公开记录良好
软件健康报告模式 0.15.0 · 指标 1.13.0 · 2026-07-19 16:00 UTC
OpenSTEF / openstef
Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.
OpenSTEF/openstef 的健康指数为 100 分中的 83 分，处于「良好」区间。 其得分最高的类别是Vitality（96/100），最低的是AI Readiness（40/100）。 最近一次更新在 2 天前。 近期的大部分工作由 3 位贡献者完成。
83
总分 / 100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。
83
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）
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
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 |
|---|---|---|---|---|---|---|
| PyPI | openstef | 4.1.2 | - | 246 | 2 天前 | energyforecastingmachinelearning |
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？
96
开发活跃度
95优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 2 天前 |
| 31.2/36 | 提交节奏 — 52 周中有 45 周有提交 |
| 18/18 | 提交量 — 最近一年 250 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 250 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 45 |
发布纪律
98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 2 天前 |
| 27/27 | 发布节奏 — 约每 7.9 天发布一次 |
| 8/10 | OpenSSF Scorecard：Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts. |
所用输入
| releases_count | 100 |
| latest_release_tag | v4.1.2 |
| releases_from_tags | 否 |
| days_since_latest_release | 2 |
| mean_days_between_releases | 7.9 |
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？
72
流行度与采用
54中等
评分方式
| 35.5/60 | 星标 — 155 个星标 |
| 14.2/25 | 复刻 — 52 个复刻 |
| 3.9/15 | 关注者 — 6 位关注者 |
所用输入
| forks | 52 |
| stars | 155 |
| watchers | 6 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
92优秀
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MPL-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| has_pull_request_template | 是 |
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？
79
维护者韧性（巴士系数）
77良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 17.6/22.5 | 提交分布 — 头号贡献者编写了 22% 的提交 |
| 13.5/13.5 | 贡献者广度 — 47 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 15 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 47 |
| top_contributor_share | 0.22 |
议题与 PR 响应能力
84良好
评分方式
| 38.7/46.8 | 议题解决 — 83% 的议题已关闭 |
| 31.9/38.3 | PR 接受 — 已裁定的 PR 中 692/831 已合并 |
| 13.5/15 | OpenSSF Scorecard：Code-Review — Found 24/25 approved changesets -- score normalized to 9 |
所用输入
| merged_prs | 692 |
| open_issues | 35 |
| closed_issues | 168 |
| issue_closed_ratio | 0.828 |
| closed_unmerged_prs | 139 |
所有权与托管责任
60中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 14/25 | 所有者影响力 — OpenSTEF 有 87 位关注者 |
| 16/25 | 既往记录 — 7 个公开仓库，账户约 4 年 |
所用输入
| followers | 87 |
| owner_type | Organization |
| is_verified | — |
| owner_login | OpenSTEF |
| public_repos | 7 |
| account_age_days | 1,713 |
软件包维护
100优秀
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 — 246 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
| packages | openstef |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 2 |
工程质量
基础的工程与文档实践是否到位？
90
工程实践
84良好
评分方式
| 24/24 | CI 工作流 — 8 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — ruff.toml |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 否 |
文档
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://openstef.github.io/openstef |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 7 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | forecasting, energy, python, data-science, machine-learning, time-series, energy-forecasting |
| has_wiki | 是 |
| homepage | https://openstef.github.io/openstef |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
72
安全态势
72良好
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 5.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6.8/7.5 | Code-Review — Found 24/25 approved changesets -- score normalized to 9 |
| 2.5/2.5 | Contributors — project has 15 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 4.5/5 | SAST — SAST tool detected but not run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 6/7.5 | Signed-Releases — 3 out of the last 3 releases have a total of 3 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 24 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 7.2 |
已排除计分（无数据或不适用）：packaging。 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。
40
AI 代理上下文与指引
1危急
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 0/40 | 可读的提交历史 — 无数据 |
所用输入
| has_llms_txt | 否 |
| legible_history_share | — |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
已排除计分（无数据或不适用）：可读的提交历史。 其余权重已重新归一化。
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — ruff.toml |
| 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 |
| 5/8 | 自动化维护 — 已配置依赖自动化，但在抽样提交中未观察到 |
| 10/10 | OpenSSF Scorecard：Pinned-Dependencies — all dependencies are pinned |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
已排除计分（无数据或不适用）：已体现的代理实践。 其余权重已重新归一化。
面向模型的代码可读性
55中等
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 419 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 40,325 |
| source_files_sampled | 419 |
| oversized_source_files | 0 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
155GitHub 星标
47贡献者
250最近 12 个月提交数
2距最近推送天数
100发布版本数
3巴士系数（bus factor）
35开放议题
PyPI软件包生态系统数
数据采集警告
- Could not fetch pypi package 'openstef-docs' from its registry
- Could not fetch pypi package 'openstef-examples' from its registry
更多细节
OpenSSF Scorecard 7.2 / 10
7.2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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 7 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 9 | Code-Review | Found 24/25 approved changesets -- score normalized to 9 |
| 10 | Contributors | project has 15 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 25 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 9 | SAST | SAST tool detected but not run on all commits |
| 10 | Security-Policy | security policy file detected |
| 8 | Signed-Releases | 3 out of the last 3 releases have a total of 3 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 24 existing vulnerabilities detected |
直接依赖 29
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | huggingface-hub | >=1.2.2 | docs/pyproject.toml |
| PyPI | ipython | >=9.4 | docs/pyproject.toml |
| PyPI | jupyter-cache | >=1 | docs/pyproject.toml |
| PyPI | jupytext | >=1.16 | docs/pyproject.toml |
| PyPI | kaleido | >=0.2.1,<0.3,!=0.2.1.post1 | docs/pyproject.toml |
| PyPI | matplotlib | >=3.10.5 | docs/pyproject.toml |
| PyPI | myst-nb | >=1.2 | docs/pyproject.toml |
| PyPI | openstef | — | docs/pyproject.toml |
| PyPI | openstef-beam | — | docs/pyproject.toml |
| PyPI | openstef-core | — | docs/pyproject.toml |
| PyPI | openstef-foundation-models | — | docs/pyproject.toml |
| PyPI | openstef-models | — | docs/pyproject.toml |
| PyPI | optuna | >=4.7 | docs/pyproject.toml |
| PyPI | pydata-sphinx-theme | >=0.16.1 | docs/pyproject.toml |
| PyPI | sphinx | >=8.2.3 | docs/pyproject.toml |
| PyPI | sphinx-autobuild | >=2024.10.3 | docs/pyproject.toml |
| PyPI | sphinx-autodoc-typehints | >=3.2 | docs/pyproject.toml |
| PyPI | sphinx-copybutton | >=0.5.2 | docs/pyproject.toml |
| PyPI | sphinx-design | >=0.6.1 | docs/pyproject.toml |
| PyPI | sphinx-gallery | >=0.19 | docs/pyproject.toml |
| PyPI | sphinx-prompt | >=1.10 | docs/pyproject.toml |
| PyPI | sphinx-pyproject | >=0.3 | docs/pyproject.toml |
| PyPI | sphinxcontrib-mermaid | >=0.9.2 | docs/pyproject.toml |
| PyPI | openstef | — | examples/pyproject.toml |
| PyPI | openstef-beam | — | examples/pyproject.toml |
| PyPI | openstef-core | — | examples/pyproject.toml |
| PyPI | openstef-models | — | examples/pyproject.toml |
| PyPI | openstef-core | — | pyproject.toml |
| PyPI | openstef-models | — | pyproject.toml |
全部依赖 458
来自 GitHub 依赖图的完整解析依赖集合：45 个直接依赖与 413 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 |
|---|---|---|---|
| PyPI | huggingface-hub | — | 直接 |
| PyPI | huggingface-hub | 1.20.1 | 直接 |
| PyPI | ipython | — | 直接 |
| PyPI | ipython | 9.14.1 | 直接 |
| PyPI | jupyter-cache | — | 直接 |
| PyPI | jupyter-cache | 1.0.1 | 直接 |
| PyPI | jupytext | — | 直接 |
| PyPI | jupytext | 1.19.4 | 直接 |
| PyPI | kaleido | — | 直接 |
| PyPI | kaleido | 0.2.1 | 直接 |
| PyPI | matplotlib | — | 直接 |
| PyPI | matplotlib | 3.11.0 | 直接 |
| PyPI | myst-nb | — | 直接 |
| PyPI | myst-nb | 1.4.0 | 直接 |
| PyPI | openstef | — | 直接 |
| PyPI | openstef | 0.0.0 | 直接 |
| PyPI | openstef-beam | — | 直接 |
| PyPI | openstef-beam | 0.0.0 | 直接 |
| PyPI | openstef-core | — | 直接 |
| PyPI | openstef-core | 0.0.0 | 直接 |
| PyPI | openstef-foundation-models | 0.0.0 | 直接 |
| PyPI | openstef-models | — | 直接 |
| PyPI | openstef-models | 0.0.0 | 直接 |
| PyPI | optuna | — | 直接 |
| PyPI | optuna | 4.9.0 | 直接 |
| PyPI | pydata-sphinx-theme | — | 直接 |
| PyPI | pydata-sphinx-theme | 0.19.0 | 直接 |
| PyPI | sphinx | — | 直接 |
| PyPI | sphinx | 9.1.0 | 直接 |
| PyPI | sphinx-autobuild | — | 直接 |
| PyPI | sphinx-autobuild | 2025.8.25 | 直接 |
| PyPI | sphinx-autodoc-typehints | — | 直接 |
| PyPI | sphinx-autodoc-typehints | 3.11.0 | 直接 |
| PyPI | sphinx-copybutton | — | 直接 |
| PyPI | sphinx-copybutton | 0.5.2 | 直接 |
| PyPI | sphinx-design | — | 直接 |
| PyPI | sphinx-design | 0.7.0 | 直接 |
| PyPI | sphinx-gallery | — | 直接 |
| PyPI | sphinx-gallery | 0.21.0 | 直接 |
| PyPI | sphinx-prompt | — | 直接 |
| PyPI | sphinx-prompt | 1.10.2 | 直接 |
| PyPI | sphinx-pyproject | — | 直接 |
| PyPI | sphinx-pyproject | 0.3.0 | 直接 |
| PyPI | sphinxcontrib-mermaid | — | 直接 |
| PyPI | sphinxcontrib-mermaid | 2.0.2 | 直接 |
| PyPI | a2wsgi | 1.10.10 | 间接 |
| PyPI | accessible-pygments | 0.0.5 | 间接 |
| PyPI | aiobotocore | 3.7.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.6.2 | 间接 |
| PyPI | aiohttp | 3.14.1 | 间接 |
| PyPI | aioitertools | 0.13.0 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | aiosmtplib | 5.1.1 | 间接 |
| PyPI | aiosqlite | 0.21.0 | 间接 |
| PyPI | alabaster | 1.0.0 | 间接 |
| PyPI | alembic | 1.18.4 | 间接 |
| PyPI | amqp | 5.3.1 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | antlr4-python3-runtime | 4.13.2 | 间接 |
| PyPI | anyio | 4.13.0 | 间接 |
| PyPI | apache-airflow | — | 间接 |
| PyPI | apache-airflow | 3.2.2 | 间接 |
| PyPI | apache-airflow-core | 3.2.2 | 间接 |
| PyPI | apache-airflow-providers-common-compat | 1.15.0 | 间接 |
| PyPI | apache-airflow-providers-common-io | 1.7.2 | 间接 |
| PyPI | apache-airflow-providers-common-sql | 2.0.0 | 间接 |
| PyPI | apache-airflow-providers-smtp | 3.0.1 | 间接 |
| PyPI | apache-airflow-providers-standard | 1.15.0 | 间接 |
| PyPI | apache-airflow-task-sdk | 1.2.2 | 间接 |
| PyPI | appnope | 0.1.4 | 间接 |
| PyPI | argcomplete | 3.6.3 | 间接 |
| PyPI | argon2-cffi | 25.1.0 | 间接 |
| PyPI | argon2-cffi-bindings | 25.1.0 | 间接 |
| PyPI | arrow | 1.4.0 | 间接 |
| PyPI | asgiref | 3.11.1 | 间接 |
| PyPI | asttokens | 3.0.1 | 间接 |
| PyPI | async-lru | 2.3.0 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | aws-sam-translator | 1.110.0 | 间接 |
| PyPI | aws-xray-sdk | 2.15.0 | 间接 |
| PyPI | babel | 2.18.0 | 间接 |
| PyPI | backoff | 2.2.1 | 间接 |
| PyPI | beautifulsoup4 | 4.14.3 | 间接 |
| PyPI | billiard | 4.2.4 | 间接 |
| PyPI | bleach | 6.4.0 | 间接 |
| PyPI | blinker | 1.9.0 | 间接 |
| PyPI | boolean-py | 5.0 | 间接 |
| PyPI | boto3 | 1.43.0 | 间接 |
| PyPI | botocore | 1.43.0 | 间接 |
| PyPI | cachetools | 7.1.4 | 间接 |
| PyPI | cadwyn | 7.1.0 | 间接 |
| PyPI | cattrs | 24.1.3 | 间接 |
| PyPI | celery | — | 间接 |
| PyPI | celery | 5.6.3 | 间接 |
| PyPI | certifi | 2026.5.20 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | cfn-lint | 1.51.2 | 间接 |
| PyPI | charset-normalizer | 3.4.7 | 间接 |
| PyPI | click | 8.4.1 | 间接 |
| PyPI | click-didyoumean | 0.3.1 | 间接 |
| PyPI | click-plugins | 1.1.1.2 | 间接 |
| PyPI | click-repl | 0.3.0 | 间接 |
| PyPI | cloudpickle | 3.1.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coloredlogs | 14.0 | 间接 |
| PyPI | colorlog | 6.10.1 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | configurator | 3.2.0 | 间接 |
| PyPI | contourpy | 1.3.3 | 间接 |
| PyPI | coverage | 7.14.1 | 间接 |
| PyPI | cron-descriptor | 2.0.8 | 间接 |
| PyPI | croniter | 6.2.2 | 间接 |
| PyPI | cryptography | 48.0.1 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | dagster | — | 间接 |
| PyPI | dagster | 1.13.10 | 间接 |
| PyPI | dagster-graphql | 1.13.10 | 间接 |
| PyPI | dagster-pipes | 1.13.10 | 间接 |
| PyPI | dagster-shared | 1.13.10 | 间接 |
| PyPI | dagster-webserver | — | 间接 |
| PyPI | dagster-webserver | 1.13.10 | 间接 |
| PyPI | databricks-sdk | 0.112.0 | 间接 |
| PyPI | debugpy | 1.8.20 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | depgather | 0.5.0 | 间接 |
| PyPI | deprecated | 1.3.1 | 间接 |
| PyPI | dill | 0.4.1 | 间接 |
| PyPI | dnspython | 2.8.0 | 间接 |
| PyPI | docker | 7.1.0 | 间接 |
| PyPI | docstring-parser | 0.18.0 | 间接 |
| PyPI | docutils | 0.22.4 | 间接 |
| PyPI | dom-toml | 2.3.0 | 间接 |
| PyPI | domdf-python-tools | 3.10.0 | 间接 |
| PyPI | email-validator | 2.3.0 | 间接 |
| PyPI | execnet | 2.1.2 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastapi | 0.138.0 | 间接 |
| PyPI | fastapi-cli | 0.0.27 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | filelock | 3.29.0 | 间接 |
| PyPI | flask | 3.1.3 | 间接 |
| PyPI | flask-cors | 6.0.2 | 间接 |
| PyPI | flatbuffers | 25.12.19 | 间接 |
| PyPI | fonttools | 4.63.0 | 间接 |
| PyPI | fqdn | 1.5.1 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fsspec | 2026.6.0 | 间接 |
| PyPI | gitdb | 4.0.12 | 间接 |
| PyPI | gitpython | 3.1.50 | 间接 |
| PyPI | google-auth | 2.53.0 | 间接 |
| PyPI | googleapis-common-protos | 1.75.0 | 间接 |
| PyPI | gql | 4.0.0 | 间接 |
| PyPI | graphene | 3.4.3 | 间接 |
| PyPI | graphql-core | 3.2.8 | 间接 |
| PyPI | graphql-relay | 3.2.0 | 间接 |
| PyPI | greenback | 1.3.0 | 间接 |
| PyPI | greenlet | 3.5.1 | 间接 |
| PyPI | grpcio | 1.81.0 | 间接 |
| PyPI | grpcio-health-checking | 1.81.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | h5py | 3.16.0 | 间接 |
| PyPI | hatchling | — | 间接 |
| PyPI | hf-xet | 1.5.1 | 间接 |
| PyPI | holidays | — | 间接 |
| PyPI | holidays | 0.99 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httptools | 0.8.0 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | humanfriendly | 10.0 | 间接 |
| PyPI | id | 1.6.1 | 间接 |
| PyPI | idna | 3.17 | 间接 |
| PyPI | imagesize | 2.0.0 | 间接 |
| PyPI | importlib-metadata | 9.0.0 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 7.3.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | ipywidgets | 8.1.8 | 间接 |
| PyPI | isoduration | 20.11.0 | 间接 |
| PyPI | itsdangerous | 2.2.0 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jmespath | 1.1.0 | 间接 |
| PyPI | joblib | — | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | joserfc | 1.6.8 | 间接 |
| PyPI | json5 | 0.14.0 | 间接 |
| PyPI | jsonpatch | 1.33 | 间接 |
| PyPI | jsonpath-ng | 1.8.0 | 间接 |
| PyPI | jsonpointer | 3.1.1 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-path | 0.5.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter | — | 间接 |
| PyPI | jupyter | 1.1.1 | 间接 |
| PyPI | jupyter-builder | 1.0.2 | 间接 |
| PyPI | jupyter-client | 8.9.1 | 间接 |
| PyPI | jupyter-console | 6.6.3 | 间接 |
| PyPI | jupyter-core | 5.9.1 | 间接 |
| PyPI | jupyter-events | 0.12.1 | 间接 |
| PyPI | jupyter-lsp | 2.3.1 | 间接 |
| PyPI | jupyter-server | 2.20.0 | 间接 |
| PyPI | jupyter-server-terminals | 0.5.4 | 间接 |
| PyPI | jupyterlab | 4.6.0 | 间接 |
| PyPI | jupyterlab-pygments | 0.3.0 | 间接 |
| PyPI | jupyterlab-server | 2.28.0 | 间接 |
| PyPI | jupyterlab-widgets | 3.0.16 | 间接 |
| PyPI | kiwisolver | 1.5.0 | 间接 |
| PyPI | kombu | 5.6.2 | 间接 |
| PyPI | lark | 1.3.1 | 间接 |
| PyPI | lazy-object-proxy | 1.12.0 | 间接 |
| PyPI | libcst | 1.8.6 | 间接 |
| PyPI | license-expression | 30.4.4 | 间接 |
| PyPI | licensecheck | 2026.0.8 | 间接 |
| PyPI | lightgbm | — | 间接 |
| PyPI | lightgbm | 4.6.0 | 间接 |
| PyPI | linkify-it-py | 2.1.0 | 间接 |
| PyPI | lockfile | 0.12.2 | 间接 |
| PyPI | loguru | 0.7.3 | 间接 |
| PyPI | mako | 1.3.12 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | matplotlib-inline | 0.2.2 | 间接 |
| PyPI | mdit-py-plugins | 0.6.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | methodtools | 0.4.7 | 间接 |
| PyPI | microsoft-python-type-stubs | 0 | 间接 |
| PyPI | mistune | 3.2.1 | 间接 |
| PyPI | mlflow-skinny | — | 间接 |
| PyPI | mlflow-skinny | 3.14.0 | 间接 |
| PyPI | more-itertools | 11.1.0 | 间接 |
| PyPI | moto | 5.2.1 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | msgspec | 0.21.1 | 间接 |
| PyPI | multidict | 6.7.1 | 间接 |
| PyPI | myst-parser | 5.1.0 | 间接 |
| PyPI | narwhals | 2.21.2 | 间接 |
| PyPI | natsort | 8.4.0 | 间接 |
| PyPI | nbclient | 0.10.4 | 间接 |
| PyPI | nbconvert | 7.17.1 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | nest-asyncio2 | 1.7.2 | 间接 |
| PyPI | networkx | 3.6.1 | 间接 |
| PyPI | notebook | 7.6.0 | 间接 |
| PyPI | notebook-shim | 0.2.4 | 间接 |
| PyPI | numpy | — | 间接 |
| PyPI | numpy | 2.4.6 | 间接 |
| PyPI | numpy-typing-compat | 20251206.2.4 | 间接 |
| PyPI | nvidia-cublas-cu12 | — | 间接 |
| PyPI | nvidia-cublas-cu12 | 12.9.2.10 | 间接 |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.9.86 | 间接 |
| PyPI | nvidia-cuda-runtime-cu12 | — | 间接 |
| PyPI | nvidia-cuda-runtime-cu12 | 12.9.79 | 间接 |
| PyPI | nvidia-cudnn-cu12 | — | 间接 |
| PyPI | nvidia-cudnn-cu12 | 9.23.2.1 | 间接 |
| PyPI | nvidia-cufft-cu12 | — | 间接 |
| PyPI | nvidia-cufft-cu12 | 11.4.1.4 | 间接 |
| PyPI | nvidia-curand-cu12 | — | 间接 |
| PyPI | nvidia-curand-cu12 | 10.3.10.19 | 间接 |
| PyPI | nvidia-nccl-cu12 | 2.30.4 | 间接 |
| PyPI | nvidia-nvjitlink-cu12 | 12.9.86 | 间接 |
| PyPI | onnxruntime | — | 间接 |
| PyPI | onnxruntime | 1.27.0 | 间接 |
| PyPI | onnxruntime-gpu | — | 间接 |
| PyPI | onnxruntime-gpu | 1.27.0 | 间接 |
| PyPI | openapi-schema-validator | 0.9.0 | 间接 |
| PyPI | openapi-spec-validator | 0.9.0 | 间接 |
| PyPI | openstef-deployment-examples | 0.0.0 | 间接 |
| PyPI | openstef-docs | 0.0.0 | 间接 |
| PyPI | openstef-examples | 0.0.0 | 间接 |
| PyPI | openstef-meta | — | 间接 |
| PyPI | openstef-meta | 0.0.0 | 间接 |
| PyPI | opentelemetry-api | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.42.1 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.42.1 | 间接 |
| PyPI | opentelemetry-proto | 1.42.1 | 间接 |
| PyPI | opentelemetry-sdk | 1.42.1 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.63b1 | 间接 |
| PyPI | optype | 0.17.1 | 间接 |
| PyPI | outcome | 1.3.0.post0 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | pandas | — | 间接 |
| PyPI | pandas | 2.3.3 | 间接 |
| PyPI | pandas-stubs | 2.3.3.260113 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.7 | 间接 |
| PyPI | pastel | 0.2.1 | 间接 |
| PyPI | pathable | 0.6.0 | 间接 |
| PyPI | pathlib-abc | 0.5.2 | 间接 |
| PyPI | pathspec | 1.1.1 | 间接 |
| PyPI | pendulum | 3.2.0 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pillow | 12.2.0 | 间接 |
| PyPI | platformdirs | 4.10.0 | 间接 |
| PyPI | plotly | — | 间接 |
| PyPI | plotly | 6.8.0 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | poethepoet | 0.46.0 | 间接 |
| PyPI | prometheus-client | 0.25.0 | 间接 |
| PyPI | prompt-toolkit | 3.0.52 | 间接 |
| PyPI | propcache | 0.5.2 | 间接 |
| PyPI | protobuf | 6.33.6 | 间接 |
| PyPI | psutil | 7.2.2 | 间接 |
| PyPI | ptyprocess | 0.7.0 | 间接 |
| PyPI | pure-eval | 0.2.3 | 间接 |
| PyPI | pvlib | — | 间接 |
| PyPI | pvlib | 0.15.2 | 间接 |
| PyPI | py-partiql-parser | 0.6.3 | 间接 |
| PyPI | pyarrow | — | 间接 |
| PyPI | pyarrow | 24.0.0 | 间接 |
| PyPI | pyasn1 | 0.6.3 | 间接 |
| PyPI | pyasn1-modules | 0.4.2 | 间接 |
| PyPI | pycountry | — | 间接 |
| PyPI | pycountry | 26.2.16 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pydantic | — | 间接 |
| PyPI | pydantic | 2.13.4 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pydantic-extra-types | — | 间接 |
| PyPI | pydantic-extra-types | 2.11.1 | 间接 |
| PyPI | pydantic-settings | — | 间接 |
| PyPI | pydantic-settings | 2.14.2 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pygtrie | 2.5.0 | 间接 |
| PyPI | pyjwt | 2.13.0 | 间接 |
| PyPI | pyopenssl | 26.2.0 | 间接 |
| PyPI | pyparsing | 3.3.2 | 间接 |
| PyPI | pypi-attestations | 0.0.29 | 间接 |
| PyPI | pyproject-fmt | 2.25.1 | 间接 |
| PyPI | pyreadline3 | 3.5.6 | 间接 |
| PyPI | pytest | 9.1.1 | 间接 |
| PyPI | pytest-cov | 7.1.0 | 间接 |
| PyPI | pytest-xdist | 3.8.0 | 间接 |
| PyPI | python-daemon | 3.1.2 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-debian | 1.1.0 | 间接 |
| PyPI | python-dotenv | 1.2.2 | 间接 |
| PyPI | python-json-logger | 4.1.0 | 间接 |
| PyPI | python-magic | 0.4.27 | 间接 |
| PyPI | python-multipart | 0.0.32 | 间接 |
| PyPI | python-slugify | 8.0.4 | 间接 |
| PyPI | pytz | 2026.2 | 间接 |
| PyPI | pywin32 | 311 | 间接 |
| PyPI | pywinpty | 3.0.3 | 间接 |
| PyPI | pyyaml | — | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyyaml-ft | 8.0.0 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | redis | 6.4.0 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | regex | 2026.5.9 | 间接 |
| PyPI | requests | 2.34.2 | 间接 |
| PyPI | requests-cache | 1.3.2 | 间接 |
| PyPI | requests-toolbelt | 1.0.0 | 间接 |
| PyPI | requirements-parser | 0.13.0 | 间接 |
| PyPI | responses | 0.26.1 | 间接 |
| PyPI | reuse | 6.2.0 | 间接 |
| PyPI | rfc3161-client | 1.0.6 | 间接 |
| PyPI | rfc3339-validator | 0.1.4 | 间接 |
| PyPI | rfc3986 | 2.0.0 | 间接 |
| PyPI | rfc3986-validator | 0.1.1 | 间接 |
| PyPI | rfc3987-syntax | 1.1.0 | 间接 |
| PyPI | rfc8785 | 0.1.4 | 间接 |
| PyPI | rich | 15.0.0 | 间接 |
| PyPI | rich-argparse | 1.8.0 | 间接 |
| PyPI | rich-toolkit | 0.20.1 | 间接 |
| PyPI | roman-numerals | 4.1.0 | 间接 |
| PyPI | rpds-py | 2026.5.1 | 间接 |
| PyPI | ruff | 0.15.20 | 间接 |
| PyPI | s3fs | — | 间接 |
| PyPI | s3fs | 2026.6.0 | 间接 |
| PyPI | s3transfer | 0.17.1 | 间接 |
| PyPI | scikit-learn | — | 间接 |
| PyPI | scikit-learn | 1.7.2 | 间接 |
| PyPI | scipy | — | 间接 |
| PyPI | scipy | 1.17.1 | 间接 |
| PyPI | scipy-stubs | 1.17.1.5 | 间接 |
| PyPI | scoringrules | — | 间接 |
| PyPI | securesystemslib | 1.4.0 | 间接 |
| PyPI | send2trash | 2.1.0 | 间接 |
| PyPI | setproctitle | 1.3.7 | 间接 |
| PyPI | setuptools | 82.0.1 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | sigstore | 4.3.0 | 间接 |
| PyPI | sigstore-models | 0.0.6 | 间接 |
| PyPI | sigstore-rekor-types | 0.0.18 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | smmap | 5.0.3 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | snowballstemmer | 3.1.0 | 间接 |
| PyPI | soupsieve | 2.8.4 | 间接 |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | 间接 |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | 间接 |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | 间接 |
| PyPI | sqlalchemy | 2.0.51 | 间接 |
| PyPI | sqlparse | 0.5.5 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | starlette | 1.3.1 | 间接 |
| PyPI | structlog | 25.5.0 | 间接 |
| PyPI | svcs | 25.1.0 | 间接 |
| PyPI | sympy | 1.14.0 | 间接 |
| PyPI | tabulate | 0.10.0 | 间接 |
| PyPI | tenacity | 9.1.4 | 间接 |
| PyPI | termcolor | 3.3.0 | 间接 |
| PyPI | terminado | 0.18.1 | 间接 |
| PyPI | text-unidecode | 1.3 | 间接 |
| PyPI | threadpoolctl | 3.6.0 | 间接 |
| PyPI | tinycss2 | 1.4.0 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | tomlkit | 0.15.0 | 间接 |
| PyPI | toposort | 1.10 | 间接 |
| PyPI | tornado | 6.5.7 | 间接 |
| PyPI | tqdm | — | 间接 |
| PyPI | tqdm | 4.68.3 | 间接 |
| PyPI | traitlets | 5.15.0 | 间接 |
| PyPI | tuf | 7.0.0 | 间接 |
| PyPI | ty | 0.0.55 | 间接 |
| PyPI | typer | 0.25.1 | 间接 |
| PyPI | types-pytz | 2026.2.0.20260518 | 间接 |
| PyPI | typing-extensions | 4.15.0 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | tzdata | 2026.2 | 间接 |
| PyPI | tzlocal | 5.3.1 | 间接 |
| PyPI | uc-micro-py | 2.0.0 | 间接 |
| PyPI | universal-pathlib | 0.3.10 | 间接 |
| PyPI | uri-template | 1.3.0 | 间接 |
| PyPI | url-normalize | 3.0.0 | 间接 |
| PyPI | urllib3 | 2.7.0 | 间接 |
| PyPI | uuid6 | 2025.0.1 | 间接 |
| PyPI | uvicorn | 0.48.0 | 间接 |
| PyPI | uvloop | 0.22.1 | 间接 |
| PyPI | vine | 5.1.0 | 间接 |
| PyPI | watchdog | 6.0.0 | 间接 |
| PyPI | watchfiles | 1.2.0 | 间接 |
| PyPI | wcwidth | 0.7.0 | 间接 |
| PyPI | webcolors | 25.10.0 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | websocket-client | 1.9.0 | 间接 |
| PyPI | websockets | 16.0 | 间接 |
| PyPI | werkzeug | 3.1.8 | 间接 |
| PyPI | widgetsnbextension | 4.0.15 | 间接 |
| PyPI | win32-setctime | 1.2.0 | 间接 |
| PyPI | wirerope | 1.0.0 | 间接 |
| PyPI | wrapt | 2.2.1 | 间接 |
| PyPI | xgboost | — | 间接 |
| PyPI | xgboost | 3.3.0 | 间接 |
| PyPI | xgboost-cpu | — | 间接 |
| PyPI | xgboost-cpu | 3.3.0 | 间接 |
| PyPI | xmltodict | 1.0.4 | 间接 |
| PyPI | yarl | 1.24.2 | 间接 |
| PyPI | zipp | 4.1.0 | 间接 |
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"forecasting",
"energy",
"python",
"data-science",
"machine-learning",
"time-series",
"energy-forecasting"
],
"is_fork": false,
"size_kb": 489547,
"has_wiki": true,
"homepage": "https://openstef.github.io/openstef",
"languages": {
"Python": 2049878
},
"pushed_at": "2026-07-17T12:26:43Z",
"created_at": "2021-02-09T08:48:47Z",
"owner_type": "Organization",
"updated_at": "2026-07-17T12:10:45Z",
"description": "Automated Machine Learning pipelines. Builds the Open Short Term Energy Forecasting package.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MPL-2.0",
"default_branch": "main",
"license_spdx_raw": "MPL-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "OpenSTEF",
"company": null,
"location": null,
"followers": 87,
"avatar_url": "https://avatars.githubusercontent.com/u/93986058?v=4",
"created_at": "2021-11-09T12:03:37Z",
"is_verified": null,
"public_repos": 7,
"account_age_days": 1713
},
"license": {
"state": "standard",
"spdx_id": "MPL-2.0",
"raw_spdx": "MPL-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases_count": 100,
"commits_last_year": 250,
"latest_release_at": "2026-07-17T12:17:19Z",
"latest_release_tag": "v4.1.2",
"releases_from_tags": false,
"days_since_last_push": 2,
"active_weeks_last_year": 45,
"days_since_latest_release": 2,
"mean_days_between_releases": 7.9
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 100,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "openstef",
"exists": true,
"license": "MPL-2.0",
"keywords": [
"energy",
"forecasting",
"machinelearning",
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13"
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},
{
"name": "Branch-Protection",
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{
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{
"name": "CII-Best-Practices",
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{
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{
"name": "Contributors",
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},
{
"name": "Dangerous-Workflow",
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{
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},
{
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},
{
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{
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{
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{
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{
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{
"name": "Security-Policy",
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{
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],
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]
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{
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}
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{
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 72,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 7.2
},
"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 is not maximal on development and all release branches",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 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": "Found 24/25 approved changesets -- score normalized to 9",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 15 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": "30 commit(s) and 25 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "all dependencies are pinned",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool detected but not run on all commits",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "3 out of the last 3 releases have a total of 3 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": "24 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"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": 7
},
"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": 40,
"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. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 64,
"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": 0
},
"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": "ruff.toml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ruff.toml"
}
}
],
"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": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "all dependencies are pinned",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 40325,
"source_files_sampled": 419,
"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": "0/419 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 419,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"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": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, 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": [
"Could not fetch pypi package 'openstef-docs' from its registry",
"Could not fetch pypi package 'openstef-examples' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-19T16:00:17.771820Z",
"schema_version": "0.15.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/OpenSTEF/openstef.svg",
"full_name": "OpenSTEF/openstef",
"license_state": "standard",
"license_spdx": "MPL-2.0"
}