公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 22:12 UTC

JuliaPy / PythonCall.jl

Python and Julia in harmony.

JuliaMIT★ 1,059 星标⑂ 84 复刻始于 2020年11月在 GitHub 上查看 ↗

JuliaPy/PythonCall.jl 的健康指数为 100 分中的 73 分,处于「良好」区间。 其得分最高的类别是Vitality(88/100),最低的是AI Readiness(52/100)。 最近一次更新在 1 天前。 近期的大部分工作由 1 位贡献者完成。

73
总分 / 100
良好

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。

73
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)
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。

所有权

JuliaPy组织
106 关注者15 个公开仓库始于 2016年9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
PyPIjuliacall0.9.35194,6594448 天前

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?

88优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 1 天前
17.3/36提交节奏 — 52 周中有 25 周有提交
16.6/18提交量 — 最近一年 69 次提交
10/10OpenSSF Scorecard:Maintained — 25 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year69
human_commit_share0.82
days_since_last_push1
active_weeks_last_year25

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 50 个发布版本
36/36发布时效 — 最近一次发布版本于 48 天前
27/27发布节奏 — 约每 36.4 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count50
latest_release_tagv0.9.35
releases_from_tags
days_since_latest_release48
mean_days_between_releases36.4
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

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?

67中等 · 占总体的 18%
评分方式
49.1/60星标 — 1,059 个星标
16/25复刻 — 84 个复刻
3.3/15关注者 — 5 位关注者
所用输入
forks84
stars1,059
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
0/18CONTRIBUTING 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
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
70.5/80月度下载量 — pypi 合计每月 194,659 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesjuliacall
dependents
ecosystemspypi
total_downloads
monthly_downloads194,659
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

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?

65中等 · 占总体的 24%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
10.5/22.5提交分布 — 头号贡献者编写了 53% 的提交
13.5/13.5贡献者广度 — 42 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 9 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled42
top_contributor_share0.534
评分方式
31/46.8议题解决 — 66% 的议题已关闭
29.4/38.3PR 接受 — 已裁定的 PR 中 155/202 已合并
4.5/15OpenSSF Scorecard:Code-Review — Found 7/23 approved changesets -- score normalized to 3
所用输入
merged_prs155
open_issues179
closed_issues353
issue_closed_ratio0.664
closed_unmerged_prs47
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
14.6/25所有者影响力 — JuliaPy 有 106 位关注者
20.8/25既往记录 — 15 个公开仓库,账户约 9 年
所用输入
followers106
owner_typeOrganization
is_verified
owner_loginJuliaPy
public_repos15
account_age_days3,610
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 48 天前
20/20版本历史 — 44 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
packagesjuliacall
ecosystemspypi
any_deprecated
min_days_since_publish48

工程质量

基础的工程与文档实践是否到位?

81良好 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 9 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://juliapy.github.io/PythonCall.jl/stable/
10/10仓库描述
10/10主题标签 — 4 个主题标签
10/10Wiki
所用输入
topicsjulia, python, interoperability, ffi
has_wiki
homepagehttps://juliapy.github.io/PythonCall.jl/stable/
has_readme
has_docs_dir
has_description

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?

63中等 · 占总体的 16%

安全态势

54中等
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 — 22 out of 22 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
2.2/7.5Code-Review — Found 7/23 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 9 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 25 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
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 — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.4
已排除计分(无数据或不适用):packaging, signed_releases。 其余权重已重新归一化。
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_packages5
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:juliacall@0.9.35 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 5 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?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。

52中等 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md
0/15机器可读文档(llms.txt)
39.7/40可读的提交历史 — 82 次人类提交中有 61 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.744
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes1,080
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
0/10可复现环境
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
8/8自动化维护 — 最近 100 次提交中有 18 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0.18
评分方式
0/45可类型检查的代码 — Julia,未配置类型检查
55/55可控的文件大小 — 采样的 9 个源文件中有 0 个超过 60KB
所用输入
primary_languageJulia
largest_source_bytes13,535
source_files_sampled9
oversized_source_files0

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

1,059GitHub 星标
42贡献者
69最近 12 个月提交数
1距最近推送天数
50发布版本数
1巴士系数(bus factor)
179开放议题
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
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

更多细节

Star 与 Fork 历史 0 ★ / 84 ⇿
0Star
84Fork
50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。

0204060801008432021-022023-102026-06
主版本 0次版本 9修订 41

每个点涵盖 5 天。

OpenSSF Scorecard 5.4 / 10
5.4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)。Scorecard v5.5.0 · 2026-07-26 22:11 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests22 out of 22 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 7/23 approved changesets -- score normalized to 3
10Contributorsproject has 9 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained25 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not 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
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 1
注册表软件包版本约束清单文件
PyPIjuliapkg>=0.1.24, <0.2pyproject.toml
全部依赖 未采集

本报告未能采集到解析后的依赖集合:GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

依赖安全公告 0

安装 pypi:juliacall@0.9.35 会引入 5 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
{
  "data": {
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        "julia",
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      "homepage": "https://juliapy.github.io/PythonCall.jl/stable/",
      "languages": {
        "Julia": 544991,
        "Python": 40329,
        "Jupyter Notebook": 2273
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      "pushed_at": "2026-07-25T16:33:18Z",
      "created_at": "2020-11-03T16:11:11Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-25T13:40:50Z",
      "description": "Python and Julia in harmony.",
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      "blog": null,
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      "avatar_url": "https://avatars.githubusercontent.com/u/22030672?v=4",
      "created_at": "2016-09-06T14:36:08Z",
      "is_verified": null,
      "public_repos": 15,
      "account_age_days": 3610
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
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      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
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          "kind": "patch",
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          "kind": "patch",
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          "kind": "patch",
          "published_at": "2025-07-15T18:49:09Z"
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          "kind": "patch",
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          "kind": "patch",
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          "tag": "v0.9.18",
          "kind": "patch",
          "published_at": "2024-03-18T19:01:11Z"
        },
        {
          "tag": "v0.9.17",
          "kind": "patch",
          "published_at": "2024-03-16T18:09:32Z"
        },
        {
          "tag": "v0.9.16",
          "kind": "patch",
          "published_at": "2024-03-14T19:17:43Z"
        },
        {
          "tag": "v0.9.15",
          "kind": "patch",
          "published_at": "2023-10-25T17:55:58Z"
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        {
          "tag": "v0.9.14",
          "kind": "patch",
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        },
        {
          "tag": "v0.9.13",
          "kind": "patch",
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          "tag": "v0.9.12",
          "kind": "patch",
          "published_at": "2023-02-28T13:50:07Z"
        },
        {
          "tag": "v0.9.11",
          "kind": "patch",
          "published_at": "2023-02-15T18:59:21Z"
        },
        {
          "tag": "v0.9.10",
          "kind": "patch",
          "published_at": "2022-12-02T22:43:39Z"
        },
        {
          "tag": "v0.9.9",
          "kind": "patch",
          "published_at": "2022-10-20T18:30:41Z"
        },
        {
          "tag": "v0.9.8",
          "kind": "patch",
          "published_at": "2022-10-18T10:56:21Z"
        },
        {
          "tag": "v0.9.7",
          "kind": "patch",
          "published_at": "2022-10-11T13:55:44Z"
        },
        {
          "tag": "v0.9.6",
          "kind": "patch",
          "published_at": "2022-09-09T19:06:23Z"
        },
        {
          "tag": "v0.9.5",
          "kind": "patch",
          "published_at": "2022-08-19T16:15:34Z"
        },
        {
          "tag": "v0.9.4",
          "kind": "patch",
          "published_at": "2022-07-26T11:25:24Z"
        },
        {
          "tag": "v0.9.3",
          "kind": "patch",
          "published_at": "2022-07-02T18:02:38Z"
        },
        {
          "tag": "v0.9.2",
          "kind": "patch",
          "published_at": "2022-07-02T17:26:47Z"
        },
        {
          "tag": "v0.9.1",
          "kind": "patch",
          "published_at": "2022-06-18T20:38:53Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2022-05-27T00:55:56Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2022-03-17T18:36:08Z"
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          "body": "Bumps [actions/cache](https://github.com/actions/cache) from 4 to 5.\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/actions/cache/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v5...v6)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump actions/checkout from 5 to 6 (#726)",
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          "headline": "Add top-level testing instructions (#725)",
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          "body": "- Base already defines a IndexStyle(::AbstractArray) method for object arguments\n  that uses the object type, so we can implement that directly and avoid the\n  invalidations from implement Base.IndexStyle(::PyObjectArray).\n- The Dates stdlib already defines a method that does the same thing for any\n  `Period`.",
          "is_bot": false,
          "headline": "Fix some sources of invalidations (#716)",
          "author_name": "James Wrigley",
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          "body": "* Improve @py macro documentation\n\n* docstring edits",
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          "headline": "Improve @py macro documentation (#712)",
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          "is_bot": false,
          "headline": "Add tests for ArrayValue __array__ copy semantics (#710)",
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          "body": "* use workspaces for test, docs and benchmarks projects\n\n* test against python 3.13 (not 3.14) for now\n\n* missed a 3 -> 3.13 in the matrix\n\n* actually do test python 3 as well as 3.13 and 3.10\n\n* put the python dep into the dev deps so it is picked up in the magical test env\n\n* actually no don't test python 3.14 for now\n\n* remove AGENTS.md for now\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "use workspaces for test, docs and benchmarks projects (#708)",
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          "is_bot": false,
          "headline": "Force `propertynames(::Py)` to occur on the main thread (#677)",
          "author_name": "Lionel Zoubritzky",
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          "is_bot": false,
          "headline": "Housekeeping (#696)",
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          "headline": "Specify that JuliaDict / JuliaSet it is a MutableMapping/Set (#692)",
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          "body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 6 to 7.\n- [Release notes](https://github.com/astral-sh/setup-uv/releases)\n- [Commits](https://github.com/astral-sh/setup-uv/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: astral-sh/setup-uv\n  dependency-version: '\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "docs: Add python block usage examples (#687)",
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          "is_bot": false,
          "headline": "fix #679 - defer printing of partial characters at end of buffer when…",
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          "headline": "better compact printing of Py (#684)",
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          "body": "* fix #676 and test GUI compat better along the way\n\n* remove debug printing\n\n* require newer juliapkg\n\n* skip some tests in CI if using system python\n\n* fix ci attempt 2\n\n* fix world age issue on Julia 1.12\n\n* install julia 1.11 in python test workflow\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
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          "headline": "fix #676 and test GUI compat better along the way (#683)",
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          "body": "* Allow pydict accept Pair args\n\n* ensure pydict(::Pair...) method has at least one argument\n\n* simplify test for pydict(::Pair...)\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "Allow pydict accept Pair args (#616)",
          "author_name": "Mark Kittisopikul",
          "author_login": "mkitti",
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          "body": "* Allow any string or integer to be converted to python\n\nSpecifically this adds methods `Py(::AbstractString)`, `Py(::AbstractChar)`, `Py(::Integer)`, `Py(::Rational{<:Integer})`, `Py(::AbstractRange{<:Integer})` whereas previously we only allowed the builtin Julia string, char and integer types.\n\n* update the docs for conversion to python\n\n* document new methods\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "Relax conversions to python (#671)",
          "author_name": "Christopher Rowley",
          "author_login": "cjdoris",
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          "body": "* Add options for the Julia binary and project path\n\nThis makes using JuliaPkg optional.\n\n* fixup! Add options for the Julia binary and project path\n\n* nitpicks\n\n* allow exe option to be found in the path\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "Add options for the Julia binary and project path (#667)",
          "author_name": "James Wrigley",
          "author_login": "JamesWrigley",
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          "oid": "ad228ce4b20635f2cb551ece6d3bf07fb90914ca",
          "body": "…LL_EXE (#670)\n\nAdd new option `@venv` to use a Python virtual environment located at `.venv` in the active project directory. Relative paths for `JULIA_PYTHONCALL_EXE` are now resolved relative to the active project. Includes documentation updates and release notes.\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "feat(exe): add support for @venv and relative paths in JULIA_PYTHONCA…",
          "author_name": "Christopher Rowley",
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          "body": "* add NumpyDates module with DateTime64 and TimeDelta64 types, plus conversion support\n\n* feat(numpydates): add constructors and conversions for delta64 types\n\nImplement constructors, accessors, and display for TimeDelta64 and\nInlineTimeDelta64. Add conversions from Dates.Period and NaT strings.\nUni\n[…]\n release notes with NumpyDates features\n\n* refactor(numpydates): remove unbound units export\n\n* test(numpydates): fixes for julia 1.9\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "NumpyDates (#666)",
          "author_name": "Christopher Rowley",
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          "oid": "f7fa4c2185078ba287f615a2d16ef320733fc106",
          "body": "* stop using Requires.jl (use extensions instead)\n\n* update changelog\n\n* don't build PyCall in tests\n\ninstead, add a case to CI where we use system python for both, ensuring we test the same case. we also add tests for the non-same case.\n\n* typo\n\n* only test PyCall when we can guarantee same interpreter\n\n* Update PyCallExt.jl\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "stop using Requires.jl (use extensions instead) (#662)",
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          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 5 to 6.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v5...v6)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 5 to 6 (#664)",
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          "body": "* Remove `Core` reference, fixes #657\n\n* Explicitly import Core.Py into Compat module\n\n* test(pycall): add tests for interop with pycall\n\n* test(pycall): explicitly test that pycall is using the same python\n\n---------\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "Remove `Core` reference from `Compat/pycall.jl` (#658)",
          "author_name": "Chris Garling",
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          "headline": "release 0.9.27",
          "author_name": "Christopher Doris",
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          "body": "Add libstdcxx to CondaPkg.toml with version \"<=julia\" to improve\nlibstdc++ compatibility with the Julia toolchain. Bump CondaPkg\ncompat to 0.2.30 to leverage related fixes. Update release notes to\nreflect the improved compatibility.\n\nCo-authored-by: Christopher Doris <github.com/cjdoris>",
          "is_bot": false,
          "headline": "build(deps): add libstdcxx pin, bump CondaPkg (#656)",
          "author_name": "Christopher Rowley",
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                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://juliapy.github.io/PythonCall.jl/stable/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 63,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.4
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 7/23 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "25 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:juliacall@0.9.35 runtime dependency closure — what installing the published package pulls in — 5 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:juliacall@0.9.35",
                  "assessed": 5
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 5,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
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                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
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                "max_points": 40
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          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 5,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 15
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 52,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.744,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 1080
            },
            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "61 of 82 human commits state their intent (structured subject or explanatory body)",
                "points": 39.7,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 61,
                      "sampled": 82
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.18
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "18 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 18,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "primary_language": "Julia",
              "largest_source_bytes": 13535,
              "source_files_sampled": 9,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Julia without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Julia"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/9 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 9,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T22:12:08.118062Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/JuliaPy/PythonCall.jl.svg",
  "full_name": "JuliaPy/PythonCall.jl",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v1.13.0、模式 v0.27.0—— 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.