公开记录
软件健康报告模式 0.34.0 · 指标 2.10.0 · 2026-09-17 15:13 UTC

Kanaries / pygwalker

PyGWalker: Turn your dataframe into an interactive UI for visual analysis

Python · TypeScript · Jupyter NotebookApache-2.0★ 15,971 星标⑂ 889 复刻始于 2023年2月在 GitHub 上查看 ↗
类型命令行工具网页界面如何判定
#data-analysis#pandas#tableau#tableau-alternative#visualization#data-exploration#dataframe#matplotlib#plotly

Kanaries/pygwalker 的健康指数为 100 分中的 87 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（49/100）。 最近一次更新在 11 天前。 近期的大部分工作由 1 位贡献者完成。

87
总分 / 100
优秀

软件健康指数

指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均，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。

87
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
活力社区与采用可持续性与治理工程质量安全AI 就绪度

评分画像

每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。

加权总体分 73 经校准后在公布的指数量表上为 87（记录校准 2026-08-02）。

所有权

Kanaries组织
757 关注者36 个公开仓库始于 2019年11月

该仓库由组织支持——共同承担、可问责的托管责任，可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIpygwalker0.5.0.1-223166 天前data-analysisdata-explorationdataframejupyterpandastableautableau-alternativevisualization

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？

69良好 · 占总体的 21%

开发活跃度

66良好
评分方式
28.8/36推送新近度 — 最近一次推送于 11 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 152 次提交
10/10OpenSSF Scorecard：Maintained — 26 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year152
human_commit_share1
days_since_last_push11
active_weeks_last_year13

发布纪律

74良好
评分方式
27/27有发布版本 — 已发布 66 个发布版本
27/36发布时效 — 最近一次发布版本于 166 天前
19.8/27发布节奏 — 约每 75 天发布一次
0/10OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count66
latest_release_tag0.5.0.1
releases_from_tags否
days_since_latest_release166
mean_days_between_releases75

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？

84优秀 · 占总体的 17%

流行度与采用

96卓越
评分方式
60/60星标 — 15,971 个星标
24.6/25复刻 — 889 个复刻
11/15关注者 — 95 位关注者
所用输入
forks889
stars15,971
watchers95
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

70良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（Apache-2.0）
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme是
has_license是
readme_badges10
has_contributing是
has_issue_template否
has_code_of_conduct否
readme_badge_servicesbadge.fury.io, shields.io
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？

68良好 · 占总体的 23%

维护者韧性（巴士系数）

42薄弱
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
9.9/22.5提交分布 — 头号贡献者编写了 56% 的提交
13.5/13.5贡献者广度 — 26 位贡献者
10/10OpenSSF Scorecard：Contributors — project has 5 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled26
top_contributor_share0.561

议题与 PR 响应能力

67良好
评分方式
31.8/42议题解决 — 76% 的议题已关闭
26.8/30PR 接受 — 已裁定的 PR 中 382/427 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard：Code-Review — Found 0/6 approved changesets -- score normalized to 0
所用输入
merged_prs382
open_issues62
closed_issues192
prs_merged_7d0
prs_decided_7d0
prs_merged_30d1
prs_decided_30d1
issue_closed_ratio0.756
closed_unmerged_prs45
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
已排除计分（无数据或不适用）：Newcomer PR acceptance。 其余权重已重新归一化。

所有权与托管责任

74良好
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
20.7/25所有者影响力 — Kanaries 有 757 位关注者
23.4/25既往记录 — 36 个公开仓库，账户约 6 年
所用输入
followers757
owner_typeOrganization
is_verified否
owner_loginKanaries
public_repos36
account_age_days2,512

软件包维护

100卓越
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 166 天前
20/20版本历史 — 223 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
packagespygwalker
ecosystemspypi
any_deprecated否
min_days_since_publish166

工程质量

基础的工程与文档实践是否到位？

90优秀 · 占总体的 19%

工程实践

84优秀
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
16/16Linter 配置 — .pylintrc, app/package.json ("prettier"), pyproject.toml ([tool.ruff])
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard：CI-Tests — 6 out of 6 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卓越
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://kanaries.net/pygwalker
10/10仓库描述
10/10主题标签 — 9 个主题标签
10/10Wiki
所用输入
topicsdata-analysis, pandas, tableau, tableau-alternative, visualization, data-exploration, dataframe, matplotlib, plotly
has_wiki是
homepagehttps://kanaries.net/pygwalker
docs_sitehttps://kanaries.net/pygwalker
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？

49薄弱 · 占总体的 16%

安全态势

36薄弱
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/6 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 5 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 26 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 59 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3.6

依赖安全公告

100卓越
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages58
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:pygwalker@0.5.0.1 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 58 个软件包。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？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。

80优秀 · 占总体的 4%

AI 代理上下文与指引

100卓越
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md
15/15机器可读文档（llms.txt） — 项目网站提供 llms.txt（https://docs.kanaries.net/llms.txt）
40/40可读的提交历史 — 100 次人类提交中有 100 次说明了意图（结构化标题或解释性正文）
所用输入
has_llms_txt是
llms_txt_urlhttps://docs.kanaries.net/llms.txt
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes11,099

验证循环（构建 / 测试 / 类型检查）

56中等
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置 — .pylintrc, app/package.json ("prettier"), pyproject.toml ([tool.ruff])
11/11静态类型检查 — app/tsconfig.json, packages/pygwalker-jupyter/tsconfig.json, pygwalker/py.typed
10/10可复现环境 — lockfile
2/10已体现的代理实践 — 最近 100 次提交中有 1 次由代理编写或署名代理
0/8自动化维护 — 未观察到自动依赖更新
0/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix否
has_tests是
lockfilesyarn.lock
has_dockerfile否
typed_language否
bootstrap_files—
has_devcontainer否
has_linter_config是
typecheck_configsapp/tsconfig.json, packages/pygwalker-jupyter/tsconfig.json, pygwalker/py.typed
agent_commit_share0.01
toolchain_manifests—
dependency_bot_commit_share0

面向模型的代码可读性

82优秀
评分方式
27/45可类型检查的代码 — Python，已配置类型检查（app/tsconfig.json, packages/pygwalker-jupyter/tsconfig.json, pygwalker/py.typed）
54.7/55可控的文件大小 — 采样的 195 个源文件中有 1 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes64,974
source_files_sampled195
oversized_source_files1

机器可读接口

100卓越
评分方式
0/40API 模式（OpenAPI/GraphQL/proto） — 不适用于此类软件
0/20MCP 服务器 — 不适用于此类软件
40/40可运行示例 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal否
api_schema_files—
interfaces_expected_of—
已排除计分（无数据或不适用）：API 模式（OpenAPI/GraphQL/proto）, MCP 服务器。 其余权重已重新归一化。

关键数据

15,971GitHub 星标
26贡献者
152最近 12 个月提交数
11距最近推送天数
66发布版本数
1巴士系数（bus factor）
62开放议题
npm, PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'pygwalker' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced

更多细节

Star 与 Fork 历史 0 ★ / 889 ⇿
0Star
889Fork
65发布

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。

02004006008001,000888582023-022024-122026-09
主版本 0次版本 3修订 35

每个点涵盖 4 天。

OpenSSF Scorecard 3.6 / 10
3.6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）。Scorecard v5.5.0 · 2026-09-17 15:13 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests6 out of 6 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/6 approved changesets -- score normalized to 0
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained26 commit(s) and 10 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities59 existing vulnerabilities detected
直接依赖 57
注册表软件包版本约束清单文件
npm@anywidget/react^0.0.8app/package.json
npm@headlessui/react^1.7.14app/package.json
npm@heroicons/react^2.0.8app/package.json
npm@kanaries/graphic-walker0.5.0-alpha.2app/package.json
npm@kanaries/gw-dsl-parser0.1.49app/package.json
npm@radix-ui/react-checkbox^1.3.3app/package.json
npm@radix-ui/react-dialog^1.1.15app/package.json
npm@radix-ui/react-icons^1.3.2app/package.json
npm@radix-ui/react-label^2.1.8app/package.json
npm@radix-ui/react-select^2.2.6app/package.json
npm@radix-ui/react-slot^1.2.4app/package.json
npm@radix-ui/react-tabs^1.1.13app/package.json
npm@radix-ui/react-toggle^1.1.10app/package.json
npm@radix-ui/react-toggle-group^1.1.11app/package.json
npmautoprefixer^10.3.5app/package.json
npmbuffer^6.0.3app/package.json
npmclass-variance-authority^0.7.0app/package.json
npmclsx^2.0.0app/package.json
npmhtml-to-image^1.11.11app/package.json
npmlucide-react^0.341.0app/package.json
npmmobx^6.9.0app/package.json
npmmobx-react-lite^3.4.3app/package.json
npmpostcss^8.3.7app/package.json
npmreact19.xapp/package.json
npmreact-dom19.xapp/package.json
npmreact-syntax-highlighter^15.5.0app/package.json
npmstreamlit-component-lib^2.0.0app/package.json
npmstyled-components^5.3.6app/package.json
npmtailwind-merge^1.14.0app/package.json
npmtailwindcss^3.2.4app/package.json
npmtailwindcss-animate^1.0.7app/package.json
npmuuid^8.3.2app/package.json
PyPIjinja2—pyproject.toml
PyPIipython—pyproject.toml
PyPIastor—pyproject.toml
PyPItyping_extensions—pyproject.toml
PyPIipywidgets>=7.0.0pyproject.toml
PyPIpydantic>=1.10,<3pyproject.toml
PyPIpsutil—pyproject.toml
PyPIduckdb>=0.10.4,<2.0.0pyproject.toml
PyPIpyarrow>=10,<25pyproject.toml
PyPIsqlglot>=23.15.8pyproject.toml
PyPIrequests>=2.31,<3pyproject.toml
PyPIarrow—pyproject.toml
PyPIsqlalchemy>=1.4,<3pyproject.toml
PyPIgw_dsl_parser==0.1.49.1pyproject.toml
PyPIappdirs—pyproject.toml
PyPIsegment-analytics-python==2.2.3pyproject.toml
PyPIpandas—pyproject.toml
PyPIpytz—pyproject.toml
PyPIkanaries_track==0.0.5pyproject.toml
PyPIcachetools—pyproject.toml
PyPIpackaging—pyproject.toml
PyPInumpy—pyproject.toml
PyPIipylab<=1.0.0pyproject.toml
PyPItraitlets—pyproject.toml
PyPIanywidget—pyproject.toml
全部依赖 1,211

来自 GitHub 依赖图的完整解析依赖集合：51 个直接依赖与 1,160 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
npm@anywidget/react0.0.8直接
npm@headlessui/react1.7.12直接
npm@headlessui/react1.7.19直接
npm@heroicons/react2.2.0直接
npm@kanaries/graphic-walker0.5.0-alpha.2直接
npm@kanaries/gw-dsl-parser0.1.49直接
npm@radix-ui/react-checkbox1.3.3直接
npm@radix-ui/react-dialog1.1.15直接
npm@radix-ui/react-icons1.3.2直接
npm@radix-ui/react-label2.1.8直接
npm@radix-ui/react-select2.2.6直接
npm@radix-ui/react-slot1.2.3直接
npm@radix-ui/react-slot1.2.4直接
npm@radix-ui/react-tabs1.1.13直接
npm@radix-ui/react-toggle1.1.10直接
npm@radix-ui/react-toggle-group1.1.11直接
npmautoprefixer10.4.23直接
npmbuffer6.0.3直接
npmclass-variance-authority0.7.1直接
npmclsx2.1.1直接
npmhtml-to-image1.11.13直接
npmlucide-react0.341.0直接
npmmobx6.15.0直接
npmmobx-react-lite3.4.3直接
npmpostcss8.5.15直接
npmpostcss8.5.25直接
npmpostcss8.5.6直接
npmreact18.3.1直接
npmreact19.2.3直接
npmreact-dom18.3.1直接
npmreact-dom19.2.3直接
npmreact-syntax-highlighter15.6.6直接
npmstreamlit-component-lib2.0.0直接
npmstyled-components5.3.11直接
npmtailwind-merge1.14.0直接
npmtailwind-merge2.6.0直接
npmtailwindcss3.4.19直接
npmtailwindcss-animate1.0.7直接
npmuuid14.0.1直接
npmuuid8.3.2直接
PyPIduckdb—直接
PyPIgw-dsl-parser0.1.49.1直接
PyPIipylab—直接
PyPIipywidgets—直接
PyPIkanaries-track0.0.5直接
PyPIpyarrow10.0.1直接
PyPIpydantic—直接
PyPIrequests—直接
PyPIsegment-analytics-python2.2.3直接
PyPIsqlalchemy1.4.49直接
PyPIsqlglot—直接
npm@alloc/quick-lru5.2.0间接
npm@antfu/install-pkg1.1.0间接
npm@anywidget/types0.2.0间接
npm@babel/code-frame7.27.1间接
npm@babel/code-frame7.29.7间接
npm@babel/compat-data7.28.5间接
npm@babel/compat-data7.29.7间接
npm@babel/core7.28.5间接
npm@babel/core7.29.7间接
npm@babel/generator7.28.5间接
npm@babel/generator7.29.7间接
npm@babel/helper-annotate-as-pure7.27.3间接
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npmvega-canvas1.2.7间接
npmvega-canvas2.0.0间接
npmvega-crossfilter4.1.3间接
npmvega-dataflow5.7.8间接
npmvega-embed6.29.0间接
npmvega-encode4.10.2间接
npmvega-event-selector3.0.1间接
npmvega-expression5.1.2间接
npmvega-expression5.2.1间接
npmvega-force4.2.2间接
npmvega-format1.1.4间接
npmvega-format2.1.0间接
npmvega-functions5.18.1间接
npmvega-geo4.4.3间接
npmvega-hierarchy4.1.3间接
npmvega-interpreter1.2.1间接
npmvega-label1.3.1间接
npmvega-lite5.23.0间接
npmvega-loader4.5.4间接
npmvega-loader5.1.0间接
npmvega-parser6.6.0间接
npmvega-projection1.6.2间接
npmvega-regression1.3.1间接
npmvega-runtime6.2.1间接
npmvega-scale7.4.3间接
npmvega-scale8.1.0间接
npmvega-scenegraph4.13.2间接
npmvega-scenegraph5.1.0间接
npmvega-schema-url-parser2.2.0间接
npmvega-selections5.6.3间接
npmvega-statistics1.9.0间接
npmvega-themes2.15.0间接
npmvega-time2.1.4间接
npmvega-time3.1.0间接
npmvega-tooltip0.35.2间接
npmvega-transforms4.12.1间接
npmvega-typings1.5.0间接
npmvega-util1.17.4间接
npmvega-util2.1.0间接
npmvega-view5.16.0间接
npmvega-view-transforms4.6.1间接
npmvega-voronoi4.2.4间接
npmvega-webgl-renderer1.0.0-beta.2间接
npmvega-wordcloud4.1.6间接
npmvite6.4.3间接
npmvite-plugin-wasm3.5.0间接
npmvoid-elements3.1.0间接
npmvscode-jsonrpc6.0.0间接
npmvscode-jsonrpc8.2.1间接
npmvscode-jsonrpc9.0.1间接
npmvscode-languageserver-protocol3.18.2间接
npmvscode-languageserver-types3.18.0间接
npmvscode-ws-jsonrpc1.0.2间接
npmw3c-keyname2.2.8间接
npmw3c-xmlserializer4.0.0间接
npmwalker1.0.8间接
npmwatchpack2.5.2间接
npmwebidl-conversions3.0.1间接
npmwebidl-conversions6.1.0间接
npmwebidl-conversions7.0.0间接
npmwebpack5.109.2间接
npmwebpack-cli5.1.4间接
npmwebpack-merge5.10.0间接
npmwebpack-sources3.5.1间接
npmwhatwg-encoding2.0.0间接
npmwhatwg-mimetype2.3.0间接
npmwhatwg-mimetype3.0.0间接
npmwhatwg-url11.0.0间接
npmwhatwg-url5.0.0间接
npmwhatwg-url8.7.0间接
npmwhich2.0.2间接
npmwildcard2.0.1间接
npmwordwrap1.0.0间接
npmwordwrapjs4.0.1间接
npmworker-loader3.0.8间接
npmwrap-ansi7.0.0间接
npmwrap-ansi8.1.0间接
npmwrap-ansi-cjs7.0.0间接
npmwrappy1.0.2间接
npmwrite-file-atomic4.0.2间接
npmws8.21.1间接
npmxml-name-validator4.0.0间接
npmxmlchars2.2.0间接
npmxtend4.0.2间接
npmy-protocols1.0.7间接
npmy18n5.0.8间接
npmyallist3.1.1间接
npmyargs17.7.2间接
npmyargs-parser21.1.1间接
npmyjs13.6.31间接
npmyocto-queue0.1.0间接
PyPIhatchling—间接
PyPIjupyter-client—间接
PyPIjupyter-server—间接
PyPImini-racer—间接
PyPIpygwalker—间接
PyPIsnowflake-sqlalchemy1.5.0间接
PyPIwatchfiles—间接
依赖安全公告 0

安装 pypi:pygwalker@0.5.0.1 会引入 58 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读

反馈

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。

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相关记录

与 Kanaries/pygwalker 共享目录标签或生态系统的已检测仓库。 并排阅读 →

97plotly/plotly.pyThe interactive graphing library for Python :sparkles:卓越96holoviz/panelPanel: The powerful data exploration & web app framework for Python卓越99NVIDIA/cudfcuDF - GPU DataFrame Library 卓越98man-group/ArcticDBArcticDB is a high performance, serverless DataFrame database built for the Python Data Science ecosystem.卓越95graphistry/pygraphistryPyGraphistry is a Python library to quickly load, shape, embed, and explore big graphs with the GPU-accelerated Graphistry visual graph analyzer卓越99apache/supersetApache Superset is a Data Visualization and Data Exploration Platform卓越

评分是信号，而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计，也不是安全保证。

缺失数据将被剔除并重新归一化权重，绝不按零分计。方法论已版本化并公开：指标 v2.10.0、模式 v0.34.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置： 汇总统计 — PyPI.