公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 09:41 UTC
google-deepmind / open_spiel
OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.
google-deepmind/open_spiel 的健康指数为 100 分中的 82 分，处于「良好」区间。 其得分最高的类别是Vitality（95/100），最低的是AI Readiness（57/100）。 最近一次更新在 8 天前。 近期的大部分工作由 5 位贡献者完成。
82
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
82
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
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 |
|---|---|---|---|---|---|---|
| PyPI | open_spiel指向其他仓库——不计分 | 2.0.1 | - | 36 | 9 天前 | reinforcement-learninggame-theoryartificial-intelligencegames |
| PyPI | open-spiel指向其他仓库——不计分 | 2.0.1 | 135,648 | 36 | 9 天前 | reinforcement-learninggame-theoryartificial-intelligencegames |
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？
95
开发活跃度
91优秀
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 8 天前 |
| 33.9/36 | 提交节奏 — 52 周中有 49 周有提交 |
| 18/18 | 提交量 — 最近一年 817 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 817 |
| human_commit_share | 1 |
| days_since_last_push | 8 |
| active_weeks_last_year | 49 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 30 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 8 天前 |
| 27/27 | 发布节奏 — 约每 30 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 30 |
| latest_release_tag | v2.0.1 |
| releases_from_tags | 否 |
| days_since_latest_release | 8 |
| mean_days_between_releases | 30 |
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？
84
流行度与采用
96优秀
评分方式
| 60/60 | 星标 — 5,359 个星标 |
| 25/25 | 复刻 — 1,161 个复刻 |
| 11.2/15 | 关注者 — 106 位关注者 |
所用输入
| forks | 1,161 |
| stars | 5,359 |
| watchers | 106 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
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？
83
维护者韧性（巴士系数）
83良好
评分方式
| 45.9/54 | 巴士系数 — 5 位贡献者贡献了半数提交 |
| 14/22.5 | 提交分布 — 头号贡献者编写了 38% 的提交 |
| 13.5/13.5 | 贡献者广度 — 100 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 22 contributing companies or organizations |
所用输入
| bus_factor | 5 |
| contributors_sampled | 100 |
| top_contributor_share | 0.378 |
议题与 PR 响应能力
86优秀
评分方式
| 45.2/46.8 | 议题解决 — 97% 的议题已关闭 |
| 28.8/38.3 | PR 接受 — 已裁定的 PR 中 660/876 已合并 |
| 12/15 | OpenSSF Scorecard：Code-Review — Found 20/24 approved changesets -- score normalized to 8 |
所用输入
| merged_prs | 660 |
| open_issues | 22 |
| closed_issues | 620 |
| issue_closed_ratio | 0.966 |
| closed_unmerged_prs | 216 |
所有权与托管责任
80良好
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-deepmind 有 25,725 位关注者 |
| 25/25 | 既往记录 — 397 个公开仓库，账户约 11 年 |
所用输入
| followers | 25,725 |
| owner_type | Organization |
| is_verified | — |
| owner_login | google-deepmind |
| public_repos | 397 |
| account_age_days | 4,348 |
工程质量
基础的工程与文档实践是否到位？
75
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 2 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
85优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 5 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | games, reinforcement-learning, multiagent, cpp, python |
| has_wiki | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
72
安全态势
65中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 20/24 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 22 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 2/5 | SAST — SAST tool is not run on all commits -- score normalized to 4 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 6.5 |
已排除计分（无数据或不适用）：branch_protection, packaging, signed_releases。 其余权重已重新归一化。
依赖安全公告
100优秀
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 |
| 25/25 | 间接依赖不含已知公告 — 没有间接依赖携带已知公告 |
| 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
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 6 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:open_spiel@2.0.1 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 6 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。
57
AI 代理上下文与指引
40存在风险
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） |
| 40/40 | 可读的提交历史 — 100 次人类提交中有 79 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.79 |
| 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 |
| 0/11 | Lint / 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 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 是 |
| bootstrap_files | docs/Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | open_spiel/rust/Cargo.toml |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
100优秀
评分方式
| 45/45 | 可类型检查的代码 — C++（静态类型） |
| 54.8/55 | 可控的文件大小 — 采样的 1,436 个源文件中有 6 个超过 60KB |
所用输入
| primary_language | C++ |
| largest_source_bytes | 148,547 |
| source_files_sampled | 1,436 |
| oversized_source_files | 6 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
5,359GitHub 星标
100贡献者
817最近 12 个月提交数
8距最近推送天数
30发布版本数
5巴士系数（bus factor）
22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
- pypi package 'open_spiel' points at a different repository (https://github.com/deepmind/open_spiel.git); excluded from ecosystem scoring
- pypi package 'open-spiel' points at a different repository (https://github.com/deepmind/open_spiel.git); excluded from ecosystem scoring
- Could not fetch crates package 'libopen_spiel-sys' from its registry
更多细节
Star 与 Fork 历史 0 ★ / 1,161 ⇿
0Star
1,161Fork
30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。
仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。
主版本 1次版本 4修订 19
每个点涵盖 7 天。
OpenSSF Scorecard 6.5 / 10
6.5综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 11 out of 11 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 20/24 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 22 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 4 | SAST | SAST tool is not run on all commits -- score normalized to 4 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 6
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | absl-py | >=0.10.0 | pyproject.toml |
| PyPI | attrs | >=19.3.0 | pyproject.toml |
| PyPI | numpy | >=1.21.5 | pyproject.toml |
| PyPI | scipy | >=1.10.1 | pyproject.toml |
| PyPI | ml-collections | >=0.1.1 | pyproject.toml |
| crates.io | libc | 0.2 | open_spiel/rust/Cargo.toml |
全部依赖 23
来自 GitHub 依赖图的完整解析依赖集合：6 个直接依赖与 17 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 |
|---|---|---|---|
| crates.io | libc | — | 直接 |
| PyPI | absl-py | — | 直接 |
| PyPI | attrs | — | 直接 |
| PyPI | ml-collections | — | 直接 |
| PyPI | numpy | — | 直接 |
| PyPI | scipy | — | 直接 |
| crates.io | cc | — | 间接 |
| crates.io | pkg-config | — | 间接 |
| PyPI | cmake | — | 间接 |
| PyPI | distrax | — | 间接 |
| PyPI | dm-haiku | — | 间接 |
| PyPI | jax | — | 间接 |
| PyPI | markdown | 3.8.1 | 间接 |
| PyPI | open-spiel | — | 间接 |
| PyPI | optax | — | 间接 |
| PyPI | pip | — | 间接 |
| PyPI | recommonmark | 0.7.1 | 间接 |
| PyPI | rlax | — | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | sphinx | 5.1 | 间接 |
| PyPI | sphinx-markdown-tables | 0.0.17 | 间接 |
| PyPI | sphinx-rtd-theme | 1.3.0 | 间接 |
| PyPI | wandb | — | 间接 |
依赖安全公告 0
安装 pypi:open_spiel@2.0.1 会引入 6 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。
没有已知公告影响已评估的依赖。
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"games",
"reinforcement-learning",
"multiagent",
"cpp",
"python"
],
"is_fork": false,
"size_kb": 38990,
"has_wiki": true,
"homepage": null,
"languages": {
"C": 6640,
"Go": 18010,
"C++": 6480699,
"Rust": 18562,
"CMake": 86990,
"Julia": 17113,
"Shell": 49394,
"Python": 4311296,
"Jupyter Notebook": 347775
},
"pushed_at": "2026-07-17T14:17:52Z",
"created_at": "2019-07-22T13:50:21Z",
"owner_type": "Organization",
"updated_at": "2026-07-26T09:17:01Z",
"description": "OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"license_spdx_raw": "Apache-2.0",
"primary_language": "C++",
"significant_languages": [
"C++",
"Python"
]
},
"owner": {
"blog": "https://www.deepmind.com/",
"name": "Google DeepMind",
"type": "Organization",
"login": "google-deepmind",
"company": null,
"location": null,
"followers": 25725,
"avatar_url": "https://avatars.githubusercontent.com/u/8596759?v=4",
"created_at": "2014-08-30T05:33:51Z",
"is_verified": null,
"public_repos": 397,
"account_age_days": 4348
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v2.0.1",
"kind": "patch",
"published_at": "2026-07-17T14:18:59Z"
},
{
"tag": "v2.0",
"kind": "other",
"published_at": "2026-07-14T02:28:05Z"
},
{
"tag": "v1.6.15",
"kind": "patch",
"published_at": "2026-05-22T15:14:56Z"
},
{
"tag": "v1.6.14",
"kind": "patch",
"published_at": "2026-05-12T22:25:46Z"
},
{
"tag": "v1.6.13",
"kind": "patch",
"published_at": "2026-05-01T13:03:18Z"
},
{
"tag": "v1.6.12",
"kind": "patch",
"published_at": "2026-03-16T15:05:14Z"
},
{
"tag": "v1.6.11",
"kind": "patch",
"published_at": "2026-01-05T13:10:17Z"
},
{
"tag": "v1.6.10",
"kind": "patch",
"published_at": "2025-12-15T16:59:19Z"
},
{
"tag": "v1.6.9",
"kind": "patch",
"published_at": "2025-10-31T20:10:32Z"
},
{
"tag": "v1.6.8",
"kind": "patch",
"published_at": "2025-10-20T16:26:18Z"
},
{
"tag": "v1.6.7",
"kind": "patch",
"published_at": "2025-10-17T16:28:11Z"
},
{
"tag": "v1.6.5",
"kind": "patch",
"published_at": "2025-10-16T09:44:12Z"
},
{
"tag": "v1.6.4",
"kind": "patch",
"published_at": "2025-10-10T19:26:18Z"
},
{
"tag": "v1.6.3",
"kind": "patch",
"published_at": "2025-10-03T19:46:55Z"
},
{
"tag": "v1.6.2",
"kind": "patch",
"published_at": "2025-10-02T11:55:06Z"
},
{
"tag": "v1.6.1",
"kind": "patch",
"published_at": "2025-08-15T19:04:35Z"
},
{
"tag": "v1.6",
"kind": "other",
"published_at": "2025-05-30T17:49:17Z"
},
{
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{
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{
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{
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{
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{
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{
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{
"key": "verified_domain",
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{
"key": "owner_reach",
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{
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"code": "account_age_years",
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],
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{
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"value": 75,
"weight": 0.2,
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"key": "engineering_practices",
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"notes": [],
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"code": "ci_workflows",
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{
"key": "tests_present",
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"detail": null,
"points": 24,
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{
"key": "linter_config",
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{
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]
},
{
"key": "documentation",
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{
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{
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{
"key": "wiki",
"name": "Wiki",
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"points": 10,
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"details": [],
"max_points": 10
}
]
}
],
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{
"key": "security",
"band": "good",
"name": "Security",
"value": 72,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"notes": [
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{
"code": "weights_renormalized",
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"components": [
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{
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{
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"points": 0,
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{
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{
"key": "dependency_update_tool",
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{
"key": "fuzzing",
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"status": "missed",
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{
"key": "license",
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"points": 2.5,
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{
"key": "maintained",
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"detail": "30 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
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{
"key": "packaging",
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"status": "excluded",
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"code": "no_data",
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{
"key": "pinned_dependencies",
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"status": "missed",
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{
"key": "sast",
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{
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"status": "missed",
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{
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{
"key": "token_permissions",
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"status": "missed",
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},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
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]
},
{
"key": "dependency_advisories",
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"notes": [
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"code": "advisories_scope_published",
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},
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"code": "advisories_reachability",
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"components": [
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"max_points": 35
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{
"key": "indirect_dependencies_free_of_known_advisories",
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{
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]
},
{
"key": "malicious_dependencies",
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"notes": [],
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]
},
{
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"notes": [
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"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
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"components": [
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],
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]
}
],
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{
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]
},
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{
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{
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},
{
"key": "static_type_checking",
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"status": "met",
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{
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"details": [
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],
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{
"key": "demonstrated_agent_practice",
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"points": 0,
"status": "missed",
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