公开记录
软件健康报告模式 0.16.0 · 指标 1.13.0 · 2026-07-21 01:24 UTC

deepspeedai / DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

Python · C++Apache-2.0★ 42,747 星标⑂ 4,895 复刻始于 2020年1月在 GitHub 上查看 ↗

deepspeedai/DeepSpeed 的健康指数为 100 分中的 85 分,处于「优秀」区间。 其得分最高的类别是Vitality(100/100),最低的是Security(52/100)。 最近一次更新在今天。 近期的大部分工作由 6 位贡献者完成。

85
总分 / 100
优秀

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。

85
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

399 关注者6 个公开仓库始于 2020年11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
PyPIdeepspeed0.19.21,253,55312734 天前

按类别列示的指标

活力

项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?

100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
36/36提交节奏 — 52 周中有 52 周有提交
18/18提交量 — 最近一年 390 次提交
0/10OpenSSF Scorecard:Maintained — 无数据
所用输入
commits_last_year390
human_commit_share
days_since_last_push0
active_weeks_last_year52

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 100 个发布版本
36/36发布时效 — 最近一次发布版本于 34 天前
27/27发布节奏 — 约每 21 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count100
latest_release_tagv0.19.2
releases_from_tags
days_since_latest_release34
mean_days_between_releases21

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?

94优秀 · 占总体的 18%
评分方式
60/60星标 — 42,747 个星标
25/25复刻 — 4,895 个复刻
14.2/15关注者 — 360 位关注者
所用输入
forks4,895
stars42,747
watchers360
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
80/80月度下载量 — pypi 合计每月 1,253,553 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesdeepspeed
dependents
ecosystemspypi
total_downloads
monthly_downloads1,253,553
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

82良好 · 占总体的 24%
评分方式
48.6/54巴士系数 — 6 位贡献者贡献了半数提交
18.7/22.5提交分布 — 头号贡献者编写了 17% 的提交
13.5/13.5贡献者广度 — 100 位贡献者
0/10OpenSSF Scorecard:Contributors — 无数据
所用输入
bus_factor6
contributors_sampled100
top_contributor_share0.169
评分方式
30.5/46.8议题解决 — 65% 的议题已关闭
31.9/38.3PR 接受 — 已裁定的 PR 中 3,101/3,716 已合并
0/15OpenSSF Scorecard:Code-Review — 无数据
所用输入
merged_prs3,101
open_issues1,164
closed_issues2,188
issue_closed_ratio0.653
closed_unmerged_prs615
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
18.7/25所有者影响力 — deepspeedai 有 399 位关注者
17.6/25既往记录 — 6 个公开仓库,账户约 5 年
所用输入
followers399
owner_typeOrganization
is_verified
owner_logindeepspeedai
public_repos6
account_age_days2,082
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 34 天前
20/20版本历史 — 127 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
packagesdeepspeed
ecosystemspypi
any_deprecated
min_days_since_publish34

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 — 30 个工作流
24/24存在测试
16/16Linter 配置 — .flake8, .pylintrc
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

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://www.deepspeed.ai/
10/10仓库描述
10/10主题标签 — 13 个主题标签
0/10Wiki
所用输入
topicsdeep-learning, pytorch, gpu, machine-learning, billion-parameters, data-parallelism, model-parallelism, inference, pipeline-parallelism, compression, mixture-of-experts, trillion-parameters, zero
has_wiki
homepagehttps://www.deepspeed.ai/
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?

52中等 · 占总体的 16%

安全态势

40存在风险
评分方式
30/30安全策略(SECURITY.md)
0/25Dependabot 配置
0/25依赖锁定文件 — 已发布的类库——锁定文件属于应用层关注点,不作要求
0/20CodeQL 工作流
所用输入
sourcefile_signals
lockfiles
manifestsdocs/Gemfile, requirements/requirements-1bit-mpi.txt, requirements/requirements-autotuning-ml.txt, requirements/requirements-autotuning.txt, requirements/requirements-cpu.txt, requirements/requirements-deepcompile.txt, requirements/requirements-dev.txt, requirements/requirements-inf.txt, requirements/requirements-readthedocs.txt, requirements/requirements-sd.txt, requirements/requirements-sparse_attn.txt, requirements/requirements-sparse_pruning.txt, requirements/requirements-torchembed.txt, requirements/requirements-triton.txt, requirements/requirements.txt, setup.cfg, setup.py
has_codeql_workflow
has_security_policy
has_dependabot_config
已排除计分(无数据或不适用):依赖锁定文件。 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_packages15
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:deepspeed@0.19.2 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 15 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。

71良好 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
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_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes2,031
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
18/18一条命令的引导启动 — Makefile, docs/code-docs/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .flake8, .pylintrc
0/11静态类型检查
10/10可复现环境 — Dockerfile
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 — 无数据
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_filesMakefile, docs/code-docs/Makefile
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
54.4/55可控的文件大小 — 采样的 1,258 个源文件中有 14 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes279,279
source_files_sampled1,258
oversized_source_files14

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files

关键数据

42,747GitHub 星标
100贡献者
390最近 12 个月提交数
0距最近推送天数
100发布版本数
6巴士系数(bus factor)
1,164开放议题
PyPI, RubyGems软件包生态系统数

数据采集警告

  • OpenSSF Scorecard did not return a usable result (2026/07/21 01:23:49 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

更多细节

全部依赖 58

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 58 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
PyPIaccelerate间接
PyPIautodoc-pydantic间接
PyPIclang-format18.1.3间接
PyPIcomet-ml间接
PyPIdeepspeed-kernels间接
PyPIdiffusers间接
PyPIdocutils间接
PyPIeinops间接
PyPIfuture间接
PyPIgoogle间接
PyPIhjson间接
PyPIimportlib-metadata间接
PyPIlm-eval0.3.0间接
PyPImpi4py间接
PyPImsgpack间接
PyPImup间接
PyPIneural-compressor2.1.0间接
PyPIninja间接
PyPInumpy间接
PyPIpackaging间接
PyPIpre-commit间接
PyPIprotobuf间接
PyPIpsutil间接
PyPIpy-cpuinfo间接
PyPIpydantic间接
PyPIpytest间接
PyPIpytest-forked间接
PyPIpytest-randomly间接
PyPIpytest-xdist间接
PyPIqtorch间接
PyPIqtorch0.3.0间接
PyPIrecommonmark间接
PyPIsafetensors间接
PyPIscipy间接
PyPIsentencepiece间接
PyPIsphinx间接
PyPIsphinx-rtd-theme间接
PyPItabulate间接
PyPItensorboard间接
PyPItorch间接
PyPItorchembed间接
PyPItorchvision间接
PyPItqdm间接
PyPItransformers间接
PyPItriton间接
PyPItriton1.0.0间接
PyPItriton2.1.0间接
PyPIwandb间接
PyPIxgboost间接
RubyGemsgithub-pages间接
RubyGemsjekyll-feed间接
RubyGemsjekyll-include-cache间接
RubyGemsjekyll-paginate间接
RubyGemsjekyll-remote-theme间接
RubyGemsminimal-mistakes-jekyll间接
RubyGemstzinfo间接
RubyGemstzinfo-data间接
RubyGemswebrick间接
依赖安全公告 0

安装 pypi:deepspeed@0.19.2 会引入 15 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": {
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        "deep-learning",
        "pytorch",
        "gpu",
        "machine-learning",
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        "model-parallelism",
        "inference",
        "pipeline-parallelism",
        "compression",
        "mixture-of-experts",
        "trillion-parameters",
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      "is_fork": false,
      "size_kb": 247098,
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        "Batchfile": 388,
        "Dockerfile": 7942
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      "pushed_at": "2026-07-21T00:46:40Z",
      "created_at": "2020-01-23T18:35:18Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T00:14:42Z",
      "description": "DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
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      "primary_language": "Python",
      "significant_languages": [
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    },
    "owner": {
      "blog": null,
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      "login": "deepspeedai",
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      "followers": 399,
      "avatar_url": "https://avatars.githubusercontent.com/u/74068820?v=4",
      "created_at": "2020-11-06T17:40:20Z",
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    },
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      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": null,
      "profile_has_license": true
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 390,
      "latest_release_at": "2026-06-16T20:52:17Z",
      "latest_release_tag": "v0.19.2",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 34,
      "mean_days_between_releases": 21
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
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          "name": "deepspeed",
          "exists": true,
          "license": "Apache Software License 2.0",
          "keywords": [
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.8",
            "Programming Language :: Python :: 3.9"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/deepspeed/",
          "is_deprecated": false,
          "latest_version": "0.19.2",
          "repository_url": "https://github.com/deepspeedai/DeepSpeed",
          "versions_count": 127,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 1253553,
          "first_published_at": "2020-10-22T20:11:40.679508Z",
          "latest_published_at": "2026-06-16T20:53:22.919852Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 34
        }
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    },
    "popularity": {
      "forks": 4895,
      "stars": 42747,
      "watchers": 360,
      "open_issues_and_prs": 1299
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
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      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [
        "Makefile",
        "docs/code-docs/Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "largest_source_bytes": 279279,
      "source_files_sampled": 1258,
      "oversized_source_files": 14,
      "agent_instruction_files": [
        "AGENTS.md",
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 2031
    },
    "dependencies": {
      "manifests": [
        "docs/Gemfile",
        "requirements/requirements-1bit-mpi.txt",
        "requirements/requirements-autotuning-ml.txt",
        "requirements/requirements-autotuning.txt",
        "requirements/requirements-cpu.txt",
        "requirements/requirements-deepcompile.txt",
        "requirements/requirements-dev.txt",
        "requirements/requirements-inf.txt",
        "requirements/requirements-readthedocs.txt",
        "requirements/requirements-sd.txt",
        "requirements/requirements-sparse_attn.txt",
        "requirements/requirements-sparse_pruning.txt",
        "requirements/requirements-torchembed.txt",
        "requirements/requirements-triton.txt",
        "requirements/requirements.txt",
        "setup.cfg",
        "setup.py"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
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        "assessed_count": 15,
        "assessed_package": "pypi:deepspeed@0.19.2",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi",
        "rubygems"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "accelerate",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "autodoc-pydantic",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "clang-format",
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            "version": "18.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "comet-ml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "deepspeed-kernels",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "diffusers",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "docutils",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "einops",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "future",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "google",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hjson",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
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        ],
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      {
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              },
              {
                "key": "dependency_lockfiles",
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                "status": "excluded",
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              {
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            ]
          },
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            "notes": [
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            "inputs": {
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              {
                "key": "no_advisories_left_outstanding",
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          },
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            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "direct_malicious_packages": 0,
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                "max_points": 100
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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                "code": "jurisdiction_evidence_limits",
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            "value": 100,
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            "components": [
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                "key": "policy_exposure_multiplier",
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                "status": "met",
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        "weight": 0,
        "metrics": [
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            "notes": [
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                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
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            "value": 75,
            "inputs": {
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                "max_points": 45
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              {
                "key": "machine_readable_docs_llms_txt",
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                ],
                "max_points": 40
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            ]
          },
          {
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            "notes": [
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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                ],
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                "key": "demonstrated_agent_practice",
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                "details": [
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                ],
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              },
              {
                "key": "automated_maintenance",
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                "details": [
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                ],
                "max_points": 8
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              {
                "key": "openssf_scorecard_pinned_dependencies",
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          },
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              },
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                "key": "manageable_file_sizes",
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                "status": "partial",
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                "max_points": 55
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          },
          {
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            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "OpenSSF Scorecard did not return a usable result (2026/07/21 01:23:49 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T01:24:38.970063Z",
  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/deepspeedai/DeepSpeed.svg",
  "full_name": "deepspeedai/DeepSpeed",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v0.16.0—— 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.