公开记录卓越
软件健康报告模式 0.27.0 · 指标 2.5.0 · 2026-07-31 06:28 UTC
astronomy-commons / lsdb
LSDB - python tool for scalable analysis of large catalogs
astronomy-commons/lsdb 的健康指数为 100 分中的 93 分，处于「卓越」区间。 其得分最高的类别是Vitality（99/100），最低的是Community & Adoption（46/100）。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。
93
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均，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。
93
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）
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 79 经校准后在公布的指数量表上为 93（记录校准 2026-08-02）。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 |
|---|---|---|---|---|---|
| PyPI | lsdb | 0.10.4 | - | 54 | 8 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？
99
开发活跃度
99卓越
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 35.3/36 | 提交节奏 — 52 周中有 51 周有提交 |
| 18/18 | 提交量 — 最近一年 559 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 559 |
| human_commit_share | 0.95 |
| days_since_last_push | 0 |
| active_weeks_last_year | 51 |
发布纪律
100卓越
评分方式
| 27/27 | 有发布版本 — 已发布 55 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 8 天前 |
| 27/27 | 发布节奏 — 约每 20.1 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 55 |
| latest_release_tag | v0.10.4 |
| releases_from_tags | 否 |
| days_since_latest_release | 8 |
| mean_days_between_releases | 20.1 |
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
流行度与采用
43薄弱
评分方式
| 28/60 | 星标 — 54 个星标 |
| 10.8/25 | 复刻 — 21 个复刻 |
| 3.9/15 | 关注者 — 6 位关注者 |
所用输入
| forks | 21 |
| stars | 54 |
| watchers | 6 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（BSD-3-Clause） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| readme_badges | — |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | — |
| 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？
81
维护者韧性（巴士系数）
76良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 16.9/22.5 | 提交分布 — 头号贡献者编写了 25% 的提交 |
| 13.5/13.5 | 贡献者广度 — 24 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 25 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 24 |
| top_contributor_share | 0.247 |
议题与 PR 响应能力
89优秀
评分方式
| 34.9/42 | 议题解决 — 83% 的议题已关闭 |
| 27.9/30 | PR 接受 — 已裁定的 PR 中 721/774 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决 |
| 15/15 | OpenSSF Scorecard：Code-Review — all changesets reviewed |
所用输入
| merged_prs | 721 |
| open_issues | 127 |
| closed_issues | 618 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.83 |
| closed_unmerged_prs | 53 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
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
64中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 11.7/25 | 所有者影响力 — astronomy-commons 有 42 位关注者 |
| 22.5/25 | 既往记录 — 27 个公开仓库，账户约 6 年 |
所用输入
| followers | 42 |
| owner_type | Organization |
| is_verified | — |
| owner_login | astronomy-commons |
| public_repos | 27 |
| account_age_days | 2,441 |
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 8 天前 |
| 20/20 | 版本历史 — 54 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | lsdb |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 8 |
工程质量
基础的工程与文档实践是否到位？
92
工程实践
94卓越
评分方式
| 24/24 | CI 工作流 — 10 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — .pylintrc |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 14 out of 14 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 | 是 |
文档
90优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://lsdb.io |
| 10/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 10/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 是 |
| homepage | https://lsdb.io |
| 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？
73
安全态势
66良好
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 14 out of 14 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 25 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.6 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
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
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 51 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
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:lsdb@0.10.4 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 51 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。
70
AI 代理上下文与指引
67良好
评分方式
| 45/45 | 代理指令 — AGENTS.md, CLAUDE.md |
| 0/15 | 机器可读文档（llms.txt） |
| 21.9/40 | 可读的提交历史 — 95 次人类提交中有 39 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.411 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 226 |
评分方式
| 18/18 | 一条命令的引导启动 — docs/Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — .pylintrc |
| 11/11 | 静态类型检查 — src/lsdb/py.typed |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 5 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 4 次为自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | docs/Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | src/lsdb/py.typed |
| agent_commit_share | 0.05 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.04 |
面向模型的代码可读性
81优秀
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（src/lsdb/py.typed） |
| 53.9/55 | 可控的文件大小 — 采样的 98 个源文件中有 2 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 84,974 |
| source_files_sampled | 98 |
| oversized_source_files | 2 |
机器可读接口
40薄弱
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — notebooks |
所用输入
| example_dirs | notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
54GitHub 星标
24贡献者
559最近 12 个月提交数
0距最近推送天数
55发布版本数
3巴士系数（bus factor）
127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
更多细节
Star 与 Fork 历史 0 ★ / 21 ⇿
0Star
21Fork
48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。
主版本 0次版本 10修订 38
每个点涵盖 3 天。
OpenSSF Scorecard 6.6 / 10
6.6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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 14 out of 14 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 25 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 18 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 11
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | dask | >=2025.3.0 | pyproject.toml |
| PyPI | deprecated | — | pyproject.toml |
| PyPI | hats | >=0.10.4, <0.11 | pyproject.toml |
| PyPI | human_readable | >=2.0.0 | pyproject.toml |
| PyPI | nested-pandas | >=0.6.10,<0.7.0 | pyproject.toml |
| PyPI | numpy | — | pyproject.toml |
| PyPI | pyarrow | — | pyproject.toml |
| PyPI | scipy | >=1.7.2 | pyproject.toml |
| PyPI | tabulate | >=0.7.0 | pyproject.toml |
| PyPI | universal-pathlib | — | pyproject.toml |
| PyPI | tqdm | >=4.59.0 | pyproject.toml |
全部依赖 26
来自 GitHub 依赖图的完整解析依赖集合：7 个直接依赖与 19 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | dask | — | 直接 |
| PyPI | hats | — | 直接 |
| PyPI | human-readable | — | 直接 |
| PyPI | nested-pandas | — | 直接 |
| PyPI | scipy | — | 直接 |
| PyPI | tabulate | — | 直接 |
| PyPI | tqdm | — | 直接 |
| PyPI | asv | 0.6.6 | 间接 |
| PyPI | ipykernel | — | 间接 |
| PyPI | ipython | — | 间接 |
| PyPI | ipywidgets | — | 间接 |
| PyPI | jupytext | — | 间接 |
| PyPI | lancedb | — | 间接 |
| PyPI | lsst-sphgeom | — | 间接 |
| PyPI | matplotlib | — | 间接 |
| PyPI | myst-parser | — | 间接 |
| PyPI | nbconvert | — | 间接 |
| PyPI | nbsphinx | — | 间接 |
| PyPI | numpydoc | — | 间接 |
| PyPI | s3fs | — | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | setuptools-scm | — | 间接 |
| PyPI | sphinx | — | 间接 |
| PyPI | sphinx-book-theme | — | 间接 |
| PyPI | sphinx-copybutton | — | 间接 |
| PyPI | sphinx-design | — | 间接 |
依赖安全公告 0
安装 pypi:lsdb@0.10.4 会引入 51 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": [],
"is_fork": false,
"size_kb": 70692,
"has_wiki": true,
"homepage": "https://lsdb.io",
"languages": {
"Shell": 2302,
"Python": 922924,
"Jupyter Notebook": 36106
},
"pushed_at": "2026-07-31T04:20:29Z",
"created_at": "2023-01-09T17:12:44Z",
"owner_type": "Organization",
"updated_at": "2026-07-27T23:45:22Z",
"description": "LSDB - python tool for scalable analysis of large catalogs",
"is_archived": false,
"is_disabled": false,
"license_spdx": "BSD-3-Clause",
"default_branch": "main",
"license_spdx_raw": "BSD-3-Clause",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": "Astronomy Data Commons",
"type": "Organization",
"login": "astronomy-commons",
"company": null,
"location": null,
"followers": 42,
"avatar_url": "https://avatars.githubusercontent.com/u/58103732?v=4",
"created_at": "2019-11-23T08:21:48Z",
"is_verified": null,
"public_repos": 27,
"account_age_days": 2441
},
"license": {
"state": "standard",
"spdx_id": "BSD-3-Clause",
"raw_spdx": "BSD-3-Clause",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.10.4",
"kind": "patch",
"published_at": "2026-07-22T20:38:39Z"
},
{
"tag": "v0.10.2",
"kind": "patch",
"published_at": "2026-07-21T19:00:14Z"
},
{
"tag": "v0.10.1",
"kind": "patch",
"published_at": "2026-07-15T23:05:11Z"
},
{
"tag": "v0.10.0",
"kind": "minor",
"published_at": "2026-07-09T22:09:43Z"
},
{
"tag": "v0.9.2",
"kind": "patch",
"published_at": "2026-06-03T16:06:00Z"
},
{
"tag": "v0.9.1",
"kind": "patch",
"published_at": "2026-06-02T16:06:07Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2026-03-16T18:38:08Z"
},
{
"tag": "v0.8.2",
"kind": "patch",
"published_at": "2026-03-03T20:25:20Z"
},
{
"tag": "v0.8.1",
"kind": "patch",
"published_at": "2026-01-23T21:44:27Z"
},
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2026-01-22T18:02:52Z"
},
{
"tag": "v0.7.3",
"kind": "patch",
"published_at": "2025-12-03T21:00:41Z"
},
{
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{
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{
"key": "pre_commit_hooks",
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{
"key": "editorconfig",
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},
{
"key": "openssf_scorecard_ci_tests",
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]
},
{
"key": "documentation",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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{
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{
"key": "documentation_homepage_site",
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{
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"status": "missed",
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{
"key": "wiki",
"name": "Wiki",
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]
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],
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{
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"weight": 0.16,
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{
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{
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{
"key": "cii_best_practices",
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"points": 0,
"status": "missed",
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{
"key": "code_review",
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{
"key": "contributors",
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{
"key": "dangerous_workflow",
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"points": 10,
"status": "met",
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},
{
"key": "dependency_update_tool",
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{
"key": "fuzzing",
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"points": 0,
"status": "missed",
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},
{
"key": "license",
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"points": 2.5,
"status": "met",
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},
{
"key": "maintained",
"name": "Maintained",
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"points": 7.5,
"status": "met",
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{
"key": "packaging",
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{
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{
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"points": 0,
"status": "missed",
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{
"key": "security_policy",
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"points": 0,
"status": "missed",
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{
"key": "signed_releases",
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"code": "no_data",
"params": {}
}
],
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{
"key": "token_permissions",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
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"name": "Dependency advisories",
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"notes": [
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"code": "excluded_no_data",
"params": {
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},
{
"code": "weights_renormalized",
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{
"code": "advisories_scope_published",
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"assessed": 51
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},
{
"code": "advisories_reachability",
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}
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"advisories": 0,
"affected_packages": 0,
"assessed_packages": 51,
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"direct_affected_packages": 0
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"components": [
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"status": "met",
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{
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"points": 25,
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{
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"key": "malicious_dependencies",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
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"assessed_packages": 51,
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"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
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{
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
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"inputs": {
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"exposures": [],
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"components": [
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],
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{
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"weight": 0.04,
"metrics": [
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"points": 0,
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{
"key": "legible_commit_history",
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"status": "partial",
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"code": "legible_history",
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{
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],
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{
"key": "static_type_checking",
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{
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"points": 0,
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{
"key": "demonstrated_agent_practice",
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"details": [
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{
"key": "automated_maintenance",
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{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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},
{
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"notes": [],
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"oversized_source_files": 2
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"components": [
{
"key": "type_checkable_code",
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"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
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],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
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"points": 53.9,
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{
"key": "ai_interfaces",
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"note": null,
"notes": [],
"value": 40,
"inputs": {
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"components": [
{
"key": "api_schema_openapi_graphql_proto",
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"points": 0,
"status": "missed",
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{
"key": "mcp_server",
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"points": 0,
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{
"key": "runnable_examples",
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"detail": "notebooks",
"points": 40,
"status": "met",
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],
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],
"classification": {
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"labels": [
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"scores": {
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"source": "registry:pypi",
"weight": 6
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],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
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"consumed_by_code": true
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"metrics_version": "2.5.0"
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"warnings": [
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],
"report_type": "repository",
"generated_at": "2026-07-31T06:28:28.187698Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/astronomy-commons/lsdb.svg",
"full_name": "astronomy-commons/lsdb",
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}