公开记录存在风险
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-31 04:46 UTC
mosaicml / examples
Fast and flexible reference benchmarks
mosaicml/examples 的健康指数为 100 分中的 49 分，处于「存在风险」区间。 其得分最高的类别是Sustainability & Governance（76/100），最低的是Security（21/100）。 最近一次更新在 127 天前。 近期的大部分工作由 4 位贡献者完成。
49
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。
49
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
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？
30
开发活跃度
15危急
评分方式
| 9.9/36 | 推送新近度 — 最近一次推送于 127 天前 |
| 0.7/36 | 提交节奏 — 52 周中有 1 周有提交 |
| 2.7/18 | 提交量 — 最近一年 1 次提交 |
| 0/10 | OpenSSF Scorecard：Maintained — 无数据 |
所用输入
| commits_last_year | 1 |
| human_commit_share | 1 |
| days_since_last_push | 127 |
| active_weeks_last_year | 1 |
发布纪律
52中等
评分方式
| 27/27 | 有发布版本 — 已发布 2 个发布版本 |
| 0/36 | 发布时效 — 最近一次发布版本于 1,207 天前 |
| 19.8/27 | 发布节奏 — 约每 55 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 2 |
| latest_release_tag | v0.0.4 |
| releases_from_tags | 否 |
| days_since_latest_release | 1,207 |
| mean_days_between_releases | 55 |
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？
59
流行度与采用
67中等
评分方式
| 43.3/60 | 星标 — 466 个星标 |
| 17.7/25 | 复刻 — 133 个复刻 |
| 5.8/15 | 关注者 — 12 位关注者 |
所用输入
| forks | 133 |
| stars | 466 |
| watchers | 12 |
| 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（Apache-2.0） |
| 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 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| 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？
76
维护者韧性（巴士系数）
84良好
评分方式
| 43.2/54 | 巴士系数 — 4 位贡献者贡献了半数提交 |
| 18.7/22.5 | 提交分布 — 头号贡献者编写了 17% 的提交 |
| 13.5/13.5 | 贡献者广度 — 36 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — 无数据 |
所用输入
| bus_factor | 4 |
| contributors_sampled | 36 |
| top_contributor_share | 0.167 |
议题与 PR 响应能力
72良好
评分方式
| 29.4/46.8 | 议题解决 — 63% 的议题已关闭 |
| 32/38.3 | PR 接受 — 已裁定的 PR 中 337/403 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — 无数据 |
所用输入
| merged_prs | 337 |
| open_issues | 16 |
| closed_issues | 27 |
| issue_closed_ratio | 0.628 |
| closed_unmerged_prs | 66 |
所有权与托管责任
70良好
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 21.9/25 | 所有者影响力 — mosaicml 有 1,098 位关注者 |
| 17.9/25 | 既往记录 — 7 个公开仓库，账户约 5 年 |
所用输入
| followers | 1,098 |
| owner_type | Organization |
| is_verified | — |
| owner_login | mosaicml |
| public_repos | 7 |
| account_age_days | 2,071 |
工程质量
基础的工程与文档实践是否到位？
53
工程实践
62中等
评分方式
| 0/24 | CI 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 |
| 0/20 | OpenSSF Scorecard：CI-Tests — 无数据 |
所用输入
| has_ci | 否 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
40存在风险
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 0/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 否 |
| homepage | — |
| 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？
21
安全态势
1危急
评分方式
| 0/30 | 安全策略（SECURITY.md） |
| 0/25 | Dependabot 配置 |
| 0/25 | 依赖锁定文件 |
| 0/20 | CodeQL 工作流 |
所用输入
| source | file_signals |
| lockfiles | — |
| manifests | pyproject.toml |
| has_codeql_workflow | 否 |
| has_security_policy | 否 |
| has_dependabot_config | 否 |
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 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 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 | 308 |
| affected_packages | 10 |
| assessed_packages | 28 |
| unassessed_packages | 6 |
| affected_by_severity | critical 3, high 3, moderate 1, unknown 3 |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 28 个已解析依赖与 OSV 比对。 有 6 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 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。
41
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 — 100 次人类提交中有 93 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 | 0.93 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
37存在风险
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 |
| 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 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — 无数据 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — Shell，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 81 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Shell |
| largest_source_bytes | 47,605 |
| source_files_sampled | 81 |
| oversized_source_files | 0 |
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, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
466GitHub 星标
36贡献者
1最近 12 个月提交数
127距最近推送天数
2发布版本数
4巴士系数（bus factor）
16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
- Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity
- OpenSSF Scorecard did not return a usable result (2026/07/31 04:46:01 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks
更多细节
Star 与 Fork 历史 0 ★ / 133 ⇿
0Star
133Fork
2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 0修订 2
每个点涵盖 4 天。
全部依赖 34
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 34 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 | boto3 | 1.26.134 | 间接 |
| PyPI | botocore | 1.29.154 | 间接 |
| PyPI | composer | 0.14.1 | 间接 |
| PyPI | composer | 0.15.0 | 间接 |
| PyPI | composer | 0.15.1 | 间接 |
| PyPI | datasets | 2.14.6 | 间接 |
| PyPI | diffusers | 0.11.1 | 间接 |
| PyPI | einops | 0.5.0 | 间接 |
| PyPI | faiss-cpu | 1.7.4 | 间接 |
| PyPI | gradio | 3.33.1 | 间接 |
| PyPI | instructorembedding | 1.0.0 | 间接 |
| PyPI | langchain | 0.0.205 | 间接 |
| PyPI | mmsegmentation | 0.22.0 | 间接 |
| PyPI | mosaicml | — | 间接 |
| PyPI | mosaicml-cli | 0.4.17 | 间接 |
| PyPI | mosaicml-cli | 0.4.4 | 间接 |
| PyPI | mosaicml-streaming | 0.4.1 | 间接 |
| PyPI | oauthlib | — | 间接 |
| PyPI | omegaconf | — | 间接 |
| PyPI | omegaconf | 2.2.3 | 间接 |
| PyPI | omegaconf | 2.3.0 | 间接 |
| PyPI | pydantic | 1.10.10 | 间接 |
| PyPI | scipy | 1.11.1 | 间接 |
| PyPI | sentencepiece | 0.1.97 | 间接 |
| PyPI | sentencepiece | 0.1.99 | 间接 |
| PyPI | torch | — | 间接 |
| PyPI | torch | 1.13.1 | 间接 |
| PyPI | torchvision | — | 间接 |
| PyPI | transformers | 4.25.1 | 间接 |
| PyPI | transformers | 4.28.1 | 间接 |
| PyPI | transformers | 4.29.2 | 间接 |
| PyPI | triton | 2.0.0.dev20221103 | 间接 |
| PyPI | xformers | — | 间接 |
| PyPI | xformers | 0.0.20 | 间接 |
依赖安全公告 10
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 28 个包，其中也包含从不交付的开发与测试版本固定：10 个存在已知公告，0 个为直接依赖。 有 6 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| gradio | 3.33.1 | 间接 | 严重 | 78 | 6.16.0 |
| langchain | 0.0.205 | 间接 | 严重 | 41 | 2.8.5 |
| torch | 1.13.1 | 间接 | 严重 | 28 | 2.13.0 |
| diffusers | 0.11.1 | 间接 | 高 | 5 | 0.38.0 |
| sentencepiece | 0.1.97 | 间接 | 高 | 2 | 0.2.1 |
| sentencepiece | 0.1.99 | 间接 | 高 | 2 | 0.2.1 |
| pydantic | 1.10.10 | 间接 | 中 | 2 | 2.4.0 |
| transformers | 4.25.1 | 间接 | 未知 | 50 | — |
| transformers | 4.28.1 | 间接 | 未知 | 50 | — |
| transformers | 4.29.2 | 间接 | 未知 | 50 | — |
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": 62853,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 2848
},
"pushed_at": "2026-03-25T20:11:02Z",
"created_at": "2022-06-08T18:37:33Z",
"owner_type": "Organization",
"updated_at": "2026-06-30T16:41:52Z",
"description": "Fast and flexible reference benchmarks",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Shell",
"significant_languages": [
"Shell"
]
},
"owner": {
"blog": "https://www.databricks.com/research/mosaic",
"name": "Databricks Mosaic Research",
"type": "Organization",
"login": "mosaicml",
"company": null,
"location": "United States of America",
"followers": 1098,
"avatar_url": "https://avatars.githubusercontent.com/u/75143706?v=4",
"created_at": "2020-11-27T21:10:09Z",
"is_verified": null,
"public_repos": 7,
"account_age_days": 2071
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": null,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.0.4",
"kind": "patch",
"published_at": "2023-04-11T01:44:00Z"
},
{
"tag": "v0.0.3",
"kind": "patch",
"published_at": "2023-02-15T02:45:02Z"
}
],
"recent_commits": [
{
"oid": "c5b7b87c63c68003074741d43dcdb6f40968bc35",
"body": "Co-authored-by: Isaac",
"is_bot": false,
"headline": "Remove GitHub Actions workflows (#459)",
"author_name": "Abhay Gupta",
"author_login": "gupta-abhay",
"committed_at": "2026-03-25T20:10:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "daddaeff7a535273ff984b0134da4839c70a45b3",
"body": null,
"is_bot": false,
"headline": "Pin sd fine-tuning yamls to working commit (#448)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2024-02-06T06:11:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fa3d60e71f1a9b10dc8b0c6b3933d55849234def",
"body": "* update mcloud yamls + requirements for sd and sd-dreambooth",
"is_bot": false,
"headline": "update mcloud yamls + requirements for sd and sd-dreambooth (#446)",
"author_name": "Austin",
"author_login": "A-Jacobson",
"committed_at": "2024-02-06T02:05:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7003793b15ad0ee28bc09d0fceb91eb2d0104961",
"body": "image and compute",
"is_bot": false,
"headline": "Bump images for llama2 and update compute (#436)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-09-19T02:39:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1813eafaf1a16fcecb2a49127acebd650660ef34",
"body": "0.1.40",
"is_bot": false,
"headline": "Bump inference image 0.1.40 (#435)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-09-06T22:33:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5f0e36af276697565f9f7b30c47c3b5d54a1d8b",
"body": "This PR is just to pin the commit version of the examples repo",
"is_bot": false,
"headline": "pin examples repo (#434)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-09-01T00:13:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "686e73ccc146a9f7afba3e0ed6d5a72bab0d1eb3",
"body": "Created a demo on how to use MosaicML products, Langchain, and FAISS to create a chatbot!\r\nThis PR covers how to get GitHub data, how to convert it into MDS format, how to use that data to fine-tune our model, and how to run retrieval on it to create a chatbot in a gradio app. It also offers different ways to improve the retrieval process to get even better results. Huge thanks to @dakinggg !",
"is_bot": false,
"headline": "Support bot (#378)",
"author_name": "Vincent Chen",
"author_login": "vinchenzo-db",
"committed_at": "2023-08-31T23:21:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6c0ebe06d914a2be438f30c73fe9fa0ab73dacb9",
"body": "* better examples\r\n\r\n* default open\r\n\r\n* llama2 lint",
"is_bot": false,
"headline": "Llama2 example + better no-code deployment docs (#433)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-08-30T01:00:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c233b5402ce77456c49e90ebb2e93359c19ff756",
"body": "* use latest image\r\n\r\n* bump version",
"is_bot": false,
"headline": "Fix no code image version (#432)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-08-28T23:02:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "29e298c3adbbdf342da3121d02dd099429180b60",
"body": "* wip\r\n\r\n* update\r\n\r\n* done",
"is_bot": false,
"headline": "no code examples (#429)",
"author_name": "Roshan Regula",
"author_login": "RR4787",
"committed_at": "2023-08-17T22:44:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b7b86ad5e9070b965cca9047d1513bab2bc133f3",
"body": "fix typo",
"is_bot": false,
"headline": "Fix typo in path (#430)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-08-11T21:28:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a18e2c0db226b7118ed7ebbaecd8edb57dc59335",
"body": "* typo\r\n\r\n* update bf16 --> amp_bf16 in bert yamls\r\n\r\n* update mcloud yamls to run on mosaicml/examples main branch with correct file structure\r\n\r\n* updated git repo branch in 40gb yaml",
"is_bot": false,
"headline": "Update BERT yamls for compatibility with main branch (#427)",
"author_name": "jacobfulano",
"author_login": "jacobfulano",
"committed_at": "2023-08-03T18:14:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d86f1ba0010d80eb5ab5fbafda0b036a572fc4c1",
"body": null,
"is_bot": false,
"headline": "fix streaming handler (#424)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-07-27T19:56:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "845bfe23c77316264d5dd6e2a6b7c46cefa4519a",
"body": "update",
"is_bot": false,
"headline": "Fix yaml (#423)",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-26T18:50:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d4d7d4458dfad8b7d88eccd416856c5d78c36b01",
"body": "…name (#422)\n\n* fixed git commit and handler name\r\n\r\n* use latest commit\r\n\r\n* updated image versions to 0.1.16\r\n\r\n* lint",
"is_bot": false,
"headline": "Updated inference mpt yaml with new git commit and corrected handler …",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-25T01:30:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df65ce9448f2e4c7803f7082930f80c8dc4e8fe1",
"body": "* add gcp commit to yaml\r\n\r\n* Update mpt_7b_instruct_ft.yaml\r\n\r\nlittle typo\r\n\r\n---------\r\n\r\nCo-authored-by: Margaret Qian <margaret.qian@MacBook-Pro.local>\r\nCo-authored-by: tianshuc <135737595+tianshuc@users.noreply.github.com>",
"is_bot": false,
"headline": "Add gcp commit to yaml (#421)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-21T00:40:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d1cd9293b3eb943d38e912a3b9f4abd8bad52b5b",
"body": "Make FT handler download from GCP (#417)\r\n\r\n* Make FT handler download from GCP\r\n\r\n* lint\r\n\r\n* fix lint\r\n\r\n---------\r\n\r\nCo-authored-by: Ajay Saini <ajay@mosaicml.com>\r\nCo-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Add GCP downloader in example (#419)",
"author_name": "tianshuc",
"author_login": "tianshuc",
"committed_at": "2023-07-20T22:19:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fb449f8106811f216aa1938df85cc2bdaf5df998",
"body": "… for conversion script (#415)\n\nupdate commit",
"is_bot": false,
"headline": "Update llm-foundry commit for allowing trust_remote_code in tokenizer…",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-07-14T07:08:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a61497fde56ba9dac3212fd5c5310f79f1c36a55",
"body": null,
"is_bot": false,
"headline": "Remove docker workflow (#412)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-07-07T00:30:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cf51b2e2e1e8d3c6cd527b72dc1fcdc3be7c7ffe",
"body": "* update instructor yamls",
"is_bot": false,
"headline": "Update instructor yamls (#409)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-07-06T23:45:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "625e1ed9e4dff3eee6922d45cfa37f0ee9cebef1",
"body": null,
"is_bot": false,
"headline": "Pin foundry and fix a minor yaml change with latest foundry (#410)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-07-06T16:52:46Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b747d40cc1b080ba6c8849f055b02b5acbdaad2",
"body": "* fix\r\n\r\n* bump image",
"is_bot": false,
"headline": "Specify gpu num in 30b yaml (#404)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:34:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da0be56e9bc07840919fd5d235686e1207aa603e",
"body": "fix",
"is_bot": false,
"headline": "Fix pydantic version (#405)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T18:12:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5eaea5ccdc0809a64bf4ebb8ef8c23e0ad359f0",
"body": "update commit",
"is_bot": false,
"headline": "Update commit for replit yaml (#403)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:20:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63b6e009a36768fcc295c6676c7a775715f45e91",
"body": "* tokenizer update\r\n\r\n* replit",
"is_bot": false,
"headline": "Allow clean_up_tokenization_spaces parameters for mpt handler (#402)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-30T06:06:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d62a7285b34b637d3b8a4321715bc91ed7827919",
"body": null,
"is_bot": false,
"headline": "Use FT in end-to-end example (#395)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-27T18:49:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "307ae2547ceed97223f1ca23a2379ec2cddbd434",
"body": null,
"is_bot": false,
"headline": "Add secrets check as part of pre-commit (#398)",
"author_name": "Karan Jariwala",
"author_login": "karan6181",
"committed_at": "2023-06-26T16:21:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2d9b0ede4363e48e2d487b7adf7dc0f93ed95e69",
"body": "fix mpt 7b yamls",
"is_bot": false,
"headline": "Fix mpt 7b yamls (#397)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:44:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba7946c404b36bbcc24c9efabb085bc9c6b2aeca",
"body": "* Add 30b yaml",
"is_bot": false,
"headline": "Add new yaml (#394)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T21:35:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0402412ae7c81f779546d08a66bb2720e950d09a",
"body": "* Update 06b_deploy_embedding_model.yaml\r\n\r\nNew image + compute params + update command",
"is_bot": false,
"headline": "Update 06b_deploy_embedding_model.yaml (#393)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-22T20:36:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "47e2abfa9f4f695b28effb3e16ab6494414d928c",
"body": "* add mentions of 30b\n\n* more comments\n\n* update",
"is_bot": false,
"headline": "Update documentation (#392)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-22T15:48:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "27230fa1c883c17a2a45a3762239ff7f5b0ef8ce",
"body": null,
"is_bot": false,
"headline": "Update MPT Handler (#390)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-22T04:24:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "828001480091b17407756a56eb6ea6ab092433ba",
"body": "This reverts commit 1a0492376cb1fc0b83e6e5db1e6edbb06c60c175.",
"is_bot": false,
"headline": "Enable CodeQL for pull requests (#374)",
"author_name": "bandish-shah",
"author_login": "bandish-shah",
"committed_at": "2023-06-21T23:32:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "efbcadf774b339ed0ffaa6e655d75d64c12e2564",
"body": null,
"is_bot": false,
"headline": "update yamls (#380)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-21T06:31:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "434c3d370d3176afbdd2d380e6ef1d4d79b6917d",
"body": null,
"is_bot": false,
"headline": "Add extra comment about how to turn on wandb (#376)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T23:44:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2515a73e8020d97e3d08eb6d02e4987185329294",
"body": null,
"is_bot": false,
"headline": "End to end retrieval QA example (#352)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-20T21:36:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcc4c4dff002d282a2f432ccfcab4b61dc6a53af",
"body": null,
"is_bot": false,
"headline": "Fix for multi-gpu inference (#363)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-16T18:18:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "000eedf1656097807b1c019fee1c8bfdef47d982",
"body": null,
"is_bot": false,
"headline": "Update compute in MPT YAMLs (#369)",
"author_name": "Ajay Saini",
"author_login": "ajaysaini725",
"committed_at": "2023-06-16T01:32:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59a8c02550fa96aadb8ab1f2c042107acff6e77f",
"body": "one more ssh_clone",
"is_bot": false,
"headline": "Set ssh_clone false for llm-foundry (#368)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:51:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1534a7d850bea0eb5e54d434ffeff59f70446373",
"body": "update commit",
"is_bot": false,
"headline": "Update mpt-instruct-ft yaml (#367)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T22:15:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f518b29590230763b10e50e80180ff943b3ebb4e",
"body": "Cleaning up a bit of typos and style.",
"is_bot": false,
"headline": "Update README.md (#366)",
"author_name": "Hagay Lupesko",
"author_login": "lupesko",
"committed_at": "2023-06-15T21:37:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "51802bd428d85792ad5db679782bdc8d9ba01405",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change\r\n\r\n* update commit",
"is_bot": false,
"headline": "Update commit (#362)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:44:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0b348f765c8ba6b2896a6a0834446bfc4a333811",
"body": "* forgot one\r\n\r\n* update 7b\r\n\r\n* storywriter\r\n\r\n* only handler change",
"is_bot": false,
"headline": "Fix mpt 7b handler (#361)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T20:33:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75e068f90c613a2cced553c5dc449d98c5470454",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Downloader for MPT faster transformers checkpoint conversion (#359)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-15T19:53:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd16fe3eb6712e0c76211ef0e68ec5920d2947e6",
"body": null,
"is_bot": false,
"headline": "Modify model handlers to take in new request structure (#349)",
"author_name": "Jeffrey Chen",
"author_login": "Glabred",
"committed_at": "2023-06-14T19:36:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "feb5a703311eb502643170ef1b061102311b6582",
"body": "Co-authored-by: Jeffrey Chen <jeffrey@mosaicml.com>",
"is_bot": false,
"headline": "Update image version (#357)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-14T19:29:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fadb4d3fa89ece4345c1571959b4e9d59f97a76",
"body": "* instructor readme\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update examples/inference-deployments/instructor/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n* Update README.md\r\n\r\nAdd langchain instructions\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/instructor README (#356)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T21:30:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "06592a1c1960d10507fce6c9fc60dd1fb2ccb600",
"body": "* The diffusion readme about how diffusion doesn't work\r\n\r\n* nit\r\n\r\n* Update examples/inference-deployments/mosaic_diffusion/README.md\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inf/diffusion README (#354)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T20:49:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8850cb40911c40331946012a7b8dec5642981377",
"body": "* Examples/inference/mpt README\r\n\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Examples/inference/mpt README updates (#350)",
"author_name": "Sakshi Gupta",
"author_login": "sakshigupta93",
"committed_at": "2023-06-13T16:25:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5aeac41c11db7b967720447c66f11f6c6a1d2842",
"body": "* mpt instruct ft yaml\r\n\r\n* pin versions",
"is_bot": false,
"headline": "Add mpt instruct faster transformers yaml (#353)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-13T01:03:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aab5ef7315715509cff9e08e862d41b3cbac83ad",
"body": "* update ft handler for go server and other tweaks",
"is_bot": false,
"headline": "Update MPT FT handler to work with go server (#346)",
"author_name": "Asfandyar Qureshi",
"author_login": "asfandyarq",
"committed_at": "2023-06-09T17:19:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5efc527a2460373c13b125d7537dbd8d2e946245",
"body": "pinning",
"is_bot": false,
"headline": "Pinning version for mpt yamls (#345)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T23:10:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "060a847ef07971fa010d61c5fcfeaae838c7505d",
"body": "use git_commit",
"is_bot": false,
"headline": "Use git_commit in example yaml (#344)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-08T01:09:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "703f331e07bbe60c5c9db3ae5f876bb5dc3c19b2",
"body": "Co-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "FasterTransformer model handler for the mpt series (#340)",
"author_name": "Daya Khudia",
"author_login": "dskhudia",
"committed_at": "2023-06-08T00:44:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c92d827ebf76dd0a52bcec1ed63c0bab3730764e",
"body": "* update models to work with batching and go server\r\n\r\n* wip\r\n\r\n* fix\r\n\r\n* fix mpt\r\n\r\n* revert\r\n\r\n* lint\r\n\r\n* lint\r\n\r\n* lint and pr comments\r\n\r\n* wip\r\n\r\n* done\r\n\r\n---------\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update inference models to work with batching and go server (#341)",
"author_name": "Roshan Regula",
"author_login": "RR4787",
"committed_at": "2023-06-08T00:22:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "55e1bfcbe6984f970e4b951a2d373e0e68962a31",
"body": "update ssh_clone\r\n\r\nCo-authored-by: Daniel King <43149077+dakinggg@users.noreply.github.com>",
"is_bot": false,
"headline": "Update example yaml to work without git secrets (#342)",
"author_name": "Margaret Qian",
"author_login": "margaretqian",
"committed_at": "2023-06-07T18:07:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "44bc9baaf9e6d2514d19272e0b8852a6400792be",
"body": "* fix deeplab args\r\n* pin streaming everywhere",
"is_bot": false,
"headline": "Fixing a couple CI issues and pin streaming everywhere (#343)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-06-07T16:03:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7768cc6939093e3a6b86ce8b2d2ba4c10d592500",
"body": null,
"is_bot": false,
"headline": "Begin restructuring (#333)",
"author_name": "Daniel King",
"author_login": "dakinggg",
"committed_at": "2023-05-31T20:12:43Z",
"body_truncated": false,
"is_coding_agent": false
},
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}
],
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}
]
},
{
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{
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}
],
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"Iran",
"North Korea"
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}
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}
],
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},
{
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"value": 41,
"weight": 0,
"metrics": [
{
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"agent_instruction_files": [],
"agent_instruction_max_bytes": null
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"components": [
{
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"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
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{
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
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"points": 40,
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"sampled": 100
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{
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"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
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"bootstrap_files": [],
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"has_linter_config": true,
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"toolchain_manifests": [],
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"components": [
{
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"points": 0,
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"details": [],
"max_points": 18
},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
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"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
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"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
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"max_points": 11
},
{
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"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
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"max_points": 8
},
{
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"detail": "OpenSSF Scorecard unavailable",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
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"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
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"largest_source_bytes": 47605,
"source_files_sampled": 81,
"oversized_source_files": 0
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],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/81 source files over 60KB",
"points": 55,
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"details": [
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}
],
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]
},
{
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"inputs": {
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},
"components": [
{
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"detail": null,
"points": 0,
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"details": [],
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{
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"points": 0,
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"details": [],
"max_points": 20
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{
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}
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}
],
"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."
}
],
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},
"warnings": [
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"Advisory severity resolved for 120 of 189 advisories (lookup cap); the remainder are reported as unknown severity",
"OpenSSF Scorecard did not return a usable result (2026/07/31 04:46:01 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
],
"report_type": "repository",
"generated_at": "2026-07-31T04:46:27.483151Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mosaicml/examples.svg",
"full_name": "mosaicml/examples",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}