公开记录中等
软件健康报告模式 0.11.0 · 指标 1.13.0 · 2026-07-15 13:16 UTC
the-omics-os / lobster
The self-evolving agentic framework for bioinformatics
the-omics-os/lobster 的健康指数为 100 分中的 60 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（81/100），最低的是Security（34/100）。 最近一次更新在 5 天前。 近期的大部分工作由 1 位贡献者完成。
60
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。
60
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 | lobster-ai | 1.1.419 | - | 58 | 12 天前 | bioinformaticsrna-seqsingle-cellaimachine-learningdata-analysisgenomics |
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？
80
开发活跃度
73良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 5 天前 |
| 9/36 | 提交节奏 — 52 周中有 13 周有提交 |
| 18/18 | 提交量 — 最近一年 814 次提交 |
| 10/10 | OpenSSF 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_year | 814 |
| human_commit_share | — |
| days_since_last_push | 5 |
| active_weeks_last_year | 13 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 56 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 12 天前 |
| 27/27 | 发布节奏 — 约每 7.6 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 56 |
| latest_release_tag | v1.1.419 |
| releases_from_tags | 否 |
| days_since_latest_release | 12 |
| mean_days_between_releases | 7.6 |
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？
48
流行度与采用
34存在风险
评分方式
| 26.2/60 | 星标 — 42 个星标 |
| 7.5/25 | 复刻 — 9 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 9 |
| stars | 42 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
64中等
评分方式
| 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 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
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？
52
维护者韧性（巴士系数）
15危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0/22.5 | 提交分布 — 头号贡献者编写了 100% 的提交 |
| 2.7/13.5 | 贡献者广度 — 2 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.998 |
议题与 PR 响应能力
63中等
评分方式
| 40.1/46.8 | 议题解决 — 86% 的议题已关闭 |
| 22.9/38.3 | PR 接受 — 已裁定的 PR 中 6/10 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 6 |
| open_issues | 1 |
| closed_issues | 6 |
| issue_closed_ratio | 0.857 |
| closed_unmerged_prs | 4 |
所有权与托管责任
48存在风险
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 8.5/25 | 所有者影响力 — the-omics-os 有 14 位关注者 |
| 9.1/25 | 既往记录 — 9 个公开仓库，账户约 0 年 |
所用输入
| followers | 14 |
| owner_type | Organization |
| is_verified | — |
| owner_login | the-omics-os |
| public_repos | 9 |
| account_age_days | 336 |
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 12 天前 |
| 20/20 | 版本历史 — 58 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 | lobster-ai |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 12 |
工程质量
基础的工程与文档实践是否到位？
81
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 6 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 2 out of 2 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 | 否 |
| 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://www.lobsterbio.com/ |
| 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 | agents, bioinformatics, langgraph, transcriptomics, lobster, omics, proteomics |
| has_wiki | 是 |
| homepage | https://www.lobsterbio.com/ |
| 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？
34
安全态势
34存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 2 out of 2 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 |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 149 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 3.4 |
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。
49
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
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — packages/lobster-genomics/lobster/agents/genomics/py.typed, packages/lobster-metabolomics/lobster/agents/metabolomics/py.typed, packages/lobster-metadata/lobster/agents/metadata_assistant/py.typed, packages/lobster-ml/lobster/agents/machine_learning/py.typed, packages/lobster-proteomics/lobster/agents/proteomics/py.typed, packages/lobster-research/lobster/agents/data_expert/py.typed, packages/lobster-research/lobster/agents/research/py.typed, packages/lobster-structural-viz/lobster/agents/py.typed, packages/lobster-transcriptomics/lobster/agents/transcriptomics/py.typed, packages/lobster-visualization/lobster/agents/py.typed |
| 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 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | go.sum, uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | packages/lobster-genomics/lobster/agents/genomics/py.typed, packages/lobster-metabolomics/lobster/agents/metabolomics/py.typed, packages/lobster-metadata/lobster/agents/metadata_assistant/py.typed, packages/lobster-ml/lobster/agents/machine_learning/py.typed, packages/lobster-proteomics/lobster/agents/proteomics/py.typed, packages/lobster-research/lobster/agents/data_expert/py.typed, packages/lobster-research/lobster/agents/research/py.typed, packages/lobster-structural-viz/lobster/agents/py.typed, packages/lobster-transcriptomics/lobster/agents/transcriptomics/py.typed, packages/lobster-visualization/lobster/agents/py.typed |
| 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。
面向模型的代码可读性
80良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（packages/lobster-genomics/lobster/agents/genomics/py.typed, packages/lobster-metabolomics/lobster/agents/metabolomics/py.typed, packages/lobster-metadata/lobster/agents/metadata_assistant/py.typed, packages/lobster-ml/lobster/agents/machine_learning/py.typed, packages/lobster-proteomics/lobster/agents/proteomics/py.typed, packages/lobster-research/lobster/agents/data_expert/py.typed, packages/lobster-research/lobster/agents/research/py.typed, packages/lobster-structural-viz/lobster/agents/py.typed, packages/lobster-transcriptomics/lobster/agents/transcriptomics/py.typed, packages/lobster-visualization/lobster/agents/py.typed） |
| 52.8/55 | 可控的文件大小 — 采样的 1,061 个源文件中有 43 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 171,948 |
| source_files_sampled | 1,061 |
| oversized_source_files | 43 |
关键数据
42GitHub 星标
2贡献者
814最近 12 个月提交数
5距最近推送天数
56发布版本数
1巴士系数（bus factor）
1开放议题
Go, PyPI软件包生态系统数
数据采集警告
- Could not fetch go package 'github.com/the-omics-os/lobster-tui' from its registry
更多细节
OpenSSF Scorecard 3.4 / 10
3.4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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 2 out of 2 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 |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 149 existing vulnerabilities detected |
直接依赖 42
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| Go | charm.land/bubbles/v2 | v2.0.0 | lobster-tui/go.mod |
| Go | charm.land/bubbletea/v2 | v2.0.1 | lobster-tui/go.mod |
| Go | charm.land/lipgloss/v2 | v2.0.0 | lobster-tui/go.mod |
| Go | github.com/alecthomas/chroma/v2 | v2.14.0 | lobster-tui/go.mod |
| Go | github.com/charmbracelet/glamour | v0.10.0 | lobster-tui/go.mod |
| Go | golang.org/x/term | v0.40.0 | lobster-tui/go.mod |
| PyPI | pandas | >=1.5.0 | pyproject.toml |
| PyPI | numpy | >=2.2,<2.5 | pyproject.toml |
| PyPI | scipy | >=1.10.0 | pyproject.toml |
| PyPI | scikit-learn | >=1.3.0 | pyproject.toml |
| PyPI | anndata | >=0.9.0 | pyproject.toml |
| PyPI | mudata | >=0.2.0 | pyproject.toml |
| PyPI | h5py | >=3.9.0 | pyproject.toml |
| PyPI | langchain-core | >=0.3.79 | pyproject.toml |
| PyPI | langgraph | >=1.0.5 | pyproject.toml |
| PyPI | rich | >=12.0.0 | pyproject.toml |
| PyPI | typer | >=0.7.0 | pyproject.toml |
| PyPI | python-dotenv | >=1.0.0 | pyproject.toml |
| PyPI | prompt-toolkit | >=3.0.52 | pyproject.toml |
| PyPI | plotly | >=5.0.0 | pyproject.toml |
| PyPI | matplotlib | >=3.7.0 | pyproject.toml |
| PyPI | kaleido | >=0.2.0 | pyproject.toml |
| PyPI | biopython | >=1.81 | pyproject.toml |
| PyPI | statsmodels | >=0.14.0 | pyproject.toml |
| PyPI | gseapy | >=1.1.0 | pyproject.toml |
| PyPI | GEOparse | — | pyproject.toml |
| PyPI | openpyxl | >=3.1.0 | pyproject.toml |
| PyPI | pyreadr | >=0.4.0 | pyproject.toml |
| PyPI | xmltodict | >=0.13.0 | pyproject.toml |
| PyPI | lxml | >=4.9.0 | pyproject.toml |
| PyPI | requests | >=2.31.0 | pyproject.toml |
| PyPI | httpx | >=0.27.0 | pyproject.toml |
| PyPI | cloudscraper | >=1.2.71 | pyproject.toml |
| PyPI | pysradb | >=2.5.1 | pyproject.toml |
| PyPI | nbformat | >=5.9.0 | pyproject.toml |
| PyPI | papermill | >=2.4.0 | pyproject.toml |
| PyPI | jinja2 | >=3.1 | pyproject.toml |
| PyPI | packaging | >=25.0 | pyproject.toml |
| PyPI | tabulate | >=0.9.0 | pyproject.toml |
| PyPI | tomli_w | >=1.0 | pyproject.toml |
| PyPI | psutil | >=7.0.0 | pyproject.toml |
| PyPI | lobster-ai-tui | ~=1.1.0 | pyproject.toml |
全部依赖 530
来自 GitHub 依赖图的完整解析依赖集合：53 个直接依赖与 477 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 |
|---|---|---|---|
| Go | charm.land/bubbles/v2 | v2.0.0 | 直接 |
| Go | charm.land/bubbletea/v2 | v2.0.1 | 直接 |
| Go | charm.land/lipgloss/v2 | v2.0.0 | 直接 |
| Go | github.com/alecthomas/chroma/v2 | v2.14.0 | 直接 |
| Go | github.com/charmbracelet/glamour | v0.10.0 | 直接 |
| Go | golang.org/x/term | v0.40.0 | 直接 |
| PyPI | anndata | — | 直接 |
| PyPI | anndata | 0.12.6 | 直接 |
| PyPI | biopython | — | 直接 |
| PyPI | biopython | 1.86 | 直接 |
| PyPI | cloudscraper | 1.2.71 | 直接 |
| PyPI | geoparse | 2.0.4 | 直接 |
| PyPI | gseapy | 1.1.11 | 直接 |
| PyPI | h5py | — | 直接 |
| PyPI | h5py | 3.15.1 | 直接 |
| PyPI | httpx | — | 直接 |
| PyPI | httpx | 0.28.1 | 直接 |
| PyPI | jinja2 | 3.1.6 | 直接 |
| PyPI | kaleido | 1.2.0 | 直接 |
| PyPI | langchain-core | 1.2.13 | 直接 |
| PyPI | langgraph | 1.0.8 | 直接 |
| PyPI | lobster-ai-tui | 1.1.420 | 直接 |
| PyPI | lxml | 6.0.2 | 直接 |
| PyPI | matplotlib | 3.10.7 | 直接 |
| PyPI | mudata | 0.3.2 | 直接 |
| PyPI | nbformat | 5.10.4 | 直接 |
| PyPI | numpy | — | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | openpyxl | 3.1.5 | 直接 |
| PyPI | packaging | 25.0 | 直接 |
| PyPI | pandas | — | 直接 |
| PyPI | pandas | 2.3.3 | 直接 |
| PyPI | papermill | 2.6.0 | 直接 |
| PyPI | plotly | — | 直接 |
| PyPI | plotly | 6.5.0 | 直接 |
| PyPI | prompt-toolkit | 3.0.52 | 直接 |
| PyPI | psutil | 7.1.3 | 直接 |
| PyPI | pyreadr | 0.5.3 | 直接 |
| PyPI | pysradb | 2.5.1 | 直接 |
| PyPI | python-dotenv | 1.2.1 | 直接 |
| PyPI | requests | — | 直接 |
| PyPI | requests | 2.32.5 | 直接 |
| PyPI | rich | 14.2.0 | 直接 |
| PyPI | scikit-learn | — | 直接 |
| PyPI | scikit-learn | 1.7.2 | 直接 |
| PyPI | scipy | — | 直接 |
| PyPI | scipy | 1.16.3 | 直接 |
| PyPI | statsmodels | — | 直接 |
| PyPI | statsmodels | 0.14.5 | 直接 |
| PyPI | tabulate | 0.9.0 | 直接 |
| PyPI | tomli-w | 1.2.0 | 直接 |
| PyPI | typer | 0.19.2 | 直接 |
| PyPI | xmltodict | 1.0.2 | 直接 |
| Go | github.com/atotto/clipboard | v0.1.4 | 间接 |
| Go | github.com/aymanbagabas/go-osc52/v2 | v2.0.1 | 间接 |
| Go | github.com/aymerick/douceur | v0.2.0 | 间接 |
| Go | github.com/charmbracelet/colorprofile | v0.4.2 | 间接 |
| Go | github.com/charmbracelet/lipgloss | v1.1.1-0.20250404203927-76690c660834 | 间接 |
| Go | github.com/charmbracelet/ultraviolet | v0.0.0-20260205113103-524a6607adb8 | 间接 |
| Go | github.com/charmbracelet/x/ansi | v0.11.6 | 间接 |
| Go | github.com/charmbracelet/x/cellbuf | v0.0.15 | 间接 |
| Go | github.com/charmbracelet/x/exp/slice | v0.0.0-20250327172914-2fdc97757edf | 间接 |
| Go | github.com/charmbracelet/x/term | v0.2.2 | 间接 |
| Go | github.com/charmbracelet/x/termios | v0.1.1 | 间接 |
| Go | github.com/charmbracelet/x/windows | v0.2.2 | 间接 |
| Go | github.com/clipperhouse/displaywidth | v0.11.0 | 间接 |
| Go | github.com/clipperhouse/uax29/v2 | v2.7.0 | 间接 |
| Go | github.com/dlclark/regexp2 | v1.11.0 | 间接 |
| Go | github.com/gorilla/css | v1.0.1 | 间接 |
| Go | github.com/lucasb-eyer/go-colorful | v1.3.0 | 间接 |
| Go | github.com/mattn/go-isatty | v0.0.20 | 间接 |
| Go | github.com/mattn/go-runewidth | v0.0.20 | 间接 |
| Go | github.com/microcosm-cc/bluemonday | v1.0.27 | 间接 |
| Go | github.com/muesli/cancelreader | v0.2.2 | 间接 |
| Go | github.com/muesli/reflow | v0.3.0 | 间接 |
| Go | github.com/muesli/termenv | v0.16.0 | 间接 |
| Go | github.com/rivo/uniseg | v0.4.7 | 间接 |
| Go | github.com/xo/terminfo | v0.0.0-20220910002029-abceb7e1c41e | 间接 |
| Go | github.com/yuin/goldmark | v1.7.8 | 间接 |
| Go | github.com/yuin/goldmark-emoji | v1.0.5 | 间接 |
| Go | golang.org/x/net | v0.33.0 | 间接 |
| Go | golang.org/x/sync | v0.19.0 | 间接 |
| Go | golang.org/x/sys | v0.41.0 | 间接 |
| Go | golang.org/x/text | v0.24.0 | 间接 |
| PyPI | accelerate | 1.11.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.6.1 | 间接 |
| PyPI | aiohttp | 3.13.2 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | annoy | 1.17.3 | 间接 |
| PyPI | ansicolors | 1.1.8 | 间接 |
| PyPI | anthropic | 0.79.0 | 间接 |
| PyPI | antlr4-python3-runtime | 4.9.3 | 间接 |
| PyPI | anyio | 4.11.0 | 间接 |
| PyPI | array-api-compat | 1.12.0 | 间接 |
| PyPI | astroid | 4.0.2 | 间接 |
| PyPI | attrs | 25.4.0 | 间接 |
| PyPI | autograd | 1.8.0 | 间接 |
| PyPI | autograd-gamma | 0.5.0 | 间接 |
| PyPI | azure-ai-agents | 1.2.0b6 | 间接 |
| PyPI | azure-ai-inference | 1.0.0b9 | 间接 |
| PyPI | azure-ai-projects | 1.1.0b4 | 间接 |
| PyPI | azure-common | 1.1.28 | 间接 |
| PyPI | azure-core | 1.38.1 | 间接 |
| PyPI | azure-core-tracing-opentelemetry | 1.0.0b12 | 间接 |
| PyPI | azure-cosmos | 4.14.6 | 间接 |
| PyPI | azure-identity | 1.25.2 | 间接 |
| PyPI | azure-search-documents | 11.6.0 | 间接 |
| PyPI | azure-storage-blob | 12.28.0 | 间接 |
| PyPI | babel | 2.17.0 | 间接 |
| PyPI | backoff | 2.2.1 | 间接 |
| PyPI | backrefs | 6.1 | 间接 |
| PyPI | bandit | 1.9.1 | 间接 |
| PyPI | bcrypt | 5.0.0 | 间接 |
| PyPI | beautifulsoup4 | 4.14.2 | 间接 |
| PyPI | bed-reader | 1.0.6 | 间接 |
| PyPI | black | 25.11.0 | 间接 |
| PyPI | blosc2 | 3.11.1 | 间接 |
| PyPI | boto3 | 1.42.49 | 间接 |
| PyPI | botocore | 1.42.49 | 间接 |
| PyPI | build | 1.3.0 | 间接 |
| PyPI | bump2version | 1.0.1 | 间接 |
| PyPI | bumpversion | 0.6.0 | 间接 |
| PyPI | certifi | 2025.11.12 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | cfgv | 3.4.0 | 间接 |
| PyPI | charset-normalizer | 3.4.4 | 间接 |
| PyPI | choreographer | 1.2.1 | 间接 |
| PyPI | chromadb | — | 间接 |
| PyPI | chromadb | 1.5.2 | 间接 |
| PyPI | click | 8.3.1 | 间接 |
| PyPI | cloudpickle | 3.1.2 | 间接 |
| PyPI | cohere | — | 间接 |
| PyPI | cohere | 6.1.0 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coloredlogs | 15.0.1 | 间接 |
| PyPI | colorlog | 6.10.1 | 间接 |
| PyPI | contourpy | 1.3.3 | 间接 |
| PyPI | coverage | 7.12.0 | 间接 |
| PyPI | crc32c | 2.8 | 间接 |
| PyPI | cryptography | 46.0.3 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | cython | 3.2.1 | 间接 |
| PyPI | cyvcf2 | — | 间接 |
| PyPI | cyvcf2 | 0.31.4 | 间接 |
| PyPI | dask | 2026.1.2 | 间接 |
| PyPI | dask-glm | 0.4.0 | 间接 |
| PyPI | dask-ml | 2025.1.0 | 间接 |
| PyPI | dill | 0.4.0 | 间接 |
| PyPI | distlib | 0.4.0 | 间接 |
| PyPI | distributed | 2026.1.2 | 间接 |
| PyPI | distro | 1.9.0 | 间接 |
| PyPI | docling | 2.62.0 | 间接 |
| PyPI | docling-core | 2.51.1 | 间接 |
| PyPI | docling-ibm-models | 3.10.2 | 间接 |
| PyPI | docling-parse | 4.7.1 | 间接 |
| PyPI | docstring-parser | 0.17.0 | 间接 |
| PyPI | docutils | 0.22.3 | 间接 |
| PyPI | donfig | 0.8.1.post1 | 间接 |
| PyPI | durationpy | 0.10 | 间接 |
| PyPI | entrypoints | 0.4 | 间接 |
| PyPI | et-xmlfile | 2.0.0 | 间接 |
| PyPI | execnet | 2.1.2 | 间接 |
| PyPI | factory-boy | 3.3.3 | 间接 |
| PyPI | faker | 38.0.0 | 间接 |
| PyPI | fakeredis | 2.32.1 | 间接 |
| PyPI | fastapi | 0.121.2 | 间接 |
| PyPI | fastavro | 1.12.2 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | filelock | 3.20.0 | 间接 |
| PyPI | filetype | 1.2.0 | 间接 |
| PyPI | flake8 | 7.3.0 | 间接 |
| PyPI | flatbuffers | 25.12.19 | 间接 |
| PyPI | fonttools | 4.60.1 | 间接 |
| PyPI | formulaic | 1.2.1 | 间接 |
| PyPI | formulaic-contrasts | 1.0.0 | 间接 |
| PyPI | freezegun | 1.5.5 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fsspec | 2025.10.0 | 间接 |
| PyPI | ftputil | 5.1.0 | 间接 |
| PyPI | genebe | — | 间接 |
| PyPI | genebe | 0.2.1 | 间接 |
| PyPI | ghp-import | 2.1.0 | 间接 |
| PyPI | google-auth | 2.48.0 | 间接 |
| PyPI | google-genai | 1.63.0 | 间接 |
| PyPI | googleapis-common-protos | 1.72.0 | 间接 |
| PyPI | grimp | 3.14 | 间接 |
| PyPI | grpcio | 1.76.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | harmonypy | — | 间接 |
| PyPI | harmonypy | 0.2.0 | 间接 |
| PyPI | hf-xet | 1.2.0 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpretty | 1.1.4 | 间接 |
| PyPI | httptools | 0.7.1 | 间接 |
| PyPI | huggingface-hub | 0.36.0 | 间接 |
| PyPI | humanfriendly | 10.0 | 间接 |
| PyPI | hyperopt | — | 间接 |
| PyPI | id | 1.5.0 | 间接 |
| PyPI | identify | 2.6.15 | 间接 |
| PyPI | idna | 3.11 | 间接 |
| PyPI | igraph | — | 间接 |
| PyPI | igraph | 1.0.0 | 间接 |
| PyPI | imageio | 2.37.2 | 间接 |
| PyPI | imbalanced-learn | — | 间接 |
| PyPI | import-linter | 2.10 | 间接 |
| PyPI | importlib-metadata | 8.7.0 | 间接 |
| PyPI | importlib-resources | 6.5.2 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | interface-meta | 1.3.0 | 间接 |
| PyPI | interpret | — | 间接 |
| PyPI | isodate | 0.7.2 | 间接 |
| PyPI | isort | 7.0.0 | 间接 |
| PyPI | jaraco-classes | 3.4.0 | 间接 |
| PyPI | jaraco-context | 6.0.1 | 间接 |
| PyPI | jaraco-functools | 4.3.0 | 间接 |
| PyPI | jeepney | 0.9.0 | 间接 |
| PyPI | jiter | 0.12.0 | 间接 |
| PyPI | jmespath | 1.0.1 | 间接 |
| PyPI | joblib | 1.5.2 | 间接 |
| PyPI | jsonlines | 4.0.0 | 间接 |
| PyPI | jsonpatch | 1.33 | 间接 |
| PyPI | jsonpointer | 3.0.0 | 间接 |
| PyPI | jsonref | 1.1.0 | 间接 |
| PyPI | jsonschema | 4.25.1 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter-client | 8.8.0 | 间接 |
| PyPI | jupyter-core | 5.9.1 | 间接 |
| PyPI | keyring | 25.7.0 | 间接 |
| PyPI | kiwisolver | 1.4.9 | 间接 |
| PyPI | kubernetes | 35.0.0 | 间接 |
| PyPI | langchain | 1.2.10 | 间接 |
| PyPI | langchain-anthropic | 1.3.3 | 间接 |
| PyPI | langchain-aws | 1.2.5 | 间接 |
| PyPI | langchain-azure-ai | 1.0.3 | 间接 |
| PyPI | langchain-google-genai | 4.2.0 | 间接 |
| PyPI | langchain-ollama | 0.3.10 | 间接 |
| PyPI | langchain-openai | 1.1.9 | 间接 |
| PyPI | langfuse | 3.10.0 | 间接 |
| PyPI | langgraph-checkpoint | 2.1.2 | 间接 |
| PyPI | langgraph-prebuilt | 1.0.7 | 间接 |
| PyPI | langgraph-sdk | 0.3.6 | 间接 |
| PyPI | langsmith | 0.3.45 | 间接 |
| PyPI | langsmith | 0.4.43 | 间接 |
| PyPI | latex2mathml | 3.78.1 | 间接 |
| PyPI | lazy-loader | 0.4 | 间接 |
| PyPI | legacy-api-wrap | 1.5 | 间接 |
| PyPI | leidenalg | — | 间接 |
| PyPI | leidenalg | 0.11.0 | 间接 |
| PyPI | lifelines | — | 间接 |
| PyPI | lifelines | 0.30.1 | 间接 |
| PyPI | linkify-it-py | 2.0.3 | 间接 |
| PyPI | llvmlite | 0.44.0 | 间接 |
| PyPI | lobster-ai | — | 间接 |
| PyPI | lobster-drug-discovery | — | 间接 |
| PyPI | lobster-drug-discovery | 1.1.420 | 间接 |
| PyPI | lobster-genomics | 1.1.420 | 间接 |
| PyPI | lobster-metabolomics | 1.1.420 | 间接 |
| PyPI | lobster-ml | — | 间接 |
| PyPI | lobster-proteomics | 1.1.420 | 间接 |
| PyPI | lobster-research | 1.1.420 | 间接 |
| PyPI | lobster-transcriptomics | 1.1.420 | 间接 |
| PyPI | lobster-vector | — | 间接 |
| PyPI | lobster-vector | 1.1.420 | 间接 |
| PyPI | lobster-visualization | 1.1.420 | 间接 |
| PyPI | locket | 1.0.0 | 间接 |
| PyPI | logistro | 2.0.1 | 间接 |
| PyPI | markdown | 3.10 | 间接 |
| PyPI | markdown-it-py | 4.0.0 | 间接 |
| PyPI | marko | 2.2.1 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | mccabe | 0.7.0 | 间接 |
| PyPI | mdit-py-plugins | 0.5.0 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | meeko | — | 间接 |
| PyPI | meeko | 0.7.1 | 间接 |
| PyPI | memory-profiler | 0.61.0 | 间接 |
| PyPI | mergedeep | 1.3.4 | 间接 |
| PyPI | mkdocs | 1.6.1 | 间接 |
| PyPI | mkdocs-get-deps | 0.2.0 | 间接 |
| PyPI | mkdocs-material | 9.7.0 | 间接 |
| PyPI | mkdocs-material-extensions | 1.3.1 | 间接 |
| PyPI | mmh3 | 5.2.0 | 间接 |
| PyPI | mofapy2 | — | 间接 |
| PyPI | more-itertools | 10.8.0 | 间接 |
| PyPI | moto | 5.1.17 | 间接 |
| PyPI | mpire | 2.10.2 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | msal | 1.34.0 | 间接 |
| PyPI | msal-extensions | 1.3.1 | 间接 |
| PyPI | msgpack | 1.1.2 | 间接 |
| PyPI | multidict | 6.7.0 | 间接 |
| PyPI | multipledispatch | 1.0.0 | 间接 |
| PyPI | multiprocess | 0.70.18 | 间接 |
| PyPI | mypy | 1.18.2 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | narwhals | 2.12.0 | 间接 |
| PyPI | natsort | 8.4.0 | 间接 |
| PyPI | nbclient | 0.10.2 | 间接 |
| PyPI | ndindex | 1.10.0 | 间接 |
| PyPI | networkx | — | 间接 |
| PyPI | networkx | 3.5 | 间接 |
| PyPI | nh3 | 0.3.2 | 间接 |
| PyPI | nodeenv | 1.9.1 | 间接 |
| PyPI | numba | 0.61.2 | 间接 |
| PyPI | numcodecs | 0.16.3 | 间接 |
| PyPI | numexpr | 2.14.1 | 间接 |
| PyPI | nvidia-cublas-cu12 | 12.8.4.1 | 间接 |
| PyPI | nvidia-cuda-cupti-cu12 | 12.8.90 | 间接 |
| PyPI | nvidia-cuda-nvrtc-cu12 | 12.8.93 | 间接 |
| PyPI | nvidia-cuda-runtime-cu12 | 12.8.90 | 间接 |
| PyPI | nvidia-cudnn-cu12 | 9.10.2.21 | 间接 |
| PyPI | nvidia-cufft-cu12 | 11.3.3.83 | 间接 |
| PyPI | nvidia-cufile-cu12 | 1.13.1.3 | 间接 |
| PyPI | nvidia-curand-cu12 | 10.3.9.90 | 间接 |
| PyPI | nvidia-cusolver-cu12 | 11.7.3.90 | 间接 |
| PyPI | nvidia-cusparse-cu12 | 12.5.8.93 | 间接 |
| PyPI | nvidia-cusparselt-cu12 | 0.7.1 | 间接 |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | 间接 |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | 间接 |
| PyPI | nvidia-nvshmem-cu12 | 3.3.20 | 间接 |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | 间接 |
| PyPI | oauthlib | 3.3.1 | 间接 |
| PyPI | obonet | — | 间接 |
| PyPI | obonet | 1.1.1 | 间接 |
| PyPI | ocrmac | 1.0.0 | 间接 |
| PyPI | ollama | 0.6.1 | 间接 |
| PyPI | omegaconf | 2.3.0 | 间接 |
| PyPI | onnxruntime | 1.24.2 | 间接 |
| PyPI | openai | — | 间接 |
| PyPI | openai | 2.8.1 | 间接 |
| PyPI | opencv-python | 4.11.0.86 | 间接 |
| PyPI | opentelemetry-api | 1.38.0 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.38.0 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.38.0 | 间接 |
| PyPI | opentelemetry-exporter-otlp-proto-http | 1.38.0 | 间接 |
| PyPI | opentelemetry-proto | 1.38.0 | 间接 |
| PyPI | opentelemetry-sdk | 1.38.0 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.59b0 | 间接 |
| PyPI | orjson | 3.11.4 | 间接 |
| PyPI | ormsgpack | 1.12.0 | 间接 |
| PyPI | overrides | 7.7.0 | 间接 |
| PyPI | paginate | 0.5.7 | 间接 |
| PyPI | partd | 1.4.2 | 间接 |
| PyPI | pathspec | 0.12.1 | 间接 |
| PyPI | patsy | 1.0.2 | 间接 |
| PyPI | peptides | — | 间接 |
| PyPI | peptides | 0.5.0 | 间接 |
| PyPI | pillow | 11.3.0 | 间接 |
| PyPI | pip | 26.0.1 | 间接 |
| PyPI | pipdeptree | 2.30.0 | 间接 |
| PyPI | platformdirs | 4.5.0 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | polars | 1.35.2 | 间接 |
| PyPI | polars-runtime-32 | 1.35.2 | 间接 |
| PyPI | polyfactory | 3.0.0 | 间接 |
| PyPI | posthog | 5.4.0 | 间接 |
| PyPI | pre-commit | 4.4.0 | 间接 |
| PyPI | propcache | 0.4.1 | 间接 |
| PyPI | protobuf | 6.33.1 | 间接 |
| PyPI | py-cpuinfo | 9.0.0 | 间接 |
| PyPI | pyarrow | 22.0.0 | 间接 |
| PyPI | pyasn1 | 0.6.2 | 间接 |
| PyPI | pyasn1-modules | 0.4.2 | 间接 |
| PyPI | pybase64 | 1.4.3 | 间接 |
| PyPI | pyclipper | 1.3.0.post6 | 间接 |
| PyPI | pycodestyle | 2.14.0 | 间接 |
| PyPI | pycparser | 2.23 | 间接 |
| PyPI | pydantic | — | 间接 |
| PyPI | pydantic | 2.12.4 | 间接 |
| PyPI | pydantic-core | 2.41.5 | 间接 |
| PyPI | pydantic-settings | 2.12.0 | 间接 |
| PyPI | pydeseq2 | — | 间接 |
| PyPI | pydeseq2 | 0.5.2 | 间接 |
| PyPI | pyflakes | 3.4.0 | 间接 |
| PyPI | pygments | 2.19.2 | 间接 |
| PyPI | pyjwt | 2.11.0 | 间接 |
| PyPI | pylatexenc | 2.10 | 间接 |
| PyPI | pylint | 4.0.3 | 间接 |
| PyPI | pymdown-extensions | 10.17.1 | 间接 |
| PyPI | pymmh3 | 0.0.5 | 间接 |
| PyPI | pynndescent | 0.5.13 | 间接 |
| PyPI | pyobjc-core | 12.1 | 间接 |
| PyPI | pyobjc-framework-cocoa | 12.1 | 间接 |
| PyPI | pyobjc-framework-coreml | 12.1 | 间接 |
| PyPI | pyobjc-framework-quartz | 12.1 | 间接 |
| PyPI | pyobjc-framework-vision | 12.1 | 间接 |
| PyPI | pyparsing | 3.2.5 | 间接 |
| PyPI | pypdfium2 | 4.30.0 | 间接 |
| PyPI | pypika | 0.51.1 | 间接 |
| PyPI | pyproject-hooks | 1.2.0 | 间接 |
| PyPI | pyreadline3 | 3.5.4 | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest | 9.0.1 | 间接 |
| PyPI | pytest-asyncio | 1.3.0 | 间接 |
| PyPI | pytest-benchmark | 5.2.3 | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | pytest-cov | 7.0.0 | 间接 |
| PyPI | pytest-html | 4.1.1 | 间接 |
| PyPI | pytest-json-report | 1.5.0 | 间接 |
| PyPI | pytest-metadata | 3.1.1 | 间接 |
| PyPI | pytest-mock | — | 间接 |
| PyPI | pytest-mock | 3.15.1 | 间接 |
| PyPI | pytest-timeout | 2.4.0 | 间接 |
| PyPI | pytest-xdist | 3.8.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-docx | 1.2.0 | 间接 |
| PyPI | python-multipart | 0.0.20 | 间接 |
| PyPI | python-pptx | 1.0.2 | 间接 |
| PyPI | pytokens | 0.3.0 | 间接 |
| PyPI | pytz | 2025.2 | 间接 |
| PyPI | pywin32 | 311 | 间接 |
| PyPI | pywin32-ctypes | 0.2.3 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyyaml-env-tag | 1.1 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | rapidfuzz | — | 间接 |
| PyPI | rapidocr | 3.4.2 | 间接 |
| PyPI | rdkit | — | 间接 |
| PyPI | rdkit | 2025.9.6 | 间接 |
| PyPI | readme-renderer | 44.0 | 间接 |
| PyPI | redis | 7.0.1 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | regex | 2025.11.3 | 间接 |
| PyPI | requests-oauthlib | 2.0.0 | 间接 |
| PyPI | requests-toolbelt | 1.0.0 | 间接 |
| PyPI | responses | 0.25.8 | 间接 |
| PyPI | rfc3986 | 2.0.0 | 间接 |
| PyPI | rispy | 0.10.0 | 间接 |
| PyPI | rpds-py | 0.29.0 | 间接 |
| PyPI | rsa | 4.9.1 | 间接 |
| PyPI | rtree | 1.4.1 | 间接 |
| PyPI | ruff | 0.14.5 | 间接 |
| PyPI | s3transfer | 0.16.0 | 间接 |
| PyPI | safetensors | 0.6.2 | 间接 |
| PyPI | scanpy | — | 间接 |
| PyPI | scanpy | 1.11.5 | 间接 |
| PyPI | scikit-image | 0.25.2 | 间接 |
| PyPI | scikit-misc | — | 间接 |
| PyPI | scikit-misc | 0.5.2 | 间接 |
| PyPI | scikit-survival | — | 间接 |
| PyPI | scrublet | — | 间接 |
| PyPI | scrublet | 0.2.3 | 间接 |
| PyPI | scvi-tools | — | 间接 |
| PyPI | seaborn | 0.13.2 | 间接 |
| PyPI | secretstorage | 3.4.1 | 间接 |
| PyPI | semchunk | 2.2.2 | 间接 |
| PyPI | sentence-transformers | — | 间接 |
| PyPI | sentence-transformers | 5.4.1 | 间接 |
| PyPI | session-info | 1.0.1 | 间接 |
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| PyPI | xarray | 2025.11.0 | 间接 |
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| PyPI | zstandard | 0.25.0 | 间接 |
原始 JSON 报告 机器可读
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