公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 01:54 UTC

vitessce / vitessce-python

Python API and Jupyter widget for Vitessce

PythonMIT★ 67 星标⑂ 12 复刻始于 2020年9月在 GitHub 上查看 ↗

vitessce/vitessce-python 的健康指数为 100 分中的 57 分,处于「中等」区间。 其得分最高的类别是Engineering Quality(77/100),最低的是AI Readiness(46/100)。 最近一次更新在 45 天前。 近期的大部分工作由 1 位贡献者完成。

57
总分 / 100
中等

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。

57
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

Vitessce组织
33 关注者12 个公开仓库始于 2020年4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
PyPIvitessce3.9.2-9552 天前ipythonjupyterwidgets

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?

47存在风险 · 占总体的 22%

开发活跃度

49存在风险
评分方式
18/36推送新近度 — 最近一次推送于 45 天前
11.8/36提交节奏 — 52 周中有 17 周有提交
12.9/18提交量 — 最近一年 26 次提交
6/10OpenSSF Scorecard:Maintained — 6 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 6
所用输入
commits_last_year26
human_commit_share1
days_since_last_push45
active_weeks_last_year17

发布纪律

44存在风险
评分方式
27/27有发布版本 — 已发布 1 个发布版本
0/36发布时效 — 最近一次发布版本于 792 天前
12.6/27发布节奏 — 节奏未知(仅一次发布)
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count1
latest_release_tagv3.2.6
releases_from_tags
days_since_latest_release792
mean_days_between_releases
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?

46存在风险 · 占总体的 18%

流行度与采用

42存在风险
评分方式
29.5/60星标 — 67 个星标
8.7/25复刻 — 12 个复刻
3.3/15关注者 — 5 位关注者
所用输入
forks12
stars67
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

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?

62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
4.8/22.5提交分布 — 头号贡献者编写了 79% 的提交
13.5/13.5贡献者广度 — 10 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 12 contributing companies or organizations
所用输入
bus_factor1
contributors_sampled10
top_contributor_share0.786
评分方式
23.6/46.8议题解决 — 50% 的议题已关闭
35.2/38.3PR 接受 — 已裁定的 PR 中 241/262 已合并
3/15OpenSSF Scorecard:Code-Review — Found 6/30 approved changesets -- score normalized to 2
所用输入
merged_prs241
open_issues109
closed_issues111
issue_closed_ratio0.505
closed_unmerged_prs21
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
11/25所有者影响力 — vitessce 有 33 位关注者
20.1/25既往记录 — 12 个公开仓库,账户约 6 年
所用输入
followers33
owner_typeOrganization
is_verified
owner_loginvitessce
public_repos12
account_age_days2,279
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 52 天前
20/20版本历史 — 95 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
packagesvitessce
ecosystemspypi
any_deprecated
min_days_since_publish52

工程质量

基础的工程与文档实践是否到位?

77良好 · 占总体的 20%

工程实践

68中等
评分方式
24/24CI 工作流 — 6 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 — 30 out of 30 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

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://python-docs.vitessce.io
10/10仓库描述
10/10主题标签 — 8 个主题标签
0/10Wiki
所用输入
topicssingle-cell, kharchenkolab, data-visualization, vitessce, ipywidget, jupyter-widget, jupyterlab-extension, hidivelab
has_wiki
homepagehttps://python-docs.vitessce.io
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?

52中等 · 占总体的 16%

安全态势

40存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 30 out of 30 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
1.5/7.5Code-Review — Found 6/30 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 12 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
4.5/7.5Maintained — 6 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 6
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 — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 170 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4
已排除计分(无数据或不适用):branch_protection, 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_packages18
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:vitessce@3.9.2 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 18 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。

46存在风险 · 占总体的 0%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 100 次人类提交中有 99 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_share0.99
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — devcontainer, lockfile
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
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
has_tests
lockfilespnpm-lock.yaml, uv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
53.2/55可控的文件大小 — 采样的 61 个源文件中有 2 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes83,101
source_files_sampled61
oversized_source_files2

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 — demos, notebooks
所用输入
example_dirsdemos, notebooks
has_mcp_signal
api_schema_files

关键数据

67GitHub 星标
10贡献者
26最近 12 个月提交数
45距最近推送天数
1发布版本数
1巴士系数(bus factor)
109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
  • 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 ★ / 12 ⇿
0Star
12Fork
1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。

0246810121212021-012023-082026-02
主版本 0次版本 0修订 1

每个点涵盖 5 天。

OpenSSF Scorecard 4.0 / 10
4.0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 01:53 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 6/30 approved changesets -- score normalized to 2
10Contributorsproject has 12 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
6Maintained6 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 6
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
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities170 existing vulnerabilities detected
直接依赖 5
注册表软件包版本约束清单文件
PyPIscipy>=1.2.1pyproject.toml
PyPIpandas>=1.1.2pyproject.toml
PyPIblack>=21.11b1pyproject.toml
PyPInumpy>=1.21.2pyproject.toml
PyPIzarr>=3.0.0pyproject.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:vitessce@3.9.2 会引入 18 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": {
    "repo": {
      "topics": [
        "single-cell",
        "kharchenkolab",
        "data-visualization",
        "vitessce",
        "ipywidget",
        "jupyter-widget",
        "jupyterlab-extension",
        "hidivelab"
      ],
      "is_fork": false,
      "size_kb": 42076,
      "has_wiki": false,
      "homepage": "https://python-docs.vitessce.io",
      "languages": {
        "Python": 463971,
        "Makefile": 640,
        "JavaScript": 3069
      },
      "pushed_at": "2026-06-10T20:06:08Z",
      "created_at": "2020-09-01T21:11:52Z",
      "owner_type": "Organization",
      "updated_at": "2026-06-10T20:07:30Z",
      "description": "Python API and Jupyter widget for Vitessce",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "http://vitessce.io",
      "name": "Vitessce",
      "type": "Organization",
      "login": "vitessce",
      "company": null,
      "location": null,
      "followers": 33,
      "avatar_url": "https://avatars.githubusercontent.com/u/64494652?v=4",
      "created_at": "2020-04-28T18:14:32Z",
      "is_verified": null,
      "public_repos": 12,
      "account_age_days": 2279
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.2.6",
          "kind": "patch",
          "published_at": "2024-05-24T18:01:04Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "7e7bcee1e090e2e3a4833df542ceff2373ed8a7a",
          "body": null,
          "is_bot": false,
          "headline": "Update README.md (#507)",
          "author_name": "Mark Keller",
          "author_login": "keller-mark",
          "committed_at": "2026-06-10T20:06:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff02d80d5ad8542709a6fbc78927c4587b716da7",
          "body": "* Convert async custom message handlers to sync\n\n* Lint\n\n* Update",
          "is_bot": false,
          "headline": "Convert async custom message handlers to sync (#506)",
          "author_name": "Mark Keller",
          "author_login": "keller-mark",
          "committed_at": "2026-06-04T01:24:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1bf74e1ae84a80d0072f1dd0e86c74d201bf77e",
          "body": null,
          "is_bot": false,
          "headline": "Upgrade js version (#505)",
          "author_name": "Mark Keller",
          "author_login": "keller-mark",
          "committed_at": "2026-05-29T17:55:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "46bee69ec781d126a35465eeb3fa817489bb3807",
          "body": "Co-authored-by: Mark Keller <7525285+keller-mark@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add is_zip handling to multivec wrapper (#503)",
          "author_name": "Nikolay Akhmetov",
          "author_login": "NickAkhmetov",
          "committed_at": "2026-05-29T17:49:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "624db76f9b68bb78b8c454406c15f43d9ab61375",
          "body": "* use zarr3 and unpin dask\n\n* relax ome-zarr upped bound\n\n* allow-direct-references hatch\n\n* set tool.hatch.metadata.allow-direct-references false\n\n* WIP: support for zarr v3\n\n* WIP: fix tests\n\n* Remove storage of explicit bounding_box metadata\n\n* Lint\n\n* Pin snakemake\n\n* Lint\n\n* F-string issue\n\n* Undo pin snakemake\n\n* Update xenium morton code nb\n\n* Updates\n\n---------\n\nCo-authored-by: Mark Keller <7525285+keller-mark@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Use zarr3 and unpin dask (#486)",
          "author_name": "LucaMarconato",
          "author_login": "LucaMarconato",
          "committed_at": "2026-05-27T20:11:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef0ecf5595b6b03bd43435dd8a889895de1302ce",
          "body": null,
          "is_bot": false,
          "headline": "Bump js package version (#504)",
          "author_name": "Mark Keller",
          "author_login": "keller-mark",
          "committed_at": "2026-05-21T15:48:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9f31d6ec1a8c4f11baf73efa71bab28ba474e23f",
          "body": null,
          "is_bot": false,
          "headline": "Update (#500)",
          "author_name": "Mark Keller",
          "author_login": "keller-mark",
          "committed_at": "2026-04-17T15:30:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "564a35d4f793aad219b4455de96696593e9f16ab",
          "body": null,
          "is_bot": false,
          "headline": "Update action version (#499)",
          "author_name": "Mark Keller",
          "author_login": "keller-mark",
          "committed_at": "2026-04-17T15:23:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "342be73e062ba0d647f032aada839bb4bec80ae0",
          "body": null,
          "is_bot": false,
          "headline": "Release new version (#498)",
          "author_name": "Mark Keller",
          "author_login": "keller-mark",
          "committed_at": "2026-04-17T15:16:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7a01754f55398b64c7c95982c6a58330f168cef",
          "body": "* update initialization of SpatialQuery object\n\n* set various colors for motifs, change default parameters\n\n* add query type with specified anchor cells\n\n* seperate colors to by motif and by type in two trees\n\n* add HeatmapView of SpatialQuery motif\n\n* keep the motif orders between heatmap and cell \n[…]\ns identified\n\n* update bracket position\n\n* Troubleshoot installation and update notebook\n\n* Update nb\n\n* Comments\n\n---------\n\nCo-authored-by: Mark Keller <7525285+keller-mark@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Update of SpatialQuery module in Vitessce (#495)",
          "author_name": "Shaokun An",
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                "key": "fuzzing",
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                "key": "token_permissions",
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                "key": "vulnerabilities",
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                "code": "advisories_scope_published",
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              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 18,
              "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",
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                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "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": [
                  {
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                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "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": 18,
              "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": 21
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 46,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
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              "legible_history_share": 0.99,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
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                "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": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml",
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": true,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "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": "devcontainer, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, lockfile"
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                ],
                "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
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "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": 53,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 83101,
              "source_files_sampled": 61,
              "oversized_source_files": 2
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "2/61 source files over 60KB",
                "points": 53.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 61,
                      "oversized": 2
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "demos",
                "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": "demos, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "demos, 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": "2026-07-26T01:54:21.919420Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/v/vitessce/vitessce-python.svg",
  "full_name": "vitessce/vitessce-python",
  "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.