公开记录
软件健康报告模式 0.12.0 · 指标 1.13.0 · 2026-07-17 21:52 UTC

ices-tools-dev / echosms

Making acoustic scattering models available to fisheries and plankton scientists via the world wide web

Python · MATLABMIT★ 22 星标⑂ 6 复刻始于 2024年5月在 GitHub 上查看 ↗

ices-tools-dev/echosms 的健康指数为 100 分中的 68 分,处于「中等」区间。 其得分最高的类别是Vitality(97/100),最低的是AI Readiness(35/100)。 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。

68
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。

68
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

28 关注者91 个公开仓库始于 2016年7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
PyPIechosms0.23.1-732 天前acousticbackscattermodel

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?

97优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
31.8/36提交节奏 — 52 周中有 46 周有提交
18/18提交量 — 最近一年 427 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year427
human_commit_share
days_since_last_push0
active_weeks_last_year46

发布纪律

98优秀
评分方式
27/27有发布版本 — 已发布 65 个发布版本
36/36发布时效 — 最近一次发布版本于 2 天前
27/27发布节奏 — 约每 9.6 天发布一次
8/10OpenSSF Scorecard:Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
所用输入
releases_count65
latest_release_tagv0.23.1
releases_from_tags
days_since_latest_release2
mean_days_between_releases9.6

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

40存在风险 · 占总体的 18%

流行度与采用

32存在风险
评分方式
21.4/60星标 — 22 个星标
5.8/25复刻 — 6 个复刻
4.7/15关注者 — 8 位关注者
所用输入
forks6
stars22
watchers8
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?

57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
0.6/22.5提交分布 — 头号贡献者编写了 97% 的提交
6.8/13.5贡献者广度 — 5 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_sampled5
top_contributor_share0.973
评分方式
24.6/46.8议题解决 — 53% 的议题已关闭
36.3/38.3PR 接受 — 已裁定的 PR 中 19/20 已合并
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs19
open_issues9
closed_issues10
issue_closed_ratio0.526
closed_unmerged_prs1
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
10.5/25所有者影响力 — ices-tools-dev 有 28 位关注者
25/25既往记录 — 91 个公开仓库,账户约 10 年
所用输入
followers28
owner_typeOrganization
is_verified
owner_loginices-tools-dev
public_repos91
account_age_days3,650
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 2 天前
20/20版本历史 — 73 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
packagesechosms
ecosystemspypi
any_deprecated
min_days_since_publish2

工程质量

基础的工程与文档实践是否到位?

91优秀 · 占总体的 20%

工程实践

92优秀
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
已排除计分(无数据或不适用):OpenSSF Scorecard:CI-Tests。 其余权重已重新归一化。

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://ices-tools-dev.github.io/echoSMs/
10/10仓库描述
10/10主题标签 — 6 个主题标签
0/10Wiki
所用输入
topicsacoustics, backscatter, fisheries, models, plankton, scattering
has_wiki
homepagehttps://ices-tools-dev.github.io/echoSMs/
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?

46存在风险 · 占总体的 16%

安全态势

46存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no 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 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
6/7.5Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
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_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.6
已排除计分(无数据或不适用):ci_tests。 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。

35存在风险 · 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)
0/40可读的提交历史 — 无数据
所用输入
has_llms_txt
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。
评分方式
0/18一条命令的引导启动
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 — lockfile
0/10已体现的代理实践 — 无数据
0/8自动化维护 — 无数据
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_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
已排除计分(无数据或不适用):已体现的代理实践, 自动化维护。 其余权重已重新归一化。
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
55/55可控的文件大小 — 采样的 107 个源文件中有 0 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes57,470
source_files_sampled107
oversized_source_files0

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 — notebooks
所用输入
example_dirsnotebooks
has_mcp_signal
api_schema_files

关键数据

22GitHub 星标
5贡献者
427最近 12 个月提交数
0距最近推送天数
65发布版本数
1巴士系数(bus factor)
9开放议题
PyPI软件包生态系统数

更多细节

OpenSSF Scorecard 4.6 / 10
4.6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 · 2026-07-17 21:52 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
8Signed-Releases5 out of the last 5 releases have a total of 5 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 21
注册表软件包版本约束清单文件
PyPInumpypyproject.toml
PyPIscipypyproject.toml
PyPIpandaspyproject.toml
PyPIxarraypyproject.toml
PyPItomli>= 1.1.0pyproject.toml
PyPIbackports.strenum>= 1.3.1pyproject.toml
PyPItrimeshpyproject.toml
PyPIpymeshlabpyproject.toml
PyPIshapelypyproject.toml
PyPImapbox_earcutpyproject.toml
PyPIspheroidalwavefunctionspyproject.toml
PyPItqdmpyproject.toml
PyPImapplypyproject.toml
PyPIrequestspyproject.toml
PyPIrtomlpyproject.toml
PyPIurllib3>= 2.7.0pyproject.toml
PyPImatplotlibpyproject.toml
PyPIrichpyproject.toml
PyPIjsonschema-rspyproject.toml
PyPIorjsonpyproject.toml
PyPImanifold3dpyproject.toml
全部依赖 129

来自 GitHub 依赖图的完整解析依赖集合:29 个直接依赖与 100 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
PyPIbackports-strenum1.3.1直接
PyPIjsonschema-rs0.46.10直接
PyPImanifold3d3.5.2直接
PyPImapbox-earcut2.0.0直接
PyPImapply0.1.31直接
PyPImapply0.2.0直接
PyPImatplotlib3.10.9直接
PyPImatplotlib3.11.0直接
PyPInumpy2.2.6直接
PyPInumpy2.4.6直接
PyPInumpy2.5.1直接
PyPIorjson3.11.9直接
PyPIpandas2.3.3直接
PyPIpandas3.0.3直接
PyPIpymeshlab2025.7.post1直接
PyPIrequests2.34.2直接
PyPIrich15.0.0直接
PyPIrtoml0.13.0直接
PyPIscipy1.15.3直接
PyPIscipy1.17.1直接
PyPIscipy1.18.0直接
PyPIshapely2.1.2直接
PyPIspheroidalwavefunctions0.1.5直接
PyPItomli2.4.1直接
PyPItqdm4.68.4直接
PyPItrimesh4.12.2直接
PyPIurllib32.7.0直接
PyPIxarray2025.6.1直接
PyPIxarray2026.4.0直接
PyPIappnope0.1.4间接
PyPIasttokens3.0.1间接
PyPIbabel2.18.0间接
PyPIbackrefs7.0间接
PyPIcertifi2026.6.17间接
PyPIcffi2.1.0间接
PyPIcharset-normalizer3.4.9间接
PyPIclick8.4.2间接
PyPIcloudpickle3.1.2间接
PyPIcolorama0.4.6间接
PyPIcomm0.2.3间接
PyPIcontourpy1.3.2间接
PyPIcontourpy1.3.3间接
PyPIcycler0.12.1间接
PyPIdataclasses-json0.6.7间接
PyPIdebugpy1.8.21间接
PyPIdecorator5.3.1间接
PyPIdeepmerge2.1.0间接
PyPIdill0.4.1间接
PyPIexceptiongroup1.3.1间接
PyPIexecuting2.2.1间接
PyPIfonttools4.63.0间接
PyPIghp-import2.1.0间接
PyPIgriffelib2.1.0间接
PyPIhjson3.1.0间接
PyPIidna3.18间接
PyPIiniconfig2.3.0间接
PyPIipykernel6.31.0间接
PyPIipython8.39.0间接
PyPIipython9.15.0间接
PyPIipython-pygments-lexers1.1.1间接
PyPIjedi0.20.0间接
PyPIjinja23.1.6间接
PyPIjson-schema-for-humans1.5.1间接
PyPIjupyter-client8.9.1间接
PyPIjupyter-core5.9.1间接
PyPIkiwisolver1.5.0间接
PyPImarkdown3.10.2间接
PyPImarkdown-it-py4.2.0间接
PyPImarkdown22.5.5间接
PyPImarkupsafe3.0.3间接
PyPImarshmallow3.26.2间接
PyPImatplotlib-inline0.2.2间接
PyPImdurl0.1.2间接
PyPImergedeep1.3.4间接
PyPImkdocs间接
PyPImkdocs1.6.1间接
PyPImkdocs-autorefs1.4.4间接
PyPImkdocs-get-deps0.2.2间接
PyPImkdocs-glightbox0.5.2间接
PyPImkdocs-macros-plugin1.5.0间接
PyPImkdocs-material间接
PyPImkdocs-material9.7.6间接
PyPImkdocs-material-extensions1.3.1间接
PyPImkdocstrings1.0.4间接
PyPImkdocstrings-python2.0.5间接
PyPImultiprocess0.70.19间接
PyPImypy-extensions1.1.0间接
PyPInest-asyncio1.6.0间接
PyPIpackaging26.2间接
PyPIpaginate0.5.7间接
PyPIparso0.8.7间接
PyPIpathos0.3.5间接
PyPIpathspec1.1.1间接
PyPIpexpect4.9.0间接
PyPIpillow12.3.0间接
PyPIplatformdirs4.10.0间接
PyPIpluggy1.6.0间接
PyPIpox0.3.7间接
PyPIppft1.7.8间接
PyPIprompt-toolkit3.0.52间接
PyPIpsutil7.2.2间接
PyPIptyprocess0.7.0间接
PyPIpure-eval0.2.3间接
PyPIpycparser3.0间接
PyPIpygments2.20.0间接
PyPIpymdown-extensions11.0.1间接
PyPIpyparsing3.3.2间接
PyPIpytest9.1.1间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpytz2026.2间接
PyPIpyxdg0.28间接
PyPIpyyaml6.0.3间接
PyPIpyyaml-env-tag1.1间接
PyPIpyzmq27.1.0间接
PyPIselectolax0.4.10间接
PyPIsix1.17.0间接
PyPIspyder-kernels3.1.5间接
PyPIstack-data0.6.3间接
PyPIsuper-collections0.6.2间接
PyPItermcolor3.3.0间接
PyPItornado6.5.7间接
PyPItraitlets5.15.1间接
PyPItyping-extensions4.16.0间接
PyPItyping-inspect0.9.0间接
PyPItzdata2026.2间接
PyPIwatchdog6.0.0间接
PyPIwcwidth0.8.2间接
PyPIwurlitzer3.1.1间接
PyPIzensical0.0.50间接
原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [
        "acoustics",
        "backscatter",
        "fisheries",
        "models",
        "plankton",
        "scattering"
      ],
      "is_fork": false,
      "size_kb": 14116,
      "has_wiki": false,
      "homepage": "https://ices-tools-dev.github.io/echoSMs/",
      "languages": {
        "Roff": 21032,
        "MATLAB": 191039,
        "Python": 298388,
        "QuickBASIC": 23960
      },
      "pushed_at": "2026-07-17T02:45:47Z",
      "created_at": "2024-05-23T10:27:10Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-17T02:45:21Z",
      "description": "Making acoustic scattering models available to fisheries and plankton scientists via the world wide web",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "MATLAB"
      ]
    },
    "owner": {
      "blog": "https://www.ices.dk/data/tools/Pages/Software.aspx",
      "name": "ICES tools (development area)",
      "type": "Organization",
      "login": "ices-tools-dev",
      "company": null,
      "location": "Copenhagen, Denmark",
      "followers": 28,
      "avatar_url": "https://avatars.githubusercontent.com/u/20533855?v=4",
      "created_at": "2016-07-19T08:28:52Z",
      "is_verified": null,
      "public_repos": 91,
      "account_age_days": 3650
    },
    "activity": {
      "releases_count": 65,
      "commits_last_year": 427,
      "latest_release_at": "2026-07-14T22:39:06Z",
      "latest_release_tag": "v0.23.1",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 46,
      "days_since_latest_release": 2,
      "mean_days_between_releases": 9.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 37,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "echosms",
          "exists": true,
          "license": null,
          "keywords": [
            "acoustic",
            "backscatter",
            "model",
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Science/Research",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Programming Language :: Python :: 3.14",
            "Topic :: Scientific/Engineering",
            "Topic :: Scientific/Engineering :: Oceanography",
            "Topic :: Scientific/Engineering :: Physics"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/echosms/",
          "is_deprecated": false,
          "latest_version": "0.23.1",
          "repository_url": "https://github.com/ices-tools-dev/echoSMs",
          "versions_count": 73,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2024-08-09T02:24:12.039637Z",
          "latest_published_at": "2026-07-14T22:38:44.601506Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 2
        }
      ]
    },
    "popularity": {
      "forks": 6,
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        {
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          "avatar_url": "https://avatars.githubusercontent.com/u/115476244?u=81e2b5aeba53f6c4ef4e28bae5714fbb65164e94&v=4"
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        {
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          "login": "lberger29",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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            "name": "Dependency-Update-Tool",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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          {
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                "detail": "73 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 73
                    }
                  }
                ],
                "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": 91,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 92,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "acoustics",
                "backscatter",
                "fisheries",
                "models",
                "plankton",
                "scattering"
              ],
              "has_wiki": false,
              "homepage": "https://ices-tools-dev.github.io/echoSMs/",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://ices-tools-dev.github.io/echoSMs/",
                "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": "6 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 46,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "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": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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 0 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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "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": "5 out of the last 5 releases have a total of 5 signed artifacts.",
                "points": 6,
                "status": "partial",
                "details": [],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 3
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 35,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
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              "largest_source_bytes": 57470,
              "source_files_sampled": 107,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/107 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 107,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T21:52:56.745364Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/ices-tools-dev/echosms.svg",
  "full_name": "ices-tools-dev/echosms",
  "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 v0.12.0—— 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.