公开记录
软件健康报告模式 0.11.0 · 指标 1.13.0 · 2026-07-17 04:28 UTC

SKaiNET-developers / skainet

SKaiNET makes local AI practical for developers: simple to build with, multiplatform by design, and optimized for native performance without compromises.

KotlinMIT★ 34 星标⑂ 11 复刻始于 2025年1月在 GitHub 上查看 ↗
#ai#kotlin#ml#kotlin-multiplatform#deep-learning#deep-neural-networks#edge-computing#edge-deep-learning#edge-machine-learning

SKaiNET-developers/skainet 的健康指数为 100 分中的 71 分，处于「良好」区间。 其得分最高的类别是Vitality（94/100），最低的是AI Readiness（45/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。

71
总分 / 100
良好

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。

71
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

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

所有权

SKaiNET Developers组织
9 关注者15 个公开仓库始于 2024年12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。

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？

94优秀 · 占总体的 22%

开发活跃度

98优秀
评分方式
36/36推送新近度 — 最近一次推送于 0 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 1,586 次提交
10/10OpenSSF Scorecard：Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year1,586
human_commit_share—
days_since_last_push0
active_weeks_last_year49

发布纪律

88优秀
评分方式
16.2/27有发布版本 — 73 个版本标签（无 GitHub 发布版本）
36/36发布时效 — 最近一次发布版本于 5 天前
27/27发布节奏 — 约每 2.6 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — 无数据
所用输入
releases_count73
latest_release_tag0.36.0
releases_from_tags是
days_since_latest_release5
mean_days_between_releases2.6
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？

58中等 · 占总体的 18%

流行度与采用

35存在风险
评分方式
24.6/60星标 — 34 个星标
8.3/25复刻 — 11 个复刻
1.7/15关注者 — 3 位关注者
所用输入
forks11
stars34
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（MIT）
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme是
has_license是
has_contributing是
has_issue_template否
has_code_of_conduct是
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？

53中等 · 占总体的 24%

维护者韧性（巴士系数）

27危急
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
3.1/22.5提交分布 — 头号贡献者编写了 86% 的提交
12.2/13.5贡献者广度 — 9 位贡献者
3/10OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3
所用输入
bus_factor1
contributors_sampled9
top_contributor_share0.864

议题与 PR 响应能力

88优秀
评分方式
43.1/46.8议题解决 — 92% 的议题已关闭
34.5/38.3PR 接受 — 已裁定的 PR 中 476/528 已合并
10.5/15OpenSSF Scorecard：Code-Review — Found 3/4 approved changesets -- score normalized to 7
所用输入
merged_prs476
open_issues23
closed_issues270
issue_closed_ratio0.922
closed_unmerged_prs52

所有权与托管责任

49存在风险
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
7.2/25所有者影响力 — SKaiNET-developers 有 9 位关注者
12/25既往记录 — 15 个公开仓库，账户约 1 年
所用输入
followers9
owner_typeOrganization
is_verified—
owner_loginSKaiNET-developers
public_repos15
account_age_days592

工程质量

基础的工程与文档实践是否到位？

81良好 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 11 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard：CI-Tests — 8 out of 8 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

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://skainet-developers.github.io/SKaiNET/
10/10仓库描述
10/10主题标签 — 9 个主题标签
10/10Wiki
所用输入
topicsai, kotlin, ml, kotlin-multiplatform, deep-learning, deep-neural-networks, edge-computing, edge-deep-learning, edge-machine-learning
has_wiki是
homepagehttps://skainet-developers.github.io/SKaiNET/
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？

70良好 · 占总体的 16%

安全态势

70良好
评分方式
6.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 3/4 approved changesets -- score normalized to 7
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
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
7.5/7.5Maintained — 30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3/7.5Vulnerabilities — 6 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate7
已排除计分（无数据或不适用）：branch_protection, 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。

45存在风险 · 占总体的 0%

AI 代理上下文与指引

1危急
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）
0/40可读的提交历史 — 无数据
所用输入
has_llms_txt否
legible_history_share—
agent_instruction_files—
agent_instruction_max_bytes—
已排除计分（无数据或不适用）：可读的提交历史。 其余权重已重新归一化。

验证循环（构建 / 测试 / 类型检查）

59中等
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
11/11静态类型检查 — Kotlin（静态类型）
10/10可复现环境 — Dockerfile, lockfile
0/10已体现的代理实践 — 无数据
5/8自动化维护 — 已配置依赖自动化，但在抽样提交中未观察到
5/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
所用输入
has_nix否
has_tests是
lockfilesyarn.lock
has_dockerfile是
typed_language是
bootstrap_files—
has_devcontainer否
has_linter_config否
typecheck_configs—
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
已排除计分（无数据或不适用）：已体现的代理实践。 其余权重已重新归一化。

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 — Kotlin（静态类型）
54.7/55可控的文件大小 — 采样的 1,149 个源文件中有 6 个超过 60KB
所用输入
primary_languageKotlin
largest_source_bytes157,233
source_files_sampled1,149
oversized_source_files6

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, samples
所用输入
example_dirsexamples, samples
has_mcp_signal否
api_schema_files—

关键数据

34GitHub 星标
9贡献者
1,586最近 12 个月提交数
0距最近推送天数
73发布版本数
1巴士系数（bus factor）
23开放议题
Maven软件包生态系统数

更多细节

OpenSSF Scorecard 7.0 / 10
7.0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 · 2026-07-17 04:28 UTC

9Binary-Artifactsbinaries present in source code
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 3/4 approved changesets -- score normalized to 7
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
4Vulnerabilities6 existing vulnerabilities detected
全部依赖 967

来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 967 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
Mavenandroidx.databinding:databinding-common9.3.0间接
Mavenandroidx.databinding:databinding-compiler-common9.3.0间接
Mavench.qos.logback:logback-classic1.5.38间接
Mavench.qos.logback:logback-core1.5.38间接
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Mavencom.android.tools.build:aapt2-proto9.3.0-15703166间接
Mavencom.android.tools.build:aaptcompiler9.3.0间接
Mavencom.android.tools.build:apksig9.3.0间接
Mavencom.android.tools.build:apkzlib9.3.0间接
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Mavencom.android.tools.external.org-jetbrains:uast32.3.0间接
Mavencom.android.tools.layoutlib:layoutlib-api32.3.0间接
Mavencom.android.tools.lint:lint32.3.0间接
Mavencom.android.tools.lint:lint-api32.3.0间接
Mavencom.android.tools.lint:lint-checks32.3.0间接
Mavencom.android.tools.lint:lint-gradle32.3.0间接
Mavencom.android.tools.lint:lint-model32.3.0间接
Mavencom.android.tools.lint:lint-typedef-remover32.3.0间接
Mavencom.android.tools.utp:gradle-work-action-api32.3.0间接
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Mavencom.google.guava:failureaccess1.0.2间接
Mavencom.google.guava:guava33.4.0-jre间接
Mavencom.google.guava:listenablefuture9999.0-empty-to-avoid-conflict-with-guava间接
Mavencom.google.j2objc:j2objc-annotations3.0.0间接
Mavencom.google.jimfs:jimfs1.1间接
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Mavencommunity.flock.kotlinx.rgxgen:kotlin-rgxgen-jvm0.0.6间接
Mavende.cketti.unicode:kotlin-codepoints0.11.0间接
Mavende.cketti.unicode:kotlin-codepoints-jvm0.11.0间接
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Mavenio.github.java-diff-utils:java-diff-utils4.16间接
Mavenio.github.optimumcode:json-schema-validator0.5.5间接
Mavenio.github.optimumcode:json-schema-validator-jvm0.5.5间接
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Mavenio.github.optimumcode:karacteristics-jvm0.0.8间接
Mavenio.github.pdvrieze.xmlutil:core0.91.3间接
Mavenio.github.pdvrieze.xmlutil:core-jvmcommon0.91.3间接
Mavenio.github.pdvrieze.xmlutil:serialization0.91.3间接
Mavenio.github.pdvrieze.xmlutil:serialization-jvm0.91.3间接
Mavenio.kotest:kotest-assertions-core6.2.2间接
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原始 JSON 报告 机器可读
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                "max_points": 60
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              {
                "key": "forks",
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                "max_points": 25
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                "key": "watchers",
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          },
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            "notes": [],
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            "inputs": {
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                    "code": "license_standard",
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                  {
                    "code": "license_spdx",
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      {
        "key": "governance",
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                "key": "commit_distribution",
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                "key": "openssf_scorecard_contributors",
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            "key": "responsiveness",
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                "key": "issue_resolution",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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                "key": "openssf_scorecard_code_review",
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            "key": "stewardship",
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            "notes": [],
            "value": 49,
            "inputs": {
              "followers": 9,
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              "is_verified": null,
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                "key": "ownership_backing",
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                "max_points": 30
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                "key": "verified_domain",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
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                "key": "owner_reach",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "15 public repos, account ~1 yr old",
                "points": 12,
                "status": "partial",
                "details": [
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                    "code": "public_repos",
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                      "count": 15
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                  {
                    "code": "account_age_years",
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                      "years": 1
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                "max_points": 25
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
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        "weight": 0.2,
        "metrics": [
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            "key": "engineering_practices",
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "11 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
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                "max_points": 24
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              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
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                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
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              },
              {
                "key": "pre_commit_hooks",
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                "status": "missed",
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              },
              {
                "key": "editorconfig",
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                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
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                "kotlin-multiplatform",
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                "deep-neural-networks",
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                "edge-deep-learning",
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              "has_wiki": true,
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              "has_docs_dir": true,
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            "components": [
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                "key": "readme",
                "name": "README",
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              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
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              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "status": "met",
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                "key": "repository_description",
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              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "9 topics",
                "points": 10,
                "status": "met",
                "details": [
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                "max_points": 10
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              {
                "key": "wiki",
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                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
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                "code": "excluded_no_data",
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                "code": "weights_renormalized",
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            ],
            "value": 70,
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            "components": [
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                "key": "binary_artifacts",
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                "status": "partial",
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                "key": "branch_protection",
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                "status": "excluded",
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                "max_points": 7.5
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                "name": "CII-Best-Practices",
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                "points": 0,
                "status": "missed",
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                "max_points": 2.5
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                "key": "code_review",
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              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
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              },
              {
                "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": "30 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 2.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
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                "details": [],
                "max_points": 5
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              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
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                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 7.5
              },
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                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "6 existing vulnerabilities detected",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 7.5
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "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": {}
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            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
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              "policy_countries": [
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                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 5
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
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                ],
                "max_points": 100
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          }
        ],
        "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": 45,
        "weight": 0,
        "metrics": [
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            "key": "ai_agent_context",
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            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_instructions",
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                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 59,
            "inputs": {
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              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 0,
                "status": "missed",
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                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
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                "points": 22,
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                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
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                "points": 11,
                "status": "met",
                "details": [
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                    "code": "statically_typed_language",
                    "params": {
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                ],
                "max_points": 11
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              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 10
              },
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}

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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 v0.11.0—— 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.