ray1.0.1直接严重212.56.0
py7zr0.22.0直接61.1.3
idna2.10.0间接43.15
urllib31.25.11间接182.7.0
requests2.24.0直接82.33.0
pandas1.0.3直接未知11.0.4

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": 1896,
      "has_wiki": true,
      "homepage": "https://beta-recsys.readthedocs.io/en/latest/",
      "languages": {
        "Shell": 1598,
        "Python": 685346,
        "Makefile": 215,
        "Dockerfile": 3198
      },
      "pushed_at": "2025-11-26T19:42:17Z",
      "created_at": "2020-03-15T17:03:32Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-19T07:35:56Z",
      "description": "Beta-RecSys: Build, Evaluate and Tune Automated Recommender Systems",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "master",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": null,
      "type": "Organization",
      "login": "beta-team",
      "company": null,
      "location": null,
      "followers": 0,
      "avatar_url": "https://avatars.githubusercontent.com/u/62214309?v=4",
      "created_at": "2020-03-15T16:59:32Z",
      "is_verified": null,
      "public_repos": 4,
      "account_age_days": 2322
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.3.3",
          "kind": "patch",
          "published_at": "2022-01-04T13:09:37Z"
        },
        {
          "tag": "v0.3.2",
          "kind": "patch",
          "published_at": "2021-02-28T14:29:38Z"
        },
        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2021-01-26T21:12:57Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2021-01-09T15:21:40Z"
        },
        {
          "tag": "v0.2.4",
          "kind": "patch",
          "published_at": "2020-12-24T23:03:54Z"
        },
        {
          "tag": "v0.2.3",
          "kind": "patch",
          "published_at": "2020-11-23T11:27:18Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2020-10-26T10:24:45Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2020-09-23T23:12:22Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2020-09-23T10:29:52Z"
        },
        {
          "tag": "v0.1",
          "kind": "other",
          "published_at": "2020-07-15T19:25:05Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "200f7412135e4599e4a5d0db74ae54d0704432e1",
          "body": "Bump ray from 2.3.0 to 2.8.1",
          "is_bot": false,
          "headline": "Merge pull request #437 from beta-team/dependabot/pip/ray-2.8.1",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:16:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ace5f85d267e6f4ad2534680b13ce41151af90b",
          "body": "Bumps [ray](https://github.com/ray-project/ray) from 2.3.0 to 2.8.1.\n- [Release notes](https://github.com/ray-project/ray/releases)\n- [Commits](https://github.com/ray-project/ray/compare/ray-2.3.0...ray-2.8.1)\n\n---\nupdated-dependencies:\n- dependency-name: ray\n  dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
          "is_bot": true,
          "headline": "Bump ray from 2.3.0 to 2.8.1",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-01-19T08:15:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fd3cd120e59722457e246d0c473ab596eb97f0fe",
          "body": "Bump requests from 2.31.0 to 2.32.0",
          "is_bot": false,
          "headline": "Merge pull request #435 from beta-team/dependabot/pip/requests-2.32.0",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:14:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07168b59d6afa8d4f7e2bc2bb6ff5114f3ee7932",
          "body": "fix: update ray version",
          "is_bot": false,
          "headline": "Merge pull request #436 from beta-team/ray",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:14:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3afe38bf3b0d23b732e41affc9a3a480c0b6fd7",
          "body": null,
          "is_bot": false,
          "headline": "fix: update ray version",
          "author_name": "Zaiqiao Meng",
          "author_login": "mengzaiqiao",
          "committed_at": "2025-01-19T08:13:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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        "key": "vitality",
        "band": "critical",
        "name": "Vitality",
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        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
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            "name": "Development activity",
            "note": null,
            "notes": [],
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            "inputs": {
              "commits_last_year": 0,
              "human_commit_share": 0.97,
              "days_since_last_push": 240,
              "active_weeks_last_year": 0
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 240 days ago",
                "points": 3.6,
                "status": "partial",
                "details": [
                  {
                    "code": "push_recency",
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                      "days": 240
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "0/52 weeks with commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
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                      "weeks": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "0 commits in the last year",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "commits_last_year",
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                      "count": 0
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
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            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 52,
            "inputs": {
              "releases_count": 10,
              "latest_release_tag": "v0.3.3",
              "releases_from_tags": false,
              "days_since_latest_release": 1662,
              "mean_days_between_releases": 59.7
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            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "10 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
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                      "count": 10
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 1662 days ago",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "release_recency",
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                      "days": 1662
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~59.7 days",
                "points": 19.8,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 59.7
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "cap": 49,
              "state": "likely_abandoned",
              "guards": [],
              "signals": [
                "issue_rot",
                "unfixed_advisory",
                "release_stall",
                "scorecard_unmaintained",
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              "multiplier_pct": 60,
              "declared_reason": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
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                "points": 60,
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                "details": [
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                    "code": "abandonment_flagged",
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                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 46,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "moderate",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "forks": 33,
              "stars": 172,
              "watchers": 3,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "172 stars",
                "points": 36.2,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                      "count": 172
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
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                "points": 12.5,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
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                      "count": 33
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "issue_template",
                "name": "Issue template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
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            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 35,
            "inputs": {
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 124
            },
            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "124 downloads/month across pypi",
                "points": 28,
                "status": "partial",
                "details": [
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                    "code": "downloads_monthly",
                    "params": {
                      "count": 124,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 65,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "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",
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                "status": "partial",
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                    "code": "bus_factor",
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                      "count": 2
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                  }
                ],
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              },
              {
                "key": "commit_distribution",
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                "status": "partial",
                "details": [
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                    "code": "top_contributor_share",
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                      "share": 35
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                  }
                ],
                "max_points": 22.5
              },
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                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 13
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                  }
                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "closed_issues": 104,
              "issue_closed_ratio": 0.832,
              "closed_unmerged_prs": 33
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            "components": [
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                "key": "issue_resolution",
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                "points": 38.9,
                "status": "partial",
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                    "code": "issues_closed_share",
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                      "share": 83
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 7/9 approved changesets -- score normalized to 7",
                "points": 10.5,
                "status": "partial",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 47,
            "inputs": {
              "followers": 0,
              "owner_type": "Organization",
              "is_verified": null,
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            "components": [
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                "key": "ownership_backing",
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                "details": [
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                    "code": "owner_organization",
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                  }
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                "max_points": 30
              },
              {
                "key": "verified_domain",
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                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
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                "key": "track_record",
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                    "code": "account_age_years",
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                "max_points": 25
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            ]
          },
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            "note": null,
            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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                "name": "Publish recency",
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              },
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                "key": "not_deprecated",
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                "details": [
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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?"
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        "metrics": [
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            "inputs": {
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                "key": "ci_workflows",
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                    "code": "ci_workflows",
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                "max_points": 24
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              },
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                "key": "linter_config",
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              },
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                "key": "openssf_scorecard_ci_tests",
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            ]
          },
          {
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            "inputs": {
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            "components": [
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                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
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              },
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          }
        ],
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            "value": 38,
            "inputs": {
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                "details": [],
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              },
              {
                "key": "branch_protection",
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              },
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                "key": "ci_tests",
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              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
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                "details": [],
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              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 7/9 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "90 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Matched the pypi:beta_rec@0.3.2 runtime dependency closure — what installing the published package pulls in — 80 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:beta_rec@0.3.2",
                  "assessed": 80
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 34,
            "inputs": {
              "source": "osv",
              "advisories": 58,
              "affected_packages": 6,
              "assessed_packages": 80,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 3, moderate 1, unknown 1",
              "direct_affected_packages": 4
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "4 affected: ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1), +1 more",
                "points": 5.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 4,
                      "packages": "ray 1.0.1 (critical 9.8), py7zr 0.22.0 (high 8.0), requests 2.24.0 (moderate 6.1)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "2 affected: idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)",
                "points": 7.4,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "idna 2.10.0 (high 7.5), urllib3 1.25.11 (high 8.1)"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "5 advisory-carrying package(s) unaddressed past 90 days; oldest published 2261 days ago",
                "points": 21.5,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 5,
                      "oldest": 2261
                    }
                  }
                ],
                "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": 80,
              "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": "excellent",
            "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"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 7
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 43,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.381,
              "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": "37 of 97 human commits state their intent (structured subject or explanatory body)",
                "points": 20.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 37,
                      "sampled": 97
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.03
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, 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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "3 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 3,
                      "sampled": 100
                    }
                  }
                ],
                "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": "Python",
              "largest_source_bytes": 39242,
              "source_files_sampled": 119,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/119 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 119,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "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, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T08:43:56.260038Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/beta-team/beta-recsys.svg",
  "full_name": "beta-team/beta-recsys",
  "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PyPI.