GeoAI: Artificial Intelligence for Geospatial Data
opengeos/geoai 的健康指数为 100 分中的 93 分,处于「卓越」区间。 其得分最高的类别是Engineering Quality(96/100),最低的是Security(54/100)。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
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 79 经校准后在公布的指数量表上为 93(记录校准 2026-08-02)。
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 0 天前 |
| 30.5/36 | 提交节奏 — 52 周中有 44 周有提交 |
| 18/18 | 提交量 — 最近一年 380 次提交 |
| 10/10 | OpenSSF Scorecard:Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 380 |
| human_commit_share | 0.86 |
| days_since_last_push | 0 |
| active_weeks_last_year | 44 |
| 27/27 | 有发布版本 — 已发布 94 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 13.4 天发布一次 |
| 0/10 | OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases. |
| releases_count | 94 |
| latest_release_tag | v0.43.1 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 13.4 |
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?
| 57.3/60 | 星标 — 3,387 个星标 |
| 22.3/25 | 复刻 — 480 个复刻 |
| 9/15 | 关注者 — 43 位关注者 |
| forks | 480 |
| stars | 3,387 |
| watchers | 43 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证(MIT) |
| 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 |
| has_readme | 是 |
| has_license | 是 |
| readme_badges | 7 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | shields.io |
| has_pull_request_template | 否 |
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 |
| 2.6/22.5 | 提交分布 — 头号贡献者编写了 88% 的提交 |
| 13.5/13.5 | 贡献者广度 — 27 位贡献者 |
| 10/10 | OpenSSF Scorecard:Contributors — project has 6 contributing companies or organizations |
| bus_factor | 1 |
| contributors_sampled | 27 |
| top_contributor_share | 0.885 |
| 40.7/42 | 议题解决 — 97% 的议题已关闭 |
| 26.7/30 | PR 接受 — 已裁定的 PR 中 520/584 已合并 |
| 13/13 | Newcomer PR acceptance — 30 天内首次贡献者的 PR 已合并 3/3 |
| 10.5/15 | OpenSSF Scorecard:Code-Review — Found 18/23 approved changesets -- score normalized to 7 |
| merged_prs | 520 |
| open_issues | 7 |
| closed_issues | 226 |
| prs_merged_7d | 5 |
| prs_decided_7d | 5 |
| prs_merged_30d | 10 |
| prs_decided_30d | 10 |
| issue_closed_ratio | 0.97 |
| closed_unmerged_prs | 64 |
| first_time_authors_30d | 3 |
| first_time_prs_merged_30d | 3 |
| first_time_prs_decided_30d | 3 |
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — opengeos 有 4,088 位关注者 |
| 19.9/25 | 既往记录 — 174 个公开仓库,账户约 3 年 |
| followers | 4,088 |
| owner_type | Organization |
| is_verified | 否 |
| owner_login | opengeos |
| public_repos | 174 |
| account_age_days | 1,266 |
| 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 0 天前 |
| 20/20 | 版本历史 — 90 个已发布版本 |
| 20/20 | 未被弃用 — 活跃,未被弃用或撤回 |
| packages | geoai-py |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
基础的工程与文档实践是否到位?
| 24/24 | CI 工作流 — 14 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — geoai-mcp-server/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.flake8]) |
| 9.6/9.6 | Pre-commit 钩子 |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard:CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 是 |
| 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://opengeoai.org |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 12 个主题标签 |
| 0/10 | Wiki |
| topics | ai, data-science, geoai, geopython, geospatial, jupyter, python, deep-learning, earth-observation, pytorch, remote-sensing, segmentation |
| has_wiki | 否 |
| homepage | https://opengeoai.org |
| docs_site | https://opengeoai.org |
| 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 |
| 2.2/7.5 | 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 |
| 5.2/7.5 | Code-Review — Found 18/23 approved changesets -- score normalized to 7 |
| 2.5/2.5 | Contributors — project has 6 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 13 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 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 — 14 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5 |
| 13.7/35 | 直接依赖不含已知公告 — 1 个受影响:mcp 1.26.0 (high 7.6) |
| 0/25 | 间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分 |
| 40/40 | 没有长期未处理的公告 — 没有公告公开超过 90 天 |
| source | osv |
| advisories | 255 |
| affected_packages | 29 |
| assessed_packages | 368 |
| unassessed_packages | 70 |
| affected_by_severity | critical 4, high 17, moderate 6, unknown 2 |
| direct_affected_packages | 1 |
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) |
| 40/40 | 可读的提交历史 — 86 次人类提交中有 86 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 | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
| 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 — geoai-mcp-server/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.flake8]) |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — Dockerfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 6 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 11 次为自动依赖更新 |
| 1/10 | OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.06 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.11 |
| 0/45 | 可类型检查的代码 — Python,未配置类型检查 |
| 50.9/55 | 可控的文件大小 — 采样的 228 个源文件中有 17 个超过 60KB |
| primary_language | Python |
| largest_source_bytes | 250,788 |
| source_files_sampled | 228 |
| oversized_source_files | 17 |
| 0/40 | API 模式(OpenAPI/GraphQL/proto) — 不适用于此类软件 |
| 20/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
| example_dirs | examples, notebooks |
| has_mcp_signal | 是 |
| 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 3 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 |
| 3 | 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 |
| 7 | Code-Review | Found 18/23 approved changesets -- score normalized to 7 |
| 10 | Contributors | project has 6 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 13 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 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 | 14 existing vulnerabilities detected |
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | mcp | >=1.0.0,<2.0.0 | geoai-mcp-server/pyproject.toml |
| PyPI | geoai-py | >=0.29.0 | geoai-mcp-server/pyproject.toml |
| PyPI | pydantic | >=2.0.0 | geoai-mcp-server/pyproject.toml |
| PyPI | python-dotenv | >=1.0.0 | geoai-mcp-server/pyproject.toml |
| PyPI | aiofiles | >=23.0.0 | geoai-mcp-server/pyproject.toml |
来自 GitHub 依赖图的完整解析依赖集合:9 个直接依赖与 429 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 | aiofiles | — | 直接 |
| PyPI | geoai-py | — | 直接 |
| PyPI | geoai-py | 0.37.2 | 直接 |
| PyPI | mcp | — | 直接 |
| PyPI | mcp | 1.26.0 | 直接 |
| PyPI | pydantic | — | 直接 |
| PyPI | pydantic | 2.12.5 | 直接 |
| PyPI | python-dotenv | — | 直接 |
| PyPI | python-dotenv | 1.2.2 | 直接 |
| PyPI | absl-py | 2.4.0 | 间接 |
| PyPI | accelerate | 1.13.0 | 间接 |
| PyPI | aenum | 3.1.16 | 间接 |
| PyPI | affine | 2.4.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.6.1 | 间接 |
| PyPI | aiohttp | 3.13.5 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | albucore | 0.0.24 | 间接 |
| PyPI | albumentations | — | 间接 |
| PyPI | albumentations | 2.0.8 | 间接 |
| PyPI | aniso8601 | 10.0.1 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anthropic | 0.85.0 | 间接 |
| PyPI | antlr4-python3-runtime | 4.9.3 | 间接 |
| PyPI | anyio | 4.12.1 | 间接 |
| PyPI | anywidget | 0.9.21 | 间接 |
| PyPI | apsw | 3.51.3.0 | 间接 |
| PyPI | apswutils | 0.1.2 | 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 | asttokens | 3.0.1 | 间接 |
| PyPI | async-timeout | 5.0.1 | 间接 |
| PyPI | attrs | 25.4.0 | 间接 |
| PyPI | aws-requests-auth | 0.4.3 | 间接 |
| PyPI | beartype | 0.22.9 | 间接 |
| PyPI | beautifulsoup4 | 4.14.3 | 间接 |
| PyPI | bitsandbytes | 0.49.2 | 间接 |
| PyPI | bleach | 6.3.0 | 间接 |
| PyPI | blinker | 1.9.0 | 间接 |
| PyPI | blis | 1.3.3 | 间接 |
| PyPI | boto3 | 1.42.70 | 间接 |
| PyPI | botocore | 1.42.70 | 间接 |
| PyPI | bqplot | 0.12.45 | 间接 |
| PyPI | branca | 0.8.2 | 间接 |
| PyPI | buildingregulariser | 0.2.4 | 间接 |
| PyPI | bump-my-version | — | 间接 |
| PyPI | cachelib | 0.13.0 | 间接 |
| PyPI | cachetools | 7.0.5 | 间接 |
| PyPI | catalogue | 2.0.10 | 间接 |
| PyPI | certifi | 2026.2.25 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | charset-normalizer | 3.4.6 | 间接 |
| PyPI | click | — | 间接 |
| PyPI | click | 8.3.1 | 间接 |
| PyPI | click-plugins | 1.1.1.2 | 间接 |
| PyPI | cligj | 0.7.2 | 间接 |
| PyPI | cloudpathlib | 0.23.0 | 间接 |
| PyPI | cloudpickle | 3.1.2 | 间接 |
| PyPI | color-operations | 0.2.0 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coloredlogs | 15.0.1 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | confection | 0.1.5 | 间接 |
| PyPI | contextily | — | 间接 |
| PyPI | contextily | 1.7.0 | 间接 |
| PyPI | contourpy | 1.3.2 | 间接 |
| PyPI | coverage | — | 间接 |
| PyPI | cryptography | 46.0.6 | 间接 |
| PyPI | cuda-bindings | 12.9.4 | 间接 |
| PyPI | cuda-pathfinder | 1.4.3 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | cymem | 2.0.13 | 间接 |
| PyPI | datasets | — | 间接 |
| PyPI | datasets | 4.8.2 | 间接 |
| PyPI | decorator | 5.2.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | dill | 0.4.1 | 间接 |
| PyPI | distro | 1.9.0 | 间接 |
| PyPI | docstring-parser | 0.17.0 | 间接 |
| PyPI | duckdb | 1.5.0 | 间接 |
| PyPI | einops | 0.8.2 | 间接 |
| PyPI | eval-type-backport | 0.3.1 | 间接 |
| PyPI | ever-beta | 0.5.6 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastai | 2.8.7 | 间接 |
| PyPI | fastcore | 1.12.26 | 间接 |
| PyPI | fastdownload | 0.0.7 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | fastlite | 0.2.4 | 间接 |
| PyPI | fastprogress | 1.1.5 | 间接 |
| PyPI | fasttransform | 0.0.2 | 间接 |
| PyPI | filelock | 3.25.2 | 间接 |
| PyPI | fiona | 1.10.1 | 间接 |
| PyPI | flake8 | — | 间接 |
| PyPI | flask | 3.1.3 | 间接 |
| PyPI | flask-caching | 2.3.1 | 间接 |
| PyPI | flask-cors | 6.0.2 | 间接 |
| PyPI | flask-restx | 1.3.2 | 间接 |
| PyPI | flatbuffers | 25.12.19 | 间接 |
| PyPI | folium | 0.20.0 | 间接 |
| PyPI | fonttools | 4.62.1 | 间接 |
| PyPI | fqdn | 1.5.1 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fsspec | 2026.2.0 | 间接 |
| PyPI | gdown | 5.2.1 | 间接 |
| PyPI | geodeep | 0.9.12 | 间接 |
| PyPI | geographiclib | 2.1 | 间接 |
| PyPI | geojson | 3.2.0 | 间接 |
| PyPI | geopandas | — | 间接 |
| PyPI | geopandas | 1.1.3 | 间接 |
| PyPI | geopy | 2.4.1 | 间接 |
| PyPI | gitdb | 4.0.12 | 间接 |
| PyPI | gitpython | 3.1.46 | 间接 |
| PyPI | grpcio | 1.78.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | hf-xet | 1.4.2 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httptools | 0.7.1 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | httpx-sse | 0.4.3 | 间接 |
| PyPI | huggingface-hub | — | 间接 |
| PyPI | huggingface-hub | 1.7.1 | 间接 |
| PyPI | humanfriendly | 10.0 | 间接 |
| PyPI | hydra-core | 1.3.2 | 间接 |
| PyPI | idna | 3.11 | 间接 |
| PyPI | imageio | 2.37.3 | 间接 |
| PyPI | importlib-metadata | 8.7.1 | 间接 |
| PyPI | importlib-resources | 6.5.2 | 间接 |
| PyPI | ipyevents | 2.0.4 | 间接 |
| PyPI | ipyfilechooser | 0.6.0 | 间接 |
| PyPI | ipykernel | — | 间接 |
| PyPI | ipyleaflet | 0.20.0 | 间接 |
| PyPI | ipython | 8.38.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | ipytree | 0.2.2 | 间接 |
| PyPI | ipyvue | 1.12.0 | 间接 |
| PyPI | ipyvuetify | 1.11.3 | 间接 |
| PyPI | ipywidgets | 8.1.8 | 间接 |
| PyPI | isoduration | 20.11.0 | 间接 |
| PyPI | isort | — | 间接 |
| PyPI | itsdangerous | 2.2.0 | 间接 |
| PyPI | jedi | 0.19.2 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jiter | 0.13.0 | 间接 |
| PyPI | jmespath | 1.1.0 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | jsonargparse | 4.47.0 | 间接 |
| PyPI | jsonnet | 0.21.0 | 间接 |
| PyPI | jsonpointer | 3.0.0 | 间接 |
| PyPI | jsonschema | 4.26.0 | 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 | jupyter-events | 0.12.0 | 间接 |
| PyPI | jupyter-leaflet | 0.20.0 | 间接 |
| PyPI | jupyter-server | 2.17.0 | 间接 |
| PyPI | jupyter-server-proxy | — | 间接 |
| PyPI | jupyter-server-proxy | 4.4.0 | 间接 |
| PyPI | jupyter-server-terminals | 0.5.4 | 间接 |
| PyPI | jupyterlab-pygments | 0.3.0 | 间接 |
| PyPI | jupyterlab-widgets | 3.0.16 | 间接 |
| PyPI | kiwisolver | 1.5.0 | 间接 |
| PyPI | kornia | 0.8.2 | 间接 |
| PyPI | kornia-rs | 0.1.10 | 间接 |
| PyPI | lark | 1.3.1 | 间接 |
| PyPI | laspy | — | 间接 |
| PyPI | lazy-loader | 0.5 | 间接 |
| PyPI | leafmap | — | 间接 |
| PyPI | leafmap | 0.60.4 | 间接 |
| PyPI | lightly | 1.5.22 | 间接 |
| PyPI | lightly-train | 0.14.2 | 间接 |
| PyPI | lightly-utils | 0.0.2 | 间接 |
| PyPI | lightning | 2.6.1 | 间接 |
| PyPI | lightning-utilities | 0.15.3 | 间接 |
| PyPI | livereload | — | 间接 |
| PyPI | localtileserver | — | 间接 |
| PyPI | localtileserver | 0.11.0 | 间接 |
| PyPI | mapclassify | — | 间接 |
| PyPI | mapclassify | 2.8.1 | 间接 |
| PyPI | maplibre | — | 间接 |
| PyPI | maplibre | 0.3.6 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 4.0.0 | 间接 |
| PyPI | markdownify | 1.2.2 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | matplotlib | 3.10.8 | 间接 |
| PyPI | matplotlib-inline | 0.2.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mercantile | 1.2.1 | 间接 |
| PyPI | mistune | 3.2.0 | 间接 |
| PyPI | mkdocs | — | 间接 |
| PyPI | mkdocs-git-revision-date-localized-plugin | — | 间接 |
| PyPI | mkdocs-git-revision-date-plugin | — | 间接 |
| PyPI | mkdocs-jupyter | — | 间接 |
| PyPI | mkdocs-material | — | 间接 |
| PyPI | mkdocs-pdf-export-plugin | — | 间接 |
| PyPI | mkdocstrings | — | 间接 |
| PyPI | mkdocstrings-crystal | — | 间接 |
| PyPI | mkdocstrings-python | — | 间接 |
| PyPI | ml-dtypes | 0.5.4 | 间接 |
| PyPI | morecantile | 6.2.0 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | multiclean | 0.2.0 | 间接 |
| PyPI | multidict | 6.7.1 | 间接 |
| PyPI | multiprocess | 0.70.19 | 间接 |
| PyPI | murmurhash | 1.0.15 | 间接 |
| PyPI | mystmd | — | 间接 |
| PyPI | narwhals | 2.18.0 | 间接 |
| PyPI | nbclient | 0.10.4 | 间接 |
| PyPI | nbconvert | — | 间接 |
| PyPI | nbconvert | 7.17.0 | 间接 |
| PyPI | nbformat | — | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | networkx | 3.4.2 | 间接 |
| PyPI | numexpr | 2.14.1 | 间接 |
| PyPI | numpy | — | 间接 |
| PyPI | numpy | 2.2.6 | 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-ml-py | 13.590.48 | 间接 |
| PyPI | nvidia-nccl-cu12 | 2.27.5 | 间接 |
| PyPI | nvidia-nvjitlink-cu12 | 12.8.93 | 间接 |
| PyPI | nvidia-nvshmem-cu12 | 3.4.5 | 间接 |
| PyPI | nvidia-nvtx-cu12 | 12.8.90 | 间接 |
| PyPI | oauthlib | 3.3.1 | 间接 |
| PyPI | ollama | 0.6.1 | 间接 |
| PyPI | omegaconf | 2.3.0 | 间接 |
| PyPI | omnicloudmask | 1.7.1 | 间接 |
| PyPI | omniwatermask | 0.4.3 | 间接 |
| PyPI | onnx | — | 间接 |
| PyPI | onnx | 1.21.0 | 间接 |
| PyPI | onnxruntime | 1.23.2 | 间接 |
| PyPI | onnxruntime-gpu | 1.23.2 | 间接 |
| PyPI | openai | 1.109.1 | 间接 |
| PyPI | opencv-python | 4.13.0.92 | 间接 |
| PyPI | opencv-python-headless | — | 间接 |
| PyPI | opencv-python-headless | 4.13.0.92 | 间接 |
| PyPI | opensr-model | 1.0.8 | 间接 |
| PyPI | opentelemetry-api | 1.40.0 | 间接 |
| PyPI | opentelemetry-instrumentation | 0.61b0 | 间接 |
| PyPI | opentelemetry-instrumentation-threading | 0.61b0 | 间接 |
| PyPI | opentelemetry-sdk | 1.40.0 | 间接 |
| PyPI | opentelemetry-semantic-conventions | 0.61b0 | 间接 |
| PyPI | osmnx | 2.0.7 | 间接 |
| PyPI | overrides | 7.7.0 | 间接 |
| PyPI | overturemaps | — | 间接 |
| PyPI | overturemaps | 0.19.0 | 间接 |
| PyPI | packaging | 26.0 | 间接 |
| PyPI | pandas | 2.3.3 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.6 | 间接 |
| PyPI | peft | 0.18.1 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pillow | 12.2.0 | 间接 |
| PyPI | pip | — | 间接 |
| PyPI | planetary-computer | — | 间接 |
| PyPI | planetary-computer | 1.0.0 | 间接 |
| PyPI | platformdirs | 4.9.4 | 间接 |
| PyPI | plotly | 6.6.0 | 间接 |
| PyPI | plum-dispatch | 2.8.0 | 间接 |
| PyPI | pre-commit | — | 间接 |
| PyPI | preshed | 3.0.12 | 间接 |
| PyPI | prettytable | 3.17.0 | 间接 |
| PyPI | prometheus-client | 0.24.1 | 间接 |
| PyPI | prompt-toolkit | — | 间接 |
| PyPI | prompt-toolkit | 3.0.52 | 间接 |
| PyPI | propcache | 0.4.1 | 间接 |
| PyPI | protobuf | 6.33.5 | 间接 |
| PyPI | psutil | 7.2.2 | 间接 |
| PyPI | psygnal | 0.15.1 | 间接 |
| PyPI | ptyprocess | 0.7.0 | 间接 |
| PyPI | pure-eval | 0.2.3 | 间接 |
| PyPI | pyarrow | — | 间接 |
| PyPI | pyarrow | 23.0.1 | 间接 |
| PyPI | pycocotools | 2.0.11 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pydantic-core | 2.41.5 | 间接 |
| PyPI | pydantic-settings | 2.13.1 | 间接 |
| PyPI | pydeprecate | 0.5.0 | 间接 |
| PyPI | pygments | — | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pyjwt | 2.12.1 | 间接 |
| PyPI | pymdown-extensions | — | 间接 |
| PyPI | pyogrio | 0.12.1 | 间接 |
| PyPI | pyparsing | 3.3.2 | 间接 |
| PyPI | pyproj | 3.7.1 | 间接 |
| PyPI | pyreadline3 | 3.5.4 | 间接 |
| PyPI | pysocks | 1.7.1 | 间接 |
| PyPI | pystac | 1.14.3 | 间接 |
| PyPI | pystac-client | — | 间接 |
| PyPI | pystac-client | 0.9.0 | 间接 |
| PyPI | python-box | 7.4.1 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-fasthtml | 0.12.50 | 间接 |
| PyPI | python-json-logger | 4.0.0 | 间接 |
| PyPI | python-multipart | 0.0.22 | 间接 |
| PyPI | pytorch-lightning | 2.6.1 | 间接 |
| PyPI | pytz | 2026.1.post1 | 间接 |
| PyPI | pywin32 | 311 | 间接 |
| PyPI | pywinpty | 3.0.3 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | rasterio | — | 间接 |
| PyPI | rasterio | 1.4.4 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | regex | 2026.2.28 | 间接 |
| PyPI | requests | 2.33.1 | 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 | rfdetr | 1.6.3 | 间接 |
| PyPI | rich | 14.3.3 | 间接 |
| PyPI | rio-cogeo | 6.0.0 | 间接 |
| PyPI | rio-tiler | 7.9.3 | 间接 |
| PyPI | rioxarray | — | 间接 |
| PyPI | rioxarray | 0.19.0 | 间接 |
| PyPI | rpds-py | 0.30.0 | 间接 |
| PyPI | rtree | 1.4.1 | 间接 |
| PyPI | s3transfer | 0.16.0 | 间接 |
| PyPI | safetensors | — | 间接 |
| PyPI | safetensors | 0.7.0 | 间接 |
| PyPI | scikit-image | — | 间接 |
| PyPI | scikit-image | 0.25.2 | 间接 |
| PyPI | scikit-learn | — | 间接 |
| PyPI | scikit-learn | 1.7.2 | 间接 |
| PyPI | scipy | 1.15.3 | 间接 |
| PyPI | scooby | 0.11.0 | 间接 |
| PyPI | segmentation-models-pytorch | 0.5.0 | 间接 |
| PyPI | send2trash | 2.1.0 | 间接 |
| PyPI | sentry-sdk | 2.55.0 | 间接 |
| PyPI | server-thread | 0.3.0 | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | setuptools | 82.0.1 | 间接 |
| PyPI | setuptools-scm | — | 间接 |
| PyPI | shapely | 2.1.2 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | simpervisor | 1.0.0 | 间接 |
| PyPI | simsimd | 6.5.16 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | slack-bolt | 1.27.0 | 间接 |
| PyPI | slack-sdk | 3.41.0 | 间接 |
| PyPI | smart-open | 7.5.1 | 间接 |
| PyPI | smmap | 5.0.3 | 间接 |
| PyPI | smoothify | — | 间接 |
| PyPI | smoothify | 0.2.1 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | soupsieve | 2.8.3 | 间接 |
| PyPI | spacy | 3.8.11 | 间接 |
| PyPI | spacy-legacy | 3.0.12 | 间接 |
| PyPI | spacy-loggers | 1.0.5 | 间接 |
| PyPI | sphinx | — | 间接 |
| PyPI | srsly | 2.5.2 | 间接 |
| PyPI | sse-starlette | 3.3.3 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | starlette | 0.52.1 | 间接 |
| PyPI | strands-agents | — | 间接 |
| PyPI | strands-agents | 1.30.0 | 间接 |
| PyPI | strands-agents-tools | 0.2.22 | 间接 |
| PyPI | stringzilla | 4.6.0 | 间接 |
| PyPI | supervision | 0.27.0.post2 | 间接 |
| PyPI | sympy | 1.14.0 | 间接 |
| PyPI | tenacity | 9.1.4 | 间接 |
| PyPI | tensorboard | 2.20.0 | 间接 |
| PyPI | tensorboard-data-server | 0.7.2 | 间接 |
| PyPI | tensorboardx | 2.6.4 | 间接 |
| PyPI | terminado | 0.18.1 | 间接 |
| PyPI | terratorch | — | 间接 |
| PyPI | thinc | 8.3.10 | 间接 |
| PyPI | threadpoolctl | 3.6.0 | 间接 |
| PyPI | tifffile | 2025.5.10 | 间接 |
| PyPI | timm | — | 间接 |
| PyPI | timm | 1.0.25 | 间接 |
| PyPI | tinycss2 | 1.4.0 | 间接 |
| PyPI | tokenizers | — | 间接 |
| PyPI | tokenizers | 0.22.2 | 间接 |
| PyPI | torch | — | 间接 |
| PyPI | torch | 2.10.0 | 间接 |
| PyPI | torchange | 0.0.4 | 间接 |
| PyPI | torchgeo | — | 间接 |
| PyPI | torchgeo | 0.6.2 | 间接 |
| PyPI | torchinfo | — | 间接 |
| PyPI | torchinfo | 1.8.0 | 间接 |
| PyPI | torchmetrics | 1.9.0 | 间接 |
| PyPI | torchvision | 0.25.0 | 间接 |
| PyPI | tornado | 6.5.5 | 间接 |
| PyPI | tox | — | 间接 |
| PyPI | tqdm | — | 间接 |
| PyPI | tqdm | 4.67.3 | 间接 |
| PyPI | traitlets | 5.14.3 | 间接 |
| PyPI | traittypes | 0.2.3 | 间接 |
| PyPI | transformers | — | 间接 |
| PyPI | transformers | 5.3.0 | 间接 |
| PyPI | triton | 3.6.0 | 间接 |
| PyPI | twine | — | 间接 |
| PyPI | typer | 0.24.1 | 间接 |
| PyPI | typer-slim | 0.24.0 | 间接 |
| PyPI | typeshed-client | 2.9.0 | 间接 |
| PyPI | typing-extensions | 4.15.0 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | tzdata | 2025.3 | 间接 |
| PyPI | uri-template | 1.3.0 | 间接 |
| PyPI | urllib3 | 2.6.3 | 间接 |
| PyPI | uvicorn | 0.42.0 | 间接 |
| PyPI | uvloop | 0.22.1 | 间接 |
| PyPI | wandb | 0.25.1 | 间接 |
| PyPI | wasabi | 1.1.3 | 间接 |
| PyPI | watchdog | — | 间接 |
| PyPI | watchdog | 6.0.0 | 间接 |
| PyPI | watchfiles | 1.1.1 | 间接 |
| PyPI | wcwidth | 0.6.0 | 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 | websockets | 16.0 | 间接 |
| PyPI | werkzeug | 3.1.6 | 间接 |
| PyPI | wheel | — | 间接 |
| PyPI | whitebox | 2.3.6 | 间接 |
| PyPI | whiteboxgui | 2.3.0 | 间接 |
| PyPI | widgetsnbextension | 4.0.15 | 间接 |
| PyPI | wrapt | 1.17.3 | 间接 |
| PyPI | xarray | 2025.6.1 | 间接 |
| PyPI | xxhash | 3.6.0 | 间接 |
| PyPI | xyzservices | 2025.11.0 | 间接 |
| PyPI | yarl | 1.23.0 | 间接 |
| PyPI | zensical | — | 间接 |
| PyPI | zipp | 3.23.0 | 间接 |
该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 368 个包,其中也包含从不交付的开发与测试版本固定:29 个存在已知公告,1 个为直接依赖。 有 70 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| anyio | 4.12.1 | 间接 | 严重 | 2 | 4.14.2 |
| cryptography | 46.0.6 | 间接 | 严重 | 9 | 50.0.0 |
| gitpython | 3.1.46 | 间接 | 严重 | 55 | 3.1.60 |
| pillow | 12.2.0 | 间接 | 严重 | 26 | 12.3.0 |
| mcp | 1.26.0 | 直接 | 高 | 6 | 1.28.1 |
| accelerate | 1.13.0 | 间接 | 高 | 2 | — |
| aiohttp | 3.13.5 | 间接 | 高 | 28 | 3.14.3 |
| click | 8.3.1 | 间接 | 高 | 1 | 8.3.3 |
| gdown | 5.2.1 | 间接 | 高 | 2 | 5.2.2 |
| hydra-core | 1.3.2 | 间接 | 高 | 2 | 1.3.4 |
| jupyter-server | 2.17.0 | 间接 | 高 | 13 | 2.21.0 |
| lightning | 2.6.1 | 间接 | 高 | 2 | 2022.6.15 |
| mistune | 3.2.0 | 间接 | 高 | 32 | 3.3.0 |
| pyjwt | 2.12.1 | 间接 | 高 | 9 | 2.13.0 |
| python-multipart | 0.0.22 | 间接 | 高 | 12 | 0.0.31 |
| soupsieve | 2.8.3 | 间接 | 高 | 6 | 2.9.0 |
| starlette | 0.52.1 | 间接 | 高 | 10 | 1.3.1 |
| torch | 2.10.0 | 间接 | 高 | 2 | 2.13.0 |
| tornado | 6.5.5 | 间接 | 高 | 11 | 6.5.8 |
| transformers | 5.3.0 | 间接 | 高 | 3 | 5.10.0 |
| urllib3 | 2.6.3 | 间接 | 高 | 4 | 2.7.0 |
| bleach | 6.3.0 | 间接 | 中 | 3 | 6.4.0 |
| idna | 3.11 | 间接 | 中 | 2 | 3.15 |
| nbconvert | 7.17.0 | 间接 | 中 | 4 | 7.17.1 |
| onnx | 1.21.0 | 间接 | 中 | 4 | 1.22.0 |
| pydantic-settings | 2.13.1 | 间接 | 中 | 1 | 2.14.2 |
| setuptools | 82.0.1 | 间接 | 中 | 2 | 83.0.0 |
| datasets | 4.8.2 | 间接 | 未知 | 1 | 5.0.1 |
| pytorch-lightning | 2.6.1 | 间接 | 未知 | 1 | 2.6.6 |
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。