公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-24 11:35 UTC
Lightning-AI / litgpt
20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.
Lightning-AI/litgpt 的健康指数为 100 分中的 82 分，处于「良好」区间。 其得分最高的类别是Community & Adoption（91/100），最低的是AI Readiness（52/100）。 最近一次更新在 4 天前。 近期的大部分工作由 2 位贡献者完成。
82
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；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。
82
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）
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
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 | litgpt | 0.5.13 | - | 34 | 21 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？
85
开发活跃度
86优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 4 天前 |
| 22.2/36 | 提交节奏 — 52 周中有 32 周有提交 |
| 17.4/18 | 提交量 — 最近一年 86 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 86 |
| human_commit_share | 0.81 |
| days_since_last_push | 4 |
| active_weeks_last_year | 32 |
发布纪律
83良好
评分方式
| 27/27 | 有发布版本 — 已发布 29 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 24 天前 |
| 19.8/27 | 发布节奏 — 约每 61.5 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 29 |
| latest_release_tag | v0.5.13 |
| releases_from_tags | 否 |
| days_since_latest_release | 24 |
| mean_days_between_releases | 61.5 |
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？
91
流行度与采用
96优秀
评分方式
| 60/60 | 星标 — 13,496 个星标 |
| 25/25 | 复刻 — 1,473 个复刻 |
| 11.5/15 | 关注者 — 118 位关注者 |
所用输入
| forks | 1,473 |
| stars | 13,496 |
| watchers | 118 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
85优秀
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 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 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| 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？
80
维护者韧性（巴士系数）
65中等
评分方式
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 16.1/22.5 | 提交分布 — 头号贡献者编写了 28% 的提交 |
| 13.5/13.5 | 贡献者广度 — 98 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 27 contributing companies or organizations |
所用输入
| bus_factor | 2 |
| contributors_sampled | 98 |
| top_contributor_share | 0.283 |
议题与 PR 响应能力
83良好
评分方式
| 34.7/46.8 | 议题解决 — 74% 的议题已关闭 |
| 33.2/38.3 | PR 接受 — 已裁定的 PR 中 1,147/1,320 已合并 |
| 15/15 | OpenSSF Scorecard：Code-Review — all changesets reviewed |
所用输入
| merged_prs | 1,147 |
| open_issues | 235 |
| closed_issues | 679 |
| issue_closed_ratio | 0.743 |
| closed_unmerged_prs | 173 |
所有权与托管责任
78良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 25/25 | 所有者影响力 — Lightning-AI 有 6,839 位关注者 |
| 22.8/25 | 既往记录 — 29 个公开仓库，账户约 6 年 |
所用输入
| followers | 6,839 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Lightning-AI |
| public_repos | 29 |
| account_age_days | 2,427 |
软件包维护
100优秀
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 21 天前 |
| 20/20 | 版本历史 — 34 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 | litgpt |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 21 |
工程质量
基础的工程与文档实践是否到位？
82
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 30 out of 30 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
65中等
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://lightning.ai |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 7 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | ai, artificial-intelligence, deep-learning, large-language-models, llm, llm-inference, llms |
| has_wiki | 否 |
| homepage | https://lightning.ai |
| has_readme | 是 |
| has_docs_dir | 否 |
| 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？
72
安全态势
65中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 27 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 — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 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 | 6.5 |
已排除计分（无数据或不适用）：branch_protection。 其余权重已重新归一化。
依赖安全公告
100优秀
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 | 43 |
| 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:litgpt@0.5.13 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 43 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
AI 代理上下文与指引
40存在风险
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 — 81 次人类提交中有 80 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 | 0.988 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — devcontainer, Dockerfile |
| 8/10 | 已体现的代理实践 — 最近 100 次提交中有 4 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 15 次为自动依赖更新 |
| 6/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 是 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.04 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.15 |
面向模型的代码可读性
54中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 53.8/55 | 可控的文件大小 — 采样的 137 个源文件中有 3 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 99,516 |
| source_files_sampled | 137 |
| oversized_source_files | 3 |
机器可读接口
40存在风险
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 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
13,496GitHub 星标
98贡献者
86最近 12 个月提交数
4距最近推送天数
29发布版本数
2巴士系数（bus factor）
235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 ★ / 1,473 ⇿
0Star
1,473Fork
29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。
仅显示最近的历史——该仓库超出采集窗口，因此未采集最早的历史记录。
主版本 0次版本 2修订 26
每个点涵盖 3 天。
OpenSSF Scorecard 6.5 / 10
6.5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 |
| 不适用 | Branch-Protection | internal 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 |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 27 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 | 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 8
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | huggingface-hub | >=0.30,<1.4 | pyproject.toml |
| PyPI | jsonargparse | >=4.37,<=4.41 | pyproject.toml |
| PyPI | lightning | >=2.6.1 | pyproject.toml |
| PyPI | psutil | ==7.2.2 | pyproject.toml |
| PyPI | safetensors | >=0.4.3 | pyproject.toml |
| PyPI | tokenizers | >=0.21 | pyproject.toml |
| PyPI | torch | >=2.7 | pyproject.toml |
| PyPI | tqdm | >4.66 | pyproject.toml |
全部依赖 33
来自 GitHub 依赖图的完整解析依赖集合：8 个直接依赖与 25 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 | huggingface-hub | — | 直接 |
| PyPI | jsonargparse | — | 直接 |
| PyPI | lightning | — | 直接 |
| PyPI | psutil | 7.2.2 | 直接 |
| PyPI | safetensors | — | 直接 |
| PyPI | tokenizers | — | 直接 |
| PyPI | torch | — | 直接 |
| PyPI | tqdm | — | 直接 |
| PyPI | bitsandbytes | — | 间接 |
| PyPI | datasets | — | 间接 |
| PyPI | einops | — | 间接 |
| PyPI | lightning-thunder | — | 间接 |
| PyPI | litdata | 0.2.59 | 间接 |
| PyPI | litlogger | — | 间接 |
| PyPI | litserve | — | 间接 |
| PyPI | lm-eval | — | 间接 |
| PyPI | pandas | — | 间接 |
| PyPI | protobuf | — | 间接 |
| PyPI | pyarrow | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-benchmark | — | 间接 |
| PyPI | pytest-dependency | — | 间接 |
| PyPI | pytest-rerunfailures | — | 间接 |
| PyPI | pytest-timeout | — | 间接 |
| PyPI | requests | — | 间接 |
| PyPI | sentencepiece | — | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | tensorboard | — | 间接 |
| PyPI | torchmetrics | — | 间接 |
| PyPI | transformers | — | 间接 |
| PyPI | uvloop | — | 间接 |
| PyPI | wheel | — | 间接 |
| PyPI | zstandard | — | 间接 |
依赖安全公告 0
安装 pypi:litgpt@0.5.13 会引入 43 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": [
"ai",
"artificial-intelligence",
"deep-learning",
"large-language-models",
"llm",
"llm-inference",
"llms"
],
"is_fork": false,
"size_kb": 5876,
"has_wiki": false,
"homepage": "https://lightning.ai",
"languages": {
"Python": 1312144,
"Dockerfile": 803
},
"pushed_at": "2026-07-20T10:24:12Z",
"created_at": "2023-05-04T17:46:11Z",
"owner_type": "Organization",
"updated_at": "2026-07-24T04:41:28Z",
"description": "20+ high-performance LLMs with recipes to pretrain, finetune and deploy at scale.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://lightning.ai/",
"name": "⚡️ Lightning AI ",
"type": "Organization",
"login": "Lightning-AI",
"company": null,
"location": "United States of America",
"followers": 6839,
"avatar_url": "https://avatars.githubusercontent.com/u/58386951?v=4",
"created_at": "2019-12-01T09:42:21Z",
"is_verified": null,
"public_repos": 29,
"account_age_days": 2427
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.5.13",
"kind": "patch",
"published_at": "2026-06-29T15:53:25Z"
},
{
"tag": "v0.5.12",
"kind": "patch",
"published_at": "2025-12-18T15:51:48Z"
},
{
"tag": "v0.5.11",
"kind": "patch",
"published_at": "2025-09-09T18:15:45Z"
},
{
"tag": "v0.5.10",
"kind": "patch",
"published_at": "2025-08-13T13:26:21Z"
},
{
"tag": "v0.5.9",
"kind": "patch",
"published_at": "2025-06-12T20:51:14Z"
},
{
"tag": "v0.5.8",
"kind": "patch",
"published_at": "2025-05-06T10:22:06Z"
},
{
"tag": "v0.5.7",
"kind": "patch",
"published_at": "2025-01-27T20:59:14Z"
},
{
"tag": "v0.5.6",
"kind": "patch",
"published_at": "2025-01-24T16:53:18Z"
},
{
"tag": "v0.5.5",
"kind": "patch",
"published_at": "2025-01-08T20:33:19Z"
},
{
"tag": "v0.5.4",
"kind": "patch",
"published_at": "2024-12-23T13:00:52Z"
},
{
"tag": "v0.5.3",
"kind": "patch",
"published_at": "2024-10-29T20:10:05Z"
},
{
"tag": "v0.5.2",
"kind": "patch",
"published_at": "2024-10-22T16:20:07Z"
},
{
"tag": "v0.5.1",
"kind": "patch",
"published_at": "2024-10-10T15:20:22Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2024-10-04T18:59:47Z"
},
{
"tag": "v0.4.13",
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