公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 18:32 UTC

linkml / linkml-runtime

Runtime support for linkml generated models

PythonCC0-1.0★ 45 星标⑂ 35 复刻始于 2021年3月已归档在 GitHub 上查看 ↗

linkml/linkml-runtime 的健康指数为 100 分中的 27 分,处于「危急」区间。 其得分最高的类别是Engineering Quality(90/100),最低的是Vitality(49/100)。 该仓库已归档,预计不会再有维护。

27
总分 / 100
危急

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

27
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

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

Abandonment Policy applies a 40% multiplier to weighted overall health and gives it a ceiling of 29.

所有权

218 关注者67 个公开仓库始于 2021年2月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIlinkml-runtime1.11.1-15666 天前linkmlmetamodelowlrdfschema-visualizationyaml

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?

49存在风险 · 占总体的 22%
评分方式
3.6/36推送新近度 — 最近一次推送于 227 天前
7.6/36提交节奏 — 52 周中有 11 周有提交
18/18提交量 — 最近一年 198 次提交
0/10OpenSSF Scorecard:Maintained — project is archived
所用输入
commits_last_year198
human_commit_share0.96
days_since_last_push227
active_weeks_last_year11

发布纪律

78良好
评分方式
27/27有发布版本 — 已发布 100 个发布版本
16.2/36发布时效 — 最近一次发布版本于 343 天前
27/27发布节奏 — 约每 11.8 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count100
latest_release_tagv1.9.5
releases_from_tags
days_since_latest_release343
mean_days_between_releases11.8
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?

56中等 · 占总体的 18%

流行度与采用

43存在风险
评分方式
26.7/60星标 — 45 个星标
12.8/25复刻 — 35 个复刻
3.9/15关注者 — 6 位关注者
所用输入
forks35
stars45
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(CC0-1.0)
18/18CONTRIBUTING 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?

83良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
15.9/22.5提交分布 — 头号贡献者编写了 30% 的提交
13.5/13.5贡献者广度 — 33 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 100 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled33
top_contributor_share0.295
评分方式
45.4/46.8议题解决 — 97% 的议题已关闭
30.8/38.3PR 接受 — 已裁定的 PR 中 337/418 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs337
open_issues1
closed_issues33
issue_closed_ratio0.971
closed_unmerged_prs81
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
16.8/25所有者影响力 — linkml 有 218 位关注者
23.8/25既往记录 — 67 个公开仓库,账户约 5 年
所用输入
followers218
owner_typeOrganization
is_verified
owner_loginlinkml
public_repos67
account_age_days1,981
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 66 天前
20/20版本历史 — 156 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
packageslinkml-runtime
ecosystemspypi
any_deprecated
min_days_since_publish66

工程质量

基础的工程与文档实践是否到位?

90优秀 · 占总体的 20%

工程实践

100优秀
评分方式
24/24CI 工作流 — 4 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
6.4/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 12 out of 12 merged PRs checked by a CI test -- score normalized to 10
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
0/25文档目录
15/15文档 / 主页站点 — https://linkml.io/linkml/
10/10仓库描述
10/10主题标签 — 7 个主题标签
10/10Wiki
所用输入
topicslinkml-runtime, linkml, python, object-model, instances, conversion, hacktoberfest
has_wiki
homepagehttps://linkml.io/linkml/
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?

60中等 · 占总体的 16%

安全态势

50中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 12 out of 12 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
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 100 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
0/7.5Maintained — project is archived
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5
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。
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
sourceosv
advisories0
affected_packages0
assessed_packages30
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
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:linkml-runtime@1.11.1 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 30 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。

52中等 · 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)
16.1/40可读的提交历史 — 96 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_share0.302
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
11/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile, lockfile
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 4 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
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.04
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
53.6/55可控的文件大小 — 采样的 152 个源文件中有 4 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes317,140
source_files_sampled152
oversized_source_files4
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — linkml_runtime/linkml_model/graphql/meta.graphql, linkml_runtime/linkml_model/protobuf/meta.proto
0/20MCP 服务器
40/40可运行示例 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_fileslinkml_runtime/linkml_model/graphql/meta.graphql, linkml_runtime/linkml_model/protobuf/meta.proto

关键数据

45GitHub 星标
33贡献者
198最近 12 个月提交数
227距最近推送天数
100发布版本数
3巴士系数(bus factor)
1开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

更多细节

Star 与 Fork 历史 0 ★ / 35 ⇿
0Star
35Fork
100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。

01325383522021-072023-122026-05
主版本 0次版本 8修订 65

每个点涵盖 5 天。

OpenSSF Scorecard 5.0 / 10
5.0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 · 2026-07-25 18:32 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
10CI-Tests12 out of 12 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 100 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject is archived
10Packagingpackaging workflow 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
0Vulnerabilities12 existing vulnerabilities detected
直接依赖 14
注册表软件包版本约束清单文件
PyPIclickpyproject.toml
PyPIdeprecatedpyproject.toml
PyPIhbreaderpyproject.toml
PyPIjson-flattener>=0.1.9pyproject.toml
PyPIjsonasobj2==1.*,>=1.0.0,>=1.0.4pyproject.toml
PyPIjsonschema>=3.2.0pyproject.toml
PyPIprefixcommons>=0.1.12pyproject.toml
PyPIpyyamlpyproject.toml
PyPIrdflib>=6.0.0pyproject.toml
PyPIrequestspyproject.toml
PyPIprefixmaps>=0.1.4pyproject.toml
PyPIcuries>=0.5.4pyproject.toml
PyPIpydantic>=2.0.0, <3.0.0pyproject.toml
PyPIisodate>=0.7.2, <1.0.0pyproject.toml
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 0

安装 pypi:linkml-runtime@1.11.1 会引入 30 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": [
        "linkml-runtime",
        "linkml",
        "python",
        "object-model",
        "instances",
        "conversion",
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      ],
      "is_fork": false,
      "size_kb": 3240,
      "has_wiki": true,
      "homepage": "https://linkml.io/linkml/",
      "languages": {
        "Shell": 649,
        "Python": 1465056,
        "Makefile": 557,
        "Jupyter Notebook": 13538
      },
      "pushed_at": "2025-12-10T15:46:13Z",
      "created_at": "2021-03-18T20:38:43Z",
      "owner_type": "Organization",
      "updated_at": "2026-05-10T00:06:36Z",
      "description": "Runtime support for linkml generated models",
      "is_archived": true,
      "is_disabled": false,
      "license_spdx": "CC0-1.0",
      "default_branch": "main",
      "license_spdx_raw": "CC0-1.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://linkml.github.io/",
      "name": "Linked data Modeling Language",
      "type": "Organization",
      "login": "linkml",
      "company": null,
      "location": null,
      "followers": 218,
      "avatar_url": "https://avatars.githubusercontent.com/u/79337873?v=4",
      "created_at": "2021-02-19T21:21:38Z",
      "is_verified": null,
      "public_repos": 67,
      "account_age_days": 1981
    },
    "license": {
      "state": "standard",
      "spdx_id": "CC0-1.0",
      "raw_spdx": "CC0-1.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.9.5",
          "kind": "patch",
          "published_at": "2025-08-15T22:22:00Z"
        },
        {
          "tag": "v1.9.5-rc1",
          "kind": "prerelease",
          "published_at": "2025-08-08T16:50:09Z"
        },
        {
          "tag": "v1.9.4",
          "kind": "patch",
          "published_at": "2025-07-20T16:59:56Z"
        },
        {
          "tag": "v1.9.4-rc2",
          "kind": "prerelease",
          "published_at": "2025-07-18T22:51:39Z"
        },
        {
          "tag": "v1.9.4-rc1",
          "kind": "prerelease",
          "published_at": "2025-07-14T21:07:27Z"
        },
        {
          "tag": "v1.9.3",
          "kind": "patch",
          "published_at": "2025-06-02T16:51:46Z"
        },
        {
          "tag": "v1.9.3-rc1",
          "kind": "prerelease",
          "published_at": "2025-05-30T21:42:11Z"
        },
        {
          "tag": "v1.9.2",
          "kind": "patch",
          "published_at": "2025-05-08T22:20:01Z"
        },
        {
          "tag": "v1.9.2-rc2",
          "kind": "prerelease",
          "published_at": "2025-05-02T16:56:16Z"
        },
        {
          "tag": "v1.9.2-rc1",
          "kind": "prerelease",
          "published_at": "2025-05-01T18:35:14Z"
        },
        {
          "tag": "v1.9.1",
          "kind": "patch",
          "published_at": "2025-04-10T22:01:10Z"
        },
        {
          "tag": "v1.9.1-rc1",
          "kind": "prerelease",
          "published_at": "2025-04-04T22:17:02Z"
        },
        {
          "tag": "v1.9.0",
          "kind": "minor",
          "published_at": "2025-03-28T22:17:53Z"
        },
        {
          "tag": "v1.9.0-rc1",
          "kind": "prerelease",
          "published_at": "2025-03-27T21:12:50Z"
        },
        {
          "tag": "v1.8.3",
          "kind": "patch",
          "published_at": "2024-10-01T16:08:28Z"
        },
        {
          "tag": "v1.8.2",
          "kind": "patch",
          "published_at": "2024-08-22T21:59:47Z"
        },
        {
          "tag": "v1.8.1",
          "kind": "patch",
          "published_at": "2024-08-10T00:08:16Z"
        },
        {
          "tag": "v1.8.0",
          "kind": "minor",
          "published_at": "2024-07-03T14:24:36Z"
        },
        {
          "tag": "v1.8.0rc2",
          "kind": "other",
          "published_at": "2024-06-28T14:58:57Z"
        },
        {
          "tag": "v1.8.0rc1",
          "kind": "other",
          "published_at": "2024-06-28T14:35:58Z"
        },
        {
          "tag": "v1.7.7",
          "kind": "patch",
          "published_at": "2024-06-14T20:46:54Z"
        },
        {
          "tag": "v1.7.6",
          "kind": "patch",
          "published_at": "2024-06-05T18:32:46Z"
        },
        {
          "tag": "v1.7.5",
          "kind": "patch",
          "published_at": "2024-03-28T01:56:15Z"
        },
        {
          "tag": "v1.7.4",
          "kind": "patch",
          "published_at": "2024-03-21T02:14:13Z"
        },
        {
          "tag": "v1.7.3",
          "kind": "patch",
          "published_at": "2024-03-18T22:35:42Z"
        },
        {
          "tag": "v1.7.2",
          "kind": "patch",
          "published_at": "2024-02-22T10:28:27Z"
        },
        {
          "tag": "v1.7.1",
          "kind": "patch",
          "published_at": "2024-02-16T20:32:09Z"
        },
        {
          "tag": "v1.7.0",
          "kind": "minor",
          "published_at": "2024-02-08T17:34:24Z"
        },
        {
          "tag": "v1.7.0rc3",
          "kind": "other",
          "published_at": "2024-02-08T02:04:34Z"
        },
        {
          "tag": "v1.7.0rc1",
          "kind": "other",
          "published_at": "2024-01-30T01:15:09Z"
        },
        {
          "tag": "v1.6.3",
          "kind": "patch",
          "published_at": "2023-12-14T17:49:52Z"
        },
        {
          "tag": "v1.6.2",
          "kind": "patch",
          "published_at": "2023-11-08T19:07:27Z"
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          },
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
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            "reason": "no dangerous workflow patterns detected",
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                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 100 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "merged_prs": 337,
              "open_issues": 1,
              "closed_issues": 33,
              "issue_closed_ratio": 0.971,
              "closed_unmerged_prs": 81
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "97% of issues closed",
                "points": 45.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 97
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "337/418 decided PRs merged",
                "points": 30.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 337,
                      "decided": 418
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "followers": 218,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "linkml",
              "public_repos": 67,
              "account_age_days": 1981
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "218 followers of linkml",
                "points": 16.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 218,
                      "login": "linkml"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "67 public repos, account ~5 yr old",
                "points": 23.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 67
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "linkml-runtime"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 66
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 66 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 66
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "156 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 156
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "12 out of 12 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "linkml-runtime",
                "linkml",
                "python",
                "object-model",
                "instances",
                "conversion",
                "hacktoberfest"
              ],
              "has_wiki": true,
              "homepage": "https://linkml.io/linkml/",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://linkml.io/linkml/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 60,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "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",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "12 out of 12 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 100 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project is archived",
                "points": 0,
                "status": "missed",
                "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "12 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:linkml-runtime@1.11.1 runtime dependency closure — what installing the published package pulls in — 30 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:linkml-runtime@1.11.1",
                  "assessed": 30
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 30,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 30,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 17
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 52,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 16,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.302,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "29 of 96 human commits state their intent (structured subject or explanatory body)",
                "points": 16.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 29,
                      "sampled": 96
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.04
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "4 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
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        ],
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      }
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  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
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  "generated_at": "2026-07-25T18:32:29.545695Z",
  "schema_version": "0.27.0",
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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 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.