A toolkit for evaluating and monitoring AI models in clinical settings
VectorInstitute/cyclops 的健康指数为 100 分中的 83 分,处于「优秀」区间。 其得分最高的类别是Engineering Quality(90/100),最低的是Security(51/100)。 最近一次更新在 4 天前。 近期的大部分工作由 1 位贡献者完成。
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,再依据公开记录的分布进行校准,使各等级具有百分位含义;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 34(存在风险)的上限。
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。
加权总体分 70 经校准后在公布的指数量表上为 83(记录校准 2026-08-02)。
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 |
|---|---|---|---|---|---|
| PyPI | pycyclops | 0.2.12 | 664 | 53 | 634 天前 |
项目是否仍有生命——是否仍在编写代码,是否仍在发布版本?
| 36/36 | 推送新近度 — 最近一次推送于 4 天前 |
| 0.7/36 | 提交节奏 — 52 周中有 1 周有提交 |
| 10.8/18 | 提交量 — 最近一年 15 次提交 |
| 10/10 | OpenSSF Scorecard:Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 15 |
| human_commit_share | 0.26 |
| days_since_last_push | 4 |
| active_weeks_last_year | 1 |
| 27/27 | 有发布版本 — 已发布 16 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 74 天前 |
| 19.8/27 | 发布节奏 — 约每 97.4 天发布一次 |
| 0/10 | OpenSSF Scorecard:Signed-Releases — 无数据 |
| releases_count | 16 |
| latest_release_tag | v0.3.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 74 |
| mean_days_between_releases | 97.4 |
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?
| 32.1/60 | 星标 — 96 个星标 |
| 10/25 | 复刻 — 17 个复刻 |
| 4.7/15 | 关注者 — 8 位关注者 |
| forks | 17 |
| stars | 96 |
| watchers | 8 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 16.9/22.5 | 许可证 — 存在许可证文件,但不是可识别的许可证 |
| 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 |
| has_readme | 是 |
| has_license | 是 |
| readme_badges | 7 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| readme_badge_services | codecov.io, github.com, shields.io |
| has_pull_request_template | 是 |
| 37.6/80 | 月度下载量 — pypi 合计每月 664 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
| packages | pycyclops |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 664 |
| unverified_packages_excluded | — |
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?
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 6.6/22.5 | 提交分布 — 头号贡献者编写了 71% 的提交 |
| 13.5/13.5 | 贡献者广度 — 13 位贡献者 |
| 10/10 | OpenSSF Scorecard:Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| bus_factor | 1 |
| contributors_sampled | 13 |
| top_contributor_share | 0.708 |
| 42/42 | 议题解决 — 100% 的议题已关闭 |
| 27.2/30 | PR 接受 — 已裁定的 PR 中 669/739 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决 |
| 3/15 | OpenSSF Scorecard:Code-Review — Found 1/5 approved changesets -- score normalized to 2 |
| merged_prs | 669 |
| open_issues | 0 |
| closed_issues | 37 |
| prs_merged_7d | 0 |
| prs_decided_7d | 0 |
| prs_merged_30d | 0 |
| prs_decided_30d | 0 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 70 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
| 30/30 | 所有权背书 — 组织持有 |
| 20/20 | 已验证域名 |
| 19.4/25 | 所有者影响力 — VectorInstitute 有 501 位关注者 |
| 25/25 | 既往记录 — 195 个公开仓库,账户约 8 年 |
| followers | 501 |
| owner_type | Organization |
| is_verified | 是 |
| owner_login | VectorInstitute |
| public_repos | 195 |
| account_age_days | 3,035 |
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 14/35 | 发布时效 — 最近一次发布于 634 天前 |
| 20/20 | 版本历史 — 53 个已发布版本 |
| 20/20 | 未被弃用 — 活跃,未被弃用或撤回 |
| packages | pycyclops |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 634 |
基础的工程与文档实践是否到位?
| 24/24 | CI 工作流 — 6 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — pyproject.toml ([tool.ruff]) |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 10/20 | OpenSSF Scorecard:CI-Tests — 15 out of 30 merged PRs checked by a CI test -- score normalized to 5 |
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://vectorinstitute.github.io/cyclops/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 17 个主题标签 |
| 10/10 | Wiki |
| topics | clinical-data, drift-detection, mimic-iv, omop-cdm, clinical-decision-support, healthcare, mimic-iii, physionet, model-monitoring, data-drift, machine-learning, deep-learning, evaluation, eicu-crd, clinical-research, electronic-health-record, electronic-medical-record |
| has_wiki | 是 |
| homepage | https://vectorinstitute.github.io/cyclops/ |
| docs_site | https://vectorinstitute.github.io/cyclops/ |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
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?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 1.2/2.5 | CI-Tests — 15 out of 30 merged PRs checked by a CI test -- score normalized to 5 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 1.5/7.5 | Code-Review — Found 1/5 approved changesets -- score normalized to 2 |
| 2.5/2.5 | Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| 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 |
| 2.2/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 2/5 | SAST — SAST tool is not run on all commits -- score normalized to 4 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 65 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.3 |
| 7.1/35 | 直接依赖不含已知公告 — 3 个受影响:pillow 10.4.0 (critical 9.1), pyarrow 17.0.0 (high 7.0), datasets 2.21.0 (moderate 6.5) |
| 7.4/25 | 间接依赖不含已知公告 — 1 个受影响:fsspec 2024.6.1 (high 8.8) |
| 28.5/40 | 没有长期未处理的公告 — 2 个携带公告的软件包超过 90 天未处理;最早一条发布于 249 天前 |
| source | osv |
| advisories | 40 |
| affected_packages | 4 |
| assessed_packages | 78 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1, high 2, moderate 1 |
| direct_affected_packages | 3 |
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?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。
| 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) |
| 32.8/40 | 可读的提交历史 — 26 次人类提交中有 16 次说明了意图(结构化标题或解释性正文) |
| has_llms_txt | 否 |
| llms_txt_url | — |
| legible_history_share | 0.615 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 18/18 | 一条命令的引导启动 — docs/Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — pyproject.toml ([tool.ruff]) |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 8/10 | 已体现的代理实践 — 最近 100 次提交中有 4 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 61 次为自动依赖更新 |
| 2/10 | OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | docs/Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.04 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.61 |
| 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 250 个源文件中有 0 个超过 60KB |
| primary_language | Python |
| largest_source_bytes | 49,486 |
| source_files_sampled | 250 |
| oversized_source_files | 0 |
| 0/40 | API 模式(OpenAPI/GraphQL/proto) — 不适用于此类软件 |
| 0/20 | MCP 服务器 — 不适用于此类软件 |
| 40/40 | 可运行示例 — examples, notebooks |
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
| interfaces_expected_of | — |
每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。
每个点涵盖 4 天。
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 |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 5 | CI-Tests | 15 out of 30 merged PRs checked by a CI test -- score normalized to 5 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 2 | Code-Review | Found 1/5 approved changesets -- score normalized to 2 |
| 10 | Contributors | project has 3 contributing companies or organizations -- score normalized to 10 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 4 | SAST | SAST tool is not run on all commits -- score normalized to 4 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 65 existing vulnerabilities detected |
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | pandas | >=2.1,<3 | pyproject.toml |
| PyPI | numpy | >=1.24,<2 | pyproject.toml |
| PyPI | scikit-learn | >=1.3,<1.8 | pyproject.toml |
| PyPI | scipy | >=1.11,<2 | pyproject.toml |
| PyPI | matplotlib | >=3.8.3,<4 | pyproject.toml |
| PyPI | datasets | >=2.15,<3 | pyproject.toml |
| PyPI | psutil | >=5.9.4,<6 | pyproject.toml |
| PyPI | pyarrow | >=17.0.0,<24 | pyproject.toml |
| PyPI | pydantic | >=2.7.0,<3 | pyproject.toml |
| PyPI | Jinja2 | >=3.1.3,<4 | pyproject.toml |
| PyPI | spdx-tools | >=0.8.1,<0.9 | pyproject.toml |
| PyPI | pybtex | >=0.24.0,<0.25 | pyproject.toml |
| PyPI | setuptools | >=78.1.1,<81 | pyproject.toml |
| PyPI | kaleido | ==0.2.1 | pyproject.toml |
| PyPI | scour | >=0.38.2,<0.39 | pyproject.toml |
| PyPI | plotly | >=5.7.0,<6 | pyproject.toml |
| PyPI | pillow | >=10.0.0,<13 | pyproject.toml |
| PyPI | array-api-compat | ==1.6 | pyproject.toml |
| PyPI | hydra-core | >=1.2.0,<2 | pyproject.toml |
来自 GitHub 依赖图的完整解析依赖集合:19 个直接依赖与 353 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 | array-api-compat | 1.6 | 直接 |
| PyPI | datasets | 2.21.0 | 直接 |
| PyPI | hydra-core | 1.3.4 | 直接 |
| PyPI | jinja2 | 3.1.6 | 直接 |
| PyPI | kaleido | 0.2.1 | 直接 |
| PyPI | matplotlib | 3.10.9 | 直接 |
| PyPI | numpy | 1.24.4 | 直接 |
| PyPI | pandas | 2.1.4 | 直接 |
| PyPI | pillow | 10.4.0 | 直接 |
| PyPI | plotly | 5.24.1 | 直接 |
| PyPI | psutil | 5.9.8 | 直接 |
| PyPI | pyarrow | 17.0.0 | 直接 |
| PyPI | pybtex | 0.24.0 | 直接 |
| PyPI | pydantic | 2.13.4 | 直接 |
| PyPI | scikit-learn | 1.7.2 | 直接 |
| PyPI | scipy | 1.15.3 | 直接 |
| PyPI | scour | 0.38.2 | 直接 |
| PyPI | setuptools | 80.10.2 | 直接 |
| PyPI | spdx-tools | 0.8.5 | 直接 |
| PyPI | a2wsgi | 1.10.10 | 间接 |
| PyPI | accessible-pygments | 0.0.5 | 间接 |
| PyPI | aiohappyeyeballs | 2.7.1 | 间接 |
| PyPI | aiohttp | 3.14.3 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | aiosqlite | 0.22.1 | 间接 |
| PyPI | alabaster | 0.7.16 | 间接 |
| PyPI | alibi | 0.9.6 | 间接 |
| PyPI | alibi-detect | 0.12.0 | 间接 |
| PyPI | annotated-doc | 0.0.5 | 间接 |
| PyPI | annotated-types | 0.8.0 | 间接 |
| PyPI | antlr4-python3-runtime | 4.9.3 | 间接 |
| PyPI | anyascii | 0.3.3 | 间接 |
| PyPI | anyio | 4.14.2 | 间接 |
| PyPI | appdirs | 1.4.4 | 间接 |
| PyPI | appnope | 0.1.4 | 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 | 3.12.1 | 间接 |
| PyPI | astroid | 4.0.4 | 间接 |
| PyPI | asttokens | 3.0.2 | 间接 |
| PyPI | async-lru | 2.3.0 | 间接 |
| PyPI | attrs | 23.2.0 | 间接 |
| PyPI | autopep8 | 2.3.2 | 间接 |
| PyPI | babel | 2.18.0 | 间接 |
| PyPI | beartype | 0.22.9 | 间接 |
| PyPI | beautifulsoup4 | 4.15.0 | 间接 |
| PyPI | bentoml | 1.4.8 | 间接 |
| PyPI | black | 26.5.1 | 间接 |
| PyPI | blacken-docs | 1.20.0 | 间接 |
| PyPI | bleach | 6.4.0 | 间接 |
| PyPI | blis | 0.7.11 | 间接 |
| PyPI | boolean-py | 5.0 | 间接 |
| PyPI | bottleneck | 1.6.0 | 间接 |
| PyPI | brotli | 1.2.0 | 间接 |
| PyPI | cachecontrol | 0.14.4 | 间接 |
| PyPI | catalogue | 2.0.10 | 间接 |
| PyPI | cattrs | 23.1.2 | 间接 |
| PyPI | certifi | 2026.7.22 | 间接 |
| PyPI | cffi | 2.1.1 | 间接 |
| PyPI | cfgv | 3.5.0 | 间接 |
| PyPI | charset-normalizer | 3.4.9 | 间接 |
| PyPI | click | 8.4.2 | 间接 |
| PyPI | click-option-group | 0.5.9 | 间接 |
| PyPI | cloudpathlib | 0.24.0 | 间接 |
| PyPI | cloudpickle | 3.1.2 | 间接 |
| PyPI | codecov | 2.1.13 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | confection | 0.1.5 | 间接 |
| PyPI | contourpy | 1.3.2 | 间接 |
| PyPI | coverage | 7.15.3 | 间接 |
| PyPI | cuda-bindings | 13.3.1 | 间接 |
| PyPI | cuda-core | 1.0.1 | 间接 |
| PyPI | cuda-pathfinder | 1.6.0 | 间接 |
| PyPI | cuda-python | 13.3.1 | 间接 |
| PyPI | cuda-toolkit | 13.0.3.0 | 间接 |
| PyPI | cupy | 13.6.0 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | cyclonedx-python-lib | 11.11.0 | 间接 |
| PyPI | cycquery | 0.1.8 | 间接 |
| PyPI | cymem | 2.0.13 | 间接 |
| PyPI | debugpy | 1.8.21 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | dill | 0.3.8 | 间接 |
| PyPI | distlib | 0.4.3 | 间接 |
| PyPI | docutils | 0.20.1 | 间接 |
| PyPI | execnet | 2.1.2 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastapi | 0.125.0 | 间接 |
| PyPI | fastjsonschema | 2.22.1 | 间接 |
| PyPI | fastrlock | 0.8.3 | 间接 |
| PyPI | filelock | 3.32.2 | 间接 |
| PyPI | flake8 | 7.3.0 | 间接 |
| PyPI | fonttools | 4.63.0 | 间接 |
| PyPI | fqdn | 1.5.1 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fs | 2.4.16 | 间接 |
| PyPI | fsspec | 2024.6.1 | 间接 |
| PyPI | furo | 2025.12.19 | 间接 |
| PyPI | gevent | 26.7.0 | 间接 |
| PyPI | geventhttpclient | 2.3.9 | 间接 |
| PyPI | greenlet | 3.3.2 | 间接 |
| PyPI | grpcio | 1.67.1 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | hf-xet | 1.6.0 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | httpx-ws | 0.9.0 | 间接 |
| PyPI | huggingface-hub | 0.36.2 | 间接 |
| PyPI | identify | 2.6.19 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | imageio | 2.37.4 | 间接 |
| PyPI | imagesize | 2.0.0 | 间接 |
| PyPI | imbalanced-learn | 0.12.4 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 6.31.0 | 间接 |
| PyPI | ipympl | 0.10.0 | 间接 |
| PyPI | ipython | 8.39.0 | 间接 |
| PyPI | ipython-genutils | 0.2.0 | 间接 |
| PyPI | ipywidgets | 8.1.8 | 间接 |
| PyPI | isoduration | 20.11.0 | 间接 |
| PyPI | isort | 8.0.1 | 间接 |
| PyPI | itk | 5.4.6 | 间接 |
| PyPI | itk-core | 5.4.6 | 间接 |
| PyPI | itk-filtering | 5.4.6 | 间接 |
| PyPI | itk-io | 5.4.6 | 间接 |
| PyPI | itk-numerics | 5.4.6 | 间接 |
| PyPI | itk-registration | 5.4.6 | 间接 |
| PyPI | itk-segmentation | 5.4.6 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | json5 | 0.15.0 | 间接 |
| PyPI | jsonpointer | 3.1.1 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter | 1.1.1 | 间接 |
| PyPI | jupyter-builder | 1.2.1 | 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 | 4.6.2 | 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 | jupytext | 1.19.5 | 间接 |
| PyPI | kaggle | 1.8.4 | 间接 |
| PyPI | kagglesdk | 0.1.36 | 间接 |
| PyPI | kantoku | 0.18.3 | 间接 |
| PyPI | kiwisolver | 1.5.0 | 间接 |
| PyPI | langcodes | 3.5.1 | 间接 |
| PyPI | lark | 1.3.1 | 间接 |
| PyPI | latexcodec | 3.0.1 | 间接 |
| PyPI | lazy-loader | 0.5 | 间接 |
| PyPI | librt | 0.13.0 | 间接 |
| PyPI | license-expression | 30.4.4 | 间接 |
| PyPI | lightning-utilities | 0.15.3 | 间接 |
| PyPI | llvmlite | 0.40.1 | 间接 |
| PyPI | markdown-it-py | 3.0.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | matplotlib-inline | 0.2.2 | 间接 |
| PyPI | mccabe | 0.7.0 | 间接 |
| PyPI | mdit-py-plugins | 0.6.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mistune | 3.3.4 | 间接 |
| PyPI | ml-dtypes | 0.5.4 | 间接 |
| PyPI | monai | 1.6.0 | 间接 |
| PyPI | mpi4py | 4.2.0.dev0 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | msgpack | 1.2.1 | 间接 |
| PyPI | multidict | 6.7.1 | 间接 |
| PyPI | multiprocess | 0.70.16 | 间接 |
| PyPI | murmurhash | 1.0.15 | 间接 |
| PyPI | mypy | 1.20.2 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | myst-parser | 2.0.0 | 间接 |
| PyPI | nbclassic | 1.3.3 | 间接 |
| PyPI | nbclient | 0.11.0 | 间接 |
| PyPI | nbconvert | 7.17.1 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | nbqa | 1.9.1 | 间接 |
| PyPI | nbsphinx | 0.9.8 | 间接 |
| PyPI | nbstripout | 0.6.2 | 间接 |
| PyPI | nest-asyncio | 1.6.0 | 间接 |
| PyPI | networkx | 3.6.1 | 间接 |
| PyPI | nodeenv | 1.10.0 | 间接 |
| PyPI | notebook | 6.5.4 | 间接 |
| PyPI | notebook-shim | 0.2.4 | 间接 |
| PyPI | numba | 0.57.1 | 间接 |
| PyPI | numexpr | 2.14.1 | 间接 |
| PyPI | numpydoc | 1.10.0 | 间接 |
| PyPI | nvidia-cublas | 13.1.1.3 | 间接 |
| PyPI | nvidia-cuda-cupti | 13.0.85 | 间接 |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | 间接 |
| PyPI | nvidia-cuda-runtime | 13.0.96 | 间接 |
| PyPI | nvidia-cudnn-cu13 | 9.20.0.48 | 间接 |
| PyPI | nvidia-cufft | 12.0.0.61 | 间接 |
| PyPI | nvidia-cufile | 1.15.1.6 | 间接 |
| PyPI | nvidia-curand | 10.4.0.35 | 间接 |
| PyPI | nvidia-cusolver | 12.0.4.66 | 间接 |
| PyPI | nvidia-cusparse | 12.6.3.3 | 间接 |
| PyPI | nvidia-cusparselt-cu13 | 0.8.1 | 间接 |
| PyPI | nvidia-ml-py | 13.610.43 | 间接 |
| PyPI | nvidia-nccl-cu13 | 2.29.7 | 间接 |
| PyPI | nvidia-nvjitlink | 13.3.33 | 间接 |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | 间接 |
| PyPI | nvidia-nvtx | 13.0.85 | 间接 |
| PyPI | omegaconf | 2.3.1 | 间接 |
| PyPI | onnx | 1.22.0 | 间接 |
| PyPI | opencv-python | 4.11.0.86 | 间接 |
| PyPI | opentelemetry-api | 1.44.0 | 间接 |
| PyPI | opentelemetry-instrumentation | 0.65b0 | 间接 |
| PyPI | opentelemetry-instrumentation-aiohttp-client | 0.65b0 | 间接 |
| PyPI | opentelemetry-instrumentation-asgi | 0.65b0 | 间接 |
| PyPI | opentelemetry-sdk | 1.44.0 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.65b0 | 间接 |
| PyPI | opentelemetry-util-http | 0.65b0 | 间接 |
| PyPI | overrides | 7.7.0 | 间接 |
| PyPI | packageurl-python | 0.17.6 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.7 | 间接 |
| PyPI | pathspec | 1.1.1 | 间接 |
| PyPI | pbr | 7.0.3 | 间接 |
| PyPI | perf-analyzer | 2.60.0 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pip | 26.2 | 间接 |
| PyPI | pip-api | 0.0.34 | 间接 |
| PyPI | pip-audit | 2.10.1 | 间接 |
| PyPI | pip-requirements-parser | 32.0.1 | 间接 |
| PyPI | platformdirs | 4.11.0 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | ply | 3.11 | 间接 |
| PyPI | pre-commit | 4.6.1 | 间接 |
| PyPI | preshed | 3.0.13 | 间接 |
| PyPI | prometheus-client | 0.26.0 | 间接 |
| PyPI | prompt-toolkit | 3.0.53 | 间接 |
| PyPI | propcache | 0.5.2 | 间接 |
| PyPI | protobuf | 6.33.6 | 间接 |
| PyPI | psycopg2 | 2.9.12 | 间接 |
| PyPI | ptyprocess | 0.7.0 | 间接 |
| PyPI | pure-eval | 0.2.3 | 间接 |
| PyPI | py-serializable | 2.1.0 | 间接 |
| PyPI | pycodestyle | 2.14.0 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pycyclops | 0.3.0 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pyflakes | 3.4.0 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pylint | 4.0.6 | 间接 |
| PyPI | pyparsing | 3.3.2 | 间接 |
| PyPI | pyperf | 2.10.0 | 间接 |
| PyPI | pytest | 9.1.1 | 间接 |
| PyPI | pytest-cov | 7.1.0 | 间接 |
| PyPI | pytest-mpi | 0.6 | 间接 |
| PyPI | pytest-xdist | 3.8.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-discovery | 1.5.1 | 间接 |
| PyPI | python-dotenv | 1.2.2 | 间接 |
| PyPI | python-json-logger | 4.1.0 | 间接 |
| PyPI | python-multipart | 0.0.32 | 间接 |
| PyPI | python-rapidjson | 1.23 | 间接 |
| PyPI | python-slugify | 8.0.4 | 间接 |
| PyPI | pytokens | 0.4.1 | 间接 |
| PyPI | pytz | 2026.3.post1 | 间接 |
| PyPI | pyupgrade | 3.21.2 | 间接 |
| PyPI | pywinpty | 3.0.5 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | questionary | 2.1.1 | 间接 |
| PyPI | rdflib | 7.6.0 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | regex | 2026.7.19 | 间接 |
| PyPI | requests | 2.34.2 | 间接 |
| PyPI | rfc3339-validator | 0.1.4 | 间接 |
| PyPI | rfc3986-validator | 0.1.1 | 间接 |
| PyPI | rfc3987-syntax | 1.1.0 | 间接 |
| PyPI | rich | 15.0.0 | 间接 |
| PyPI | rpds-py | 2026.6.3 | 间接 |
| PyPI | ruff | 0.16.1 | 间接 |
| PyPI | safetensors | 0.8.0 | 间接 |
| PyPI | schema | 0.7.8 | 间接 |
| PyPI | scikit-image | 0.22.0 | 间接 |
| PyPI | seaborn | 0.11.2 | 间接 |
| PyPI | semantic-version | 2.10.0 | 间接 |
| PyPI | send2trash | 2.1.0 | 间接 |
| PyPI | shap | 0.43.0 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | simple-di | 0.1.5 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | skl2onnx | 1.20.0 | 间接 |
| PyPI | slicer | 0.0.7 | 间接 |
| PyPI | smart-open | 7.7.1 | 间接 |
| PyPI | snowballstemmer | 3.1.1 | 间接 |
| PyPI | sortedcontainers | 2.4.0 | 间接 |
| PyPI | soupsieve | 2.9.1 | 间接 |
| PyPI | spacy | 3.7.5 | 间接 |
| PyPI | spacy-legacy | 3.0.12 | 间接 |
| PyPI | spacy-loggers | 1.0.5 | 间接 |
| PyPI | spacy-lookups-data | 1.0.5 | 间接 |
| PyPI | sphinx | 7.4.7 | 间接 |
| PyPI | sphinx-autoapi | 2.1.1 | 间接 |
| PyPI | sphinx-autodoc-typehints | 1.25.3 | 间接 |
| PyPI | sphinx-basic-ng | 1.0.0b2 | 间接 |
| PyPI | sphinx-copybutton | 0.5.2 | 间接 |
| PyPI | sphinx-design | 0.7.0 | 间接 |
| PyPI | sphinxcontrib-apidoc | 0.4.0 | 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 | 1.4.54 | 间接 |
| PyPI | srsly | 2.5.3 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | starlette | 0.50.0 | 间接 |
| PyPI | sympy | 1.14.0 | 间接 |
| PyPI | tenacity | 9.1.4 | 间接 |
| PyPI | terminado | 0.18.1 | 间接 |
| PyPI | text-unidecode | 1.3 | 间接 |
| PyPI | thinc | 8.2.5 | 间接 |
| PyPI | threadpoolctl | 3.6.0 | 间接 |
| PyPI | tifffile | 2026.3.3 | 间接 |
| PyPI | tinycss2 | 1.5.1 | 间接 |
| PyPI | tokenize-rt | 6.2.0 | 间接 |
| PyPI | tokenizers | 0.22.2 | 间接 |
| PyPI | toml | 0.10.2 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | tomli-w | 1.2.0 | 间接 |
| PyPI | tomlkit | 0.15.1 | 间接 |
| PyPI | torch | 2.13.0 | 间接 |
| PyPI | torchmetrics | 1.2.1 | 间接 |
| PyPI | torchvision | 0.28.0 | 间接 |
| PyPI | torchxrayvision | 1.5.2 | 间接 |
| PyPI | tornado | 6.5.7 | 间接 |
| PyPI | tqdm | 4.70.0 | 间接 |
| PyPI | traitlets | 5.16.1 | 间接 |
| PyPI | transformers | 4.57.6 | 间接 |
| PyPI | triton | 3.7.1 | 间接 |
| PyPI | tritonclient | 2.71.0 | 间接 |
| PyPI | typer | 0.27.1 | 间接 |
| PyPI | typer-slim | 0.24.0 | 间接 |
| PyPI | typing-extensions | 4.16.0 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | tzdata | 2026.3 | 间接 |
| PyPI | uri-template | 1.3.0 | 间接 |
| PyPI | uritools | 6.1.3 | 间接 |
| PyPI | urllib3 | 2.7.0 | 间接 |
| PyPI | uvicorn | 0.52.1 | 间接 |
| PyPI | virtualenv | 21.7.1 | 间接 |
| PyPI | wasabi | 1.1.3 | 间接 |
| PyPI | watchfiles | 1.2.0 | 间接 |
| PyPI | wcwidth | 0.8.2 | 间接 |
| PyPI | weasel | 0.4.3 | 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 | widgetsnbextension | 4.0.15 | 间接 |
| PyPI | wrapt | 2.3.0 | 间接 |
| PyPI | wsproto | 1.3.2 | 间接 |
| PyPI | xgboost | 1.7.6 | 间接 |
| PyPI | xmltodict | 1.0.4 | 间接 |
| PyPI | xxhash | 3.8.1 | 间接 |
| PyPI | yarl | 1.24.5 | 间接 |
| PyPI | zope-event | 6.2 | 间接 |
| PyPI | zope-interface | 8.5 | 间接 |
安装 pypi:pycyclops@0.2.12 会引入 78 个包(直接与传递):其中 4 个存在已知公告,3 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| pillow | 10.4.0 | 直接 | 严重 | 34 | 12.3.0 |
| pyarrow | 17.0.0 | 直接 | 高 | 2 | 23.0.1 |
| fsspec | 2024.6.1 | 间接 | 高 | 2 | 2026.6.0 |
| datasets | 2.21.0 | 直接 | 中 | 2 | 5.0.1 |
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。
发现这份报告有不准确之处,或有想法要分享?错误的测量、未识别的工具、建议、疑问——都欢迎提出。每条消息都会被阅读并得到回复。