公开记录良好
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 07:00 UTC
openbraininstitute / entitysdk
Python SDK for managing scientific entities with type-safe models and asset management capabilities.
openbraininstitute/entitysdk 的健康指数为 100 分中的 70 分，处于「良好」区间。 其得分最高的类别是Vitality（98/100），最低的是AI Readiness（39/100）。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。
70
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。
70
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 |
|---|---|---|---|---|---|
| PyPI | entitysdk | 0.19.7 | 2,503 | 95 | 0 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？
98
开发活跃度
96优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 31.8/36 | 提交节奏 — 52 周中有 46 周有提交 |
| 18/18 | 提交量 — 最近一年 134 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 134 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 46 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 94 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 4.4 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 94 |
| latest_release_tag | v0.19.7 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 4.4 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
40
流行度与采用
3危急
评分方式
| 0/60 | 星标 — 2 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 2.7/15 | 关注者 — 4 位关注者 |
所用输入
| forks | 0 |
| stars | 2 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | below_threshold |
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 |
生态采用（下载量）
57中等
评分方式
| 45.3/80 | 月度下载量 — pypi 合计每月 2,503 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
| packages | entitysdk |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2,503 |
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？
74
维护者韧性（巴士系数）
57中等
评分方式
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 12/22.5 | 提交分布 — 头号贡献者编写了 47% 的提交 |
| 13.5/13.5 | 贡献者广度 — 12 位贡献者 |
| 6/10 | OpenSSF Scorecard：Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
所用输入
| bus_factor | 2 |
| contributors_sampled | 12 |
| top_contributor_share | 0.468 |
议题与 PR 响应能力
89优秀
评分方式
| 37.7/46.8 | 议题解决 — 81% 的议题已关闭 |
| 37.4/38.3 | PR 接受 — 已裁定的 PR 中 212/217 已合并 |
| 13.5/15 | OpenSSF Scorecard：Code-Review — Found 29/30 approved changesets -- score normalized to 9 |
所用输入
| merged_prs | 212 |
| open_issues | 7 |
| closed_issues | 29 |
| issue_closed_ratio | 0.806 |
| closed_unmerged_prs | 5 |
所有权与托管责任
58中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 11.2/25 | 所有者影响力 — openbraininstitute 有 35 位关注者 |
| 16.3/25 | 既往记录 — 117 个公开仓库，账户约 1 年 |
所用输入
| followers | 35 |
| owner_type | Organization |
| is_verified | — |
| owner_login | openbraininstitute |
| public_repos | 117 |
| account_age_days | 595 |
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 0 天前 |
| 20/20 | 版本历史 — 95 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | entitysdk |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
工程质量
基础的工程与文档实践是否到位？
70
工程实践
84良好
评分方式
| 24/24 | CI 工作流 — 2 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — tox.ini |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 29 out of 29 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 | 是 |
| has_precommit_config | 否 |
文档
50中等
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 6 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | api-client, neuroscience, pydantic, python3, scientific-computing, sdk |
| has_wiki | 否 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| 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？
61
安全态势
61中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3.8/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 29 out of 29 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 |
| 6.8/7.5 | Code-Review — Found 29/30 approved changesets -- score normalized to 9 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 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 | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.1 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
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。
39
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 91 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 | 0.91 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
33存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — tox.ini |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 0/10 | 已体现的代理实践 — 最近 100 次提交中没有代理编写的提交 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 54.7/55 | 可控的文件大小 — 采样的 180 个源文件中有 1 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 255,513 |
| source_files_sampled | 180 |
| oversized_source_files | 1 |
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
2GitHub 星标
12贡献者
134最近 12 个月提交数
0距最近推送天数
94发布版本数
2巴士系数（bus factor）
7开放议题
PyPI软件包生态系统数
数据采集警告
- deps.dev does not index pypi:entitysdk@0.19.7; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
更多细节
Star 与 Fork 历史 2 ★ / 0 ⇿
2Star
15发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 0次版本 4修订 11
OpenSSF Scorecard 6.1 / 10
6.1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 |
| 5 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 29 out of 29 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 |
| 9 | Code-Review | Found 29/30 approved changesets -- score normalized to 9 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 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 5
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | httpx | — | pyproject.toml |
| PyPI | pydantic | >=2.12.0 | pyproject.toml |
| PyPI | pydantic-settings | — | pyproject.toml |
| PyPI | typing_extensions | — | pyproject.toml |
| PyPI | backports.strenum | — | pyproject.toml |
全部依赖 3
来自 GitHub 依赖图的完整解析依赖集合：1 个直接依赖与 2 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 |
|---|---|---|---|
| PyPI | pydantic | — | 直接 |
| PyPI | setuptools | — | 间接 |
| PyPI | setuptools-scm | — | 间接 |
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies carried a version and a supported ecosystem
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"api-client",
"neuroscience",
"pydantic",
"python3",
"scientific-computing",
"sdk"
],
"is_fork": false,
"size_kb": 3035,
"has_wiki": false,
"homepage": null,
"languages": {
"Jinja": 543,
"Python": 784562,
"AGS Script": 607
},
"pushed_at": "2026-07-22T06:59:01Z",
"created_at": "2025-02-19T13:04:28Z",
"owner_type": "Organization",
"updated_at": "2026-07-22T06:54:14Z",
"description": "Python SDK for managing scientific entities with type-safe models and asset management capabilities.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://www.openbraininstitute.org/",
"name": "Open Brain Institute",
"type": "Organization",
"login": "openbraininstitute",
"company": null,
"location": "Switzerland",
"followers": 35,
"avatar_url": "https://avatars.githubusercontent.com/u/190513355?v=4",
"created_at": "2024-12-03T15:36:31Z",
"is_verified": null,
"public_repos": 117,
"account_age_days": 595
},
"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": "v0.19.7",
"kind": "patch",
"published_at": "2026-07-22T06:59:01Z"
},
{
"tag": "v0.19.6",
"kind": "patch",
"published_at": "2026-07-20T12:36:05Z"
},
{
"tag": "v0.19.5",
"kind": "patch",
"published_at": "2026-07-20T11:10:26Z"
},
{
"tag": "v0.19.4",
"kind": "patch",
"published_at": "2026-07-18T12:07:23Z"
},
{
"tag": "v0.19.3",
"kind": "patch",
"published_at": "2026-07-15T08:44:07Z"
},
{
"tag": "v0.19.2",
"kind": "patch",
"published_at": "2026-07-08T13:15:50Z"
},
{
"tag": "v0.19.1",
"kind": "patch",
"published_at": "2026-07-06T18:06:44Z"
},
{
"tag": "v0.19.0",
"kind": "minor",
"published_at": "2026-07-02T09:02:14Z"
},
{
"tag": "v0.18.0",
"kind": "minor",
"published_at": "2026-06-23T07:47:57Z"
},
{
"tag": "v0.17.2",
"kind": "patch",
"published_at": "2026-06-12T09:38:10Z"
},
{
"tag": "v0.17.1",
"kind": "patch",
"published_at": "2026-06-08T15:18:45Z"
},
{
"tag": "v0.17.0",
"kind": "minor",
"published_at": "2026-05-28T08:51:40Z"
},
{
"tag": "v0.16.1",
"kind": "patch",
"published_at": "2026-05-26T09:34:42Z"
},
{
"tag": "v0.16.0",
"kind": "minor",
"published_at": "2026-05-22T14:01:49Z"
},
{
"tag": "v0.15.9",
"kind": "patch",
"published_at": "2026-05-22T13:58:48Z"
},
{
"tag": "v0.15.8",
"kind": "patch",
"published_at": "2026-05-13T09:43:45Z"
},
{
"tag": "v0.15.7",
"kind": "patch",
"published_at": "2026-05-11T16:11:00Z"
},
{
"tag": "v0.15.6",
"kind": "patch",
"published_at": "2026-05-11T07:56:36Z"
},
{
"tag": "v0.15.5",
"kind": "patch",
"published_at": "2026-05-08T07:23:27Z"
},
{
"tag": "v0.15.4",
"kind": "patch",
"published_at": "2026-05-06T07:57:01Z"
},
{
"tag": "v0.15.3",
"kind": "patch",
"published_at": "2026-05-05T13:53:27Z"
},
{
"tag": "v0.15.2",
"kind": "patch",
"published_at": "2026-05-04T08:07:36Z"
},
{
"tag": "v0.15.1",
"kind": "patch",
"published_at": "2026-05-04T07:52:29Z"
},
{
"tag": "v0.15.0",
"kind": "minor",
"published_at": "2026-04-30T10:40:10Z"
},
{
"tag": "v0.14.5",
"kind": "patch",
"published_at": "2026-04-29T09:49:03Z"
},
{
"tag": "v0.14.4",
"kind": "patch",
"published_at": "2026-04-24T11:49:24Z"
},
{
"tag": "v0.14.3",
"kind": "patch",
"published_at": "2026-04-21T15:44:30Z"
},
{
"tag": "v0.14.2",
"kind": "patch",
"published_at": "2026-04-20T08:11:48Z"
},
{
"tag": "v0.14.1",
"kind": "patch",
"published_at": "2026-04-16T11:43:07Z"
},
{
"tag": "v0.14.0",
"kind": "minor",
"published_at": "2026-04-15T11:09:06Z"
},
{
"tag": "v0.13.3",
"kind": "patch",
"published_at": "2026-04-10T11:33:26Z"
},
{
"tag": "v0.13.2",
"kind": "patch",
"published_at": "2026-04-08T13:57:00Z"
},
{
"tag": "v0.13.1",
"kind": "patch",
"published_at": "2026-04-07T07:32:55Z"
},
{
"tag": "v0.13.0",
"kind": "minor",
"published_at": "2026-03-26T13:37:39Z"
},
{
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"components": [
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],
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{
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"count": 2
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}
],
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{
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"details": [
{
"code": "forks",
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"count": 0
}
}
],
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]
},
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"note": null,
"notes": [],
"value": 70,
"inputs": {
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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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{
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]
},
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"components": [
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],
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{
"key": "verified_domain",
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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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},
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"code": "ci_workflows",
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{
"key": "tests_present",
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{
"key": "linter_config",
"name": "Linter config",
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"code": "file_list",
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{
"key": "editorconfig",
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"key": "openssf_scorecard_ci_tests",
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]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 50,
"inputs": {
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"components": [
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{
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]
}
],
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"components": [
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},
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},
{
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{
"key": "fuzzing",
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"status": "missed",
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},
{
"key": "license",
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{
"key": "maintained",
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{
"key": "packaging",
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{
"key": "pinned_dependencies",
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"status": "missed",
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},
{
"key": "sast",
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{
"key": "security_policy",
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"status": "missed",
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},
{
"key": "signed_releases",
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"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 7.5
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{
"key": "token_permissions",
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{
"key": "vulnerabilities",
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]
},
{
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"notes": [
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"code": "jurisdiction_evidence_limits",
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}
],
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"inputs": {
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"components": [
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"details": [
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"code": "jurisdiction_no_match",
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}
],
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}
]
}
],
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{
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"name": "AI Readiness",
"value": 39,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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"agent_instruction_max_bytes": null
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"components": [
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"status": "missed",
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],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
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},
{
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}
],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 33,
"inputs": {
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