公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 22:58 UTC

JuliaAI / MLJModelInterface.jl

Lightweight package to interface with MLJ

JuliaMIT★ 39 星标⑂ 8 复刻始于 2020年1月在 GitHub 上查看 ↗

JuliaAI/MLJModelInterface.jl 的健康指数为 100 分中的 59 分,处于「中等」区间。 其得分最高的类别是Engineering Quality(70/100),最低的是AI Readiness(20/100)。 最近一次更新在 2 天前。 近期的大部分工作由 1 位贡献者完成。

59
总分 / 100
中等

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;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。

59
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

JuliaAI组织
177 关注者59 个公开仓库始于 2021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。

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?

64中等 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 2 天前
3.5/36提交节奏 — 52 周中有 5 周有提交
11.9/18提交量 — 最近一年 20 次提交
9/10OpenSSF Scorecard:Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
所用输入
commits_last_year20
human_commit_share0.95
days_since_last_push2
active_weeks_last_year5

发布纪律

70良好
评分方式
27/27有发布版本 — 已发布 65 个发布版本
16.2/36发布时效 — 最近一次发布版本于 230 天前
19.8/27发布节奏 — 约每 93.3 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count65
latest_release_tagv1.12.1
releases_from_tags
days_since_latest_release230
mean_days_between_releases93.3
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?

42存在风险 · 占总体的 18%

流行度与采用

35存在风险
评分方式
25.6/60星标 — 39 个星标
7/25复刻 — 8 个复刻
2.7/15关注者 — 4 位关注者
所用输入
forks8
stars39
watchers4
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

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?

58中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
4.9/22.5提交分布 — 头号贡献者编写了 78% 的提交
13.5/13.5贡献者广度 — 13 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 36 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled13
top_contributor_share0.782
评分方式
35.1/46.8议题解决 — 75% 的议题已关闭
34.7/38.3PR 接受 — 已裁定的 PR 中 156/172 已合并
1.5/15OpenSSF Scorecard:Code-Review — Found 1/8 approved changesets -- score normalized to 1
所用输入
merged_prs156
open_issues15
closed_issues45
issue_closed_ratio0.75
closed_unmerged_prs16
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
16.2/25所有者影响力 — JuliaAI 有 177 位关注者
23.7/25既往记录 — 59 个公开仓库,账户约 5 年
所用输入
followers177
owner_typeOrganization
is_verified
owner_loginJuliaAI
public_repos59
account_age_days1,959

工程质量

基础的工程与文档实践是否到位?

70良好 · 占总体的 20%

工程实践

66中等
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
18/20OpenSSF Scorecard:CI-Tests — 10 out of 11 merged PRs checked by a CI test -- score normalized to 9
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

75良好
评分方式
30/30README
25/25文档目录
0/15文档 / 主页站点
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

安全

可见的安全与供应链实践是否稳固,且不存在未解决的高风险司法辖区暴露?

56中等 · 占总体的 16%

安全态势

56中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.2/2.5CI-Tests — 10 out of 11 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 1/8 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 36 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
6.8/7.5Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate5.6
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。

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。

20危急 · 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)
16.3/40可读的提交历史 — 95 次人类提交中有 29 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_share0.305
agent_instruction_files
agent_instruction_max_bytes
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
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
8/8自动化维护 — 最近 100 次提交中有 5 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_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.05
评分方式
0/45可类型检查的代码 — Julia,未配置类型检查
0/55可控的文件大小 — 未检测到源文件
所用输入
primary_languageJulia
largest_source_bytes
source_files_sampled0
oversized_source_files0
已排除计分(无数据或不适用):可控的文件大小。 其余权重已重新归一化。

关键数据

39GitHub 星标
13贡献者
20最近 12 个月提交数
2距最近推送天数
65发布版本数
1巴士系数(bus factor)
15开放议题
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 ★ / 8 ⇿
0Star
8Fork
50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。

02468812020-052022-102025-04
主版本 1次版本 13修订 36

每个点涵盖 5 天。

OpenSSF Scorecard 5.6 / 10
5.6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 · 2026-07-26 22:57 UTC

10Binary-Artifactsno binaries found in the repo
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
9CI-Tests10 out of 11 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 1/8 approved changesets -- score normalized to 1
10Contributorsproject has 36 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
9Maintained11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9
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
10Vulnerabilities0 existing vulnerabilities detected
全部依赖 0

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 0 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
依赖安全公告 未评估

本报告未能完成公告比对:No resolved dependencies to assess

原始 JSON 报告 机器可读
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      "owner_type": "Organization",
      "updated_at": "2026-07-23T23:48:42Z",
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          "tag": "v1.5.0",
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          "tag": "v1.4.4",
          "kind": "patch",
          "published_at": "2022-07-06T01:42:42Z"
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          "tag": "v1.4.3",
          "kind": "patch",
          "published_at": "2022-06-17T03:58:42Z"
        },
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          "tag": "v1.4.2",
          "kind": "patch",
          "published_at": "2022-03-07T05:25:17Z"
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          "tag": "v1.4.0",
          "kind": "minor",
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          "tag": "v1.3.6",
          "kind": "patch",
          "published_at": "2022-01-28T06:31:43Z"
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          "tag": "v1.3.4",
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        },
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          "kind": "patch",
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        },
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          "tag": "v0.3.2",
          "kind": "patch",
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        },
        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2020-07-24T15:10:32Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2020-06-05T04:08:39Z"
        },
        {
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          "kind": "patch",
          "published_at": "2020-06-01T08:08:34Z"
        },
        {
          "tag": "v0.2.6",
          "kind": "patch",
          "published_at": "2020-05-12T08:09:22Z"
        },
        {
          "tag": "v0.2.5",
          "kind": "patch",
          "published_at": "2020-05-12T06:06:44Z"
        },
        {
          "tag": "v0.2.4",
          "kind": "patch",
          "published_at": "2020-05-07T07:05:46Z"
        },
        {
          "tag": "v0.2.3",
          "kind": "patch",
          "published_at": "2020-05-03T12:05:53Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2020-04-24T07:04:53Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2020-03-27T03:05:26Z"
        },
        {
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                "key": "issue_template",
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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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                "points": 35.1,
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                      "share": 75
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "key": "openssf_scorecard_code_review",
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            "key": "stewardship",
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            "notes": [],
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              "followers": 177,
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                "key": "ownership_backing",
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                    "code": "owner_organization",
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                "max_points": 30
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                "key": "verified_domain",
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                "points": 0,
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              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "177 followers of JuliaAI",
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                ],
                "max_points": 25
              },
              {
                "key": "track_record",
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                "detail": "59 public repos, account ~5 yr old",
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                    "code": "account_age_years",
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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",
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        "name": "Engineering Quality",
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                "key": "ci_workflows",
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                "key": "tests_present",
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              },
              {
                "key": "linter_config",
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              },
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                "key": "pre_commit_hooks",
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              {
                "key": "editorconfig",
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              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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            ]
          },
          {
            "key": "documentation",
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                "name": "README",
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                "key": "documentation_directory",
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                "key": "documentation_homepage_site",
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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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            "key": "security_posture",
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              },
              {
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            "value": 56,
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            "components": [
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                "key": "binary_artifacts",
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
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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",
                "points": 0,
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                "details": [],
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              {
                "key": "code_review",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 36 contributing companies or organizations",
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                "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,
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                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "license",
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                "detail": "license file detected",
                "points": 2.5,
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                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
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              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
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                "status": "excluded",
                "details": [
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                ],
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              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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              },
              {
                "key": "sast",
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              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
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              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "details": [
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                  }
                ],
                "max_points": 7.5
              },
              {
                "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": "0 existing vulnerabilities detected",
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                "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",
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              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
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              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 13
            },
            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
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                "status": "met",
                "details": [
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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": "critical",
        "name": "AI Readiness",
        "value": 20,
        "weight": 0,
        "metrics": [
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            "band": "critical",
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            "note": null,
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            "inputs": {
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              "legible_history_share": 0.305,
              "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": [
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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",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 16.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "notes": [],
            "value": 30,
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              "has_nix": false,
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              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
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              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.05
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            "components": [
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                "key": "one_command_bootstrap",
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                "points": 0,
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              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
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              },
              {
                "key": "lint_format_config",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": [
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                    "code": "no_agent_authored_commits",
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "5 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
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                    "code": "dependency_bot_commits",
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                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
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          },
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            "key": "ai_code_legibility",
            "band": "critical",
            "name": "Code legibility for models",
            "note": "Excluded from scoring (no data or not applicable): Manageable file sizes. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "manageable_file_sizes"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "primary_language": "Julia",
              "largest_source_bytes": null,
              "source_files_sampled": 0,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Julia without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Julia"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "no source files detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_source_files",
                    "params": {}
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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": "2026-07-26T22:58:12.808037Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/JuliaAI/MLJModelInterface.jl.svg",
  "full_name": "JuliaAI/MLJModelInterface.jl",
  "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.