公开记录良好
软件健康报告模式 0.11.0 · 指标 1.13.0 · 2026-07-14 21:41 UTC
jbloomaus / saelens
Training Sparse Autoencoders on Language Models
jbloomaus/saelens 的健康指数为 100 分中的 74 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（92/100），最低的是Security（49/100）。 最近一次更新在 1 天前。 近期的大部分工作由 2 位贡献者完成。
74
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。
74
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 | sae-lens指向其他仓库——不计分 | 6.46.0 | 143,736 | 249 | 1 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？
91
开发活跃度
92优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 1 天前 |
| 28.4/36 | 提交节奏 — 52 周中有 41 周有提交 |
| 18/18 | 提交量 — 最近一年 275 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 275 |
| human_commit_share | — |
| days_since_last_push | 1 |
| active_weeks_last_year | 41 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 100 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 1 天前 |
| 27/27 | 发布节奏 — 约每 5.9 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 | 100 |
| latest_release_tag | v6.46.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 1 |
| mean_days_between_releases | 5.9 |
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？
77
流行度与采用
77良好
评分方式
| 51.4/60 | 星标 — 1,471 个星标 |
| 20/25 | 复刻 — 250 个复刻 |
| 5.3/15 | 关注者 — 10 位关注者 |
所用输入
| forks | 250 |
| stars | 1,471 |
| watchers | 10 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
77良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 是 |
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？
59
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 |
| 16.2/22.5 | 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 — 65 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 11 contributing companies or organizations |
所用输入
| bus_factor | 2 |
| contributors_sampled | 65 |
| top_contributor_share | 0.28 |
议题与 PR 响应能力
60中等
评分方式
| 0/46.8 | 议题解决 — 没有议题或无数据 |
| 0/38.3 | PR 接受 — 没有已裁定的拉取请求或无数据 |
| 9/15 | OpenSSF Scorecard：Code-Review — Found 19/30 approved changesets -- score normalized to 6 |
所用输入
| merged_prs | — |
| open_issues | — |
| closed_issues | — |
| issue_closed_ratio | — |
| closed_unmerged_prs | — |
已排除计分（无数据或不适用）：议题解决, PR 接受。 其余权重已重新归一化。
所有权与托管责任
52中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 11.8/25 | 所有者影响力 — decoderesearch 有 43 位关注者 |
| 9.9/25 | 既往记录 — 5 个公开仓库，账户约 2 年 |
所用输入
| followers | 43 |
| owner_type | Organization |
| is_verified | — |
| owner_login | decoderesearch |
| public_repos | 5 |
| account_age_days | 776 |
工程质量
基础的工程与文档实践是否到位？
92
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 5 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 — 22 out of 22 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://decoderesearch.github.io/SAELens/ |
| 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://decoderesearch.github.io/SAELens/ |
| 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？
49
安全态势
49存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 22 out of 22 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 |
| 4.5/7.5 | Code-Review — Found 19/30 approved changesets -- score normalized to 6 |
| 2.5/2.5 | Contributors — project has 11 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 1 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 — 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 | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4.9 |
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。
61
AI 代理上下文与指引
75良好
评分方式
| 45/45 | 代理指令 — CLAUDE.md |
| 0/15 | 机器可读文档（llms.txt） |
| 0/40 | 可读的提交历史 — 无数据 |
所用输入
| has_llms_txt | 否 |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 3,641 |
已排除计分（无数据或不适用）：可读的提交历史。 其余权重已重新归一化。
评分方式
| 18/18 | 一条命令的引导启动 — makefile |
| 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 — 无数据 |
| 0/8 | 自动化维护 — 无数据 |
| 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 | makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
已排除计分（无数据或不适用）：已体现的代理实践, 自动化维护。 其余权重已重新归一化。
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 |
| 54.1/55 | 可控的文件大小 — 采样的 175 个源文件中有 3 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 83,872 |
| source_files_sampled | 175 |
| 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 — notebooks |
所用输入
| example_dirs | notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
1,471GitHub 星标
65贡献者
275最近 12 个月提交数
1距最近推送天数
100发布版本数
2巴士系数（bus factor）
-开放议题
PyPI软件包生态系统数
数据采集警告
- Some issue/PR counts unavailable (search API limit); rerun later
- pypi package 'sae-lens' points at a different repository (https://github.com/decoderesearch/SAELens); excluded from ecosystem scoring
更多细节
OpenSSF Scorecard 4.9 / 10
4.9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 |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 22 out of 22 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 |
| 6 | Code-Review | Found 19/30 approved changesets -- score normalized to 6 |
| 10 | Contributors | project has 11 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 1 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 |
| 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 14
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | transformer-lens | >=2.16.1 | pyproject.toml |
| PyPI | transformers | >=4.38.1,<6.0.0 | pyproject.toml |
| PyPI | plotly | >=5.19.0 | pyproject.toml |
| PyPI | plotly-express | >=0.4.1 | pyproject.toml |
| PyPI | datasets | >=3.1.0 | pyproject.toml |
| PyPI | babe | ^0.0.7 | pyproject.toml |
| PyPI | nltk | ^3.8.1 | pyproject.toml |
| PyPI | safetensors | >=0.4.2,<1.0.0 | pyproject.toml |
| PyPI | mamba-lens | ^0.0.4 | pyproject.toml |
| PyPI | python-dotenv | >=1.0.1 | pyproject.toml |
| PyPI | pyyaml | ^6.0.1 | pyproject.toml |
| PyPI | typing-extensions | ^4.10.0 | pyproject.toml |
| PyPI | simple-parsing | ^0.1.8 | pyproject.toml |
| PyPI | tenacity | >=9.0.0 | pyproject.toml |
全部依赖 247
来自 GitHub 依赖图的完整解析依赖集合：14 个直接依赖与 233 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 | babe | 0.0.7 | 直接 |
| PyPI | datasets | 5.0.0 | 直接 |
| PyPI | mamba-lens | 0.0.4 | 直接 |
| PyPI | nltk | 3.10.0 | 直接 |
| PyPI | plotly | 6.9.0 | 直接 |
| PyPI | plotly-express | 0.4.1 | 直接 |
| PyPI | python-dotenv | 1.2.2 | 直接 |
| PyPI | pyyaml | 6.0.3 | 直接 |
| PyPI | safetensors | 0.8.0 | 直接 |
| PyPI | simple-parsing | 0.1.8 | 直接 |
| PyPI | tenacity | 9.1.4 | 直接 |
| PyPI | transformer-lens | 3.5.1 | 直接 |
| PyPI | transformers | 5.13.1 | 直接 |
| PyPI | typing-extensions | 4.16.0 | 直接 |
| PyPI | accelerate | 1.14.0 | 间接 |
| PyPI | aiohappyeyeballs | 2.7.1 | 间接 |
| PyPI | aiohttp | 3.14.1 | 间接 |
| PyPI | aiosignal | 1.4.0 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | ansible-compat | 26.6.0 | 间接 |
| PyPI | ansible-core | 2.17.14 | 间接 |
| PyPI | ansible-lint | 24.12.2 | 间接 |
| PyPI | anyio | 4.14.2 | 间接 |
| PyPI | appnope | 0.1.4 | 间接 |
| PyPI | asttokens | 3.0.2 | 间接 |
| PyPI | async-timeout | 5.0.1 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | babel | 2.18.0 | 间接 |
| PyPI | backrefs | 7.0 | 间接 |
| PyPI | beartype | 0.22.9 | 间接 |
| PyPI | beautifulsoup4 | 4.15.0 | 间接 |
| PyPI | better-abc | 0.0.3 | 间接 |
| PyPI | bidict | 0.23.1 | 间接 |
| PyPI | black | 26.5.1 | 间接 |
| PyPI | boto3 | 1.43.46 | 间接 |
| PyPI | botocore | 1.43.46 | 间接 |
| PyPI | bracex | 3.0 | 间接 |
| PyPI | certifi | 2026.6.17 | 间接 |
| PyPI | cffi | 2.1.0 | 间接 |
| PyPI | cfgv | 3.5.0 | 间接 |
| PyPI | charset-normalizer | 3.4.9 | 间接 |
| PyPI | choreographer | 1.3.0 | 间接 |
| PyPI | circuitsvis | 1.43.3 | 间接 |
| PyPI | click | 8.4.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | config2py | 0.1.49 | 间接 |
| PyPI | coverage | 7.15.1 | 间接 |
| PyPI | cryptography | 49.0.0 | 间接 |
| PyPI | cuda-bindings | 13.3.1 | 间接 |
| PyPI | cuda-pathfinder | 1.5.6 | 间接 |
| PyPI | cuda-toolkit | 13.0.3 | 间接 |
| PyPI | debugpy | 1.8.21 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | dictionary-learning | 0.1.0 | 间接 |
| PyPI | diffusers | 0.39.0 | 间接 |
| PyPI | dill | 0.4.1 | 间接 |
| PyPI | distlib | 0.4.3 | 间接 |
| PyPI | docstr-coverage | 2.3.2 | 间接 |
| PyPI | docstring-parser | 0.18.0 | 间接 |
| PyPI | dol | 0.3.56 | 间接 |
| PyPI | eai-sparsify | 1.3.0 | 间接 |
| PyPI | einops | 0.8.2 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fancy-einsum | 0.0.3 | 间接 |
| PyPI | filelock | 3.29.7 | 间接 |
| PyPI | frozenlist | 1.8.0 | 间接 |
| PyPI | fsspec | 2026.4.0 | 间接 |
| PyPI | ghp-import | 2.1.0 | 间接 |
| PyPI | gitdb | 4.0.12 | 间接 |
| PyPI | gitpython | 3.1.51 | 间接 |
| PyPI | gprof2dot | 2025.4.14 | 间接 |
| PyPI | graze | 0.1.42 | 间接 |
| PyPI | griffe | 1.15.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | hf-xet | 1.5.1 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | huggingface-hub | 1.23.0 | 间接 |
| PyPI | i2 | 0.1.64 | 间接 |
| PyPI | identify | 2.6.19 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | importlib-metadata | 9.0.0 | 间接 |
| PyPI | importlib-resources | 7.1.0 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 7.3.0 | 间接 |
| PyPI | ipython | 8.39.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | jaxtyping | 0.3.7 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jmespath | 1.1.0 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter-client | 8.9.1 | 间接 |
| PyPI | jupyter-core | 5.9.1 | 间接 |
| PyPI | kaleido | 1.3.0 | 间接 |
| PyPI | llvmlite | 0.48.0 | 间接 |
| PyPI | logistro | 2.0.1 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | matplotlib-inline | 0.2.2 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mergedeep | 1.3.4 | 间接 |
| PyPI | mike | 2.2.0 | 间接 |
| PyPI | mkdocs | 1.6.1 | 间接 |
| PyPI | mkdocs-autorefs | 1.4.4 | 间接 |
| PyPI | mkdocs-get-deps | 0.2.2 | 间接 |
| PyPI | mkdocs-material | 9.7.6 | 间接 |
| PyPI | mkdocs-material-extensions | 1.3.1 | 间接 |
| PyPI | mkdocs-redirects | 1.2.3 | 间接 |
| PyPI | mkdocs-section-index | 0.3.12 | 间接 |
| PyPI | mkdocstrings | 0.25.2 | 间接 |
| PyPI | mkdocstrings-python | 1.10.9 | 间接 |
| PyPI | mpmath | 1.3.0 | 间接 |
| PyPI | multidict | 6.7.1 | 间接 |
| PyPI | multiprocess | 0.70.19 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | narwhals | 2.23.0 | 间接 |
| PyPI | natsort | 8.4.0 | 间接 |
| PyPI | nest-asyncio2 | 1.7.2 | 间接 |
| PyPI | networkx | 3.4.2 | 间接 |
| PyPI | nnsight | 0.3.7 | 间接 |
| PyPI | nodeenv | 1.10.0 | 间接 |
| PyPI | numba | 0.66.0 | 间接 |
| PyPI | numpy | 2.2.6 | 间接 |
| PyPI | nvidia-cublas | 13.1.1.3 | 间接 |
| PyPI | nvidia-cuda-cupti | 13.0.85 | 间接 |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | 间接 |
| PyPI | nvidia-cuda-runtime | 13.0.96 | 间接 |
| PyPI | nvidia-cudnn-cu13 | 9.20.0.48 | 间接 |
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原始 JSON 报告 机器可读
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{
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"key": "security",
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"name": "Security",
"value": 49,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": null,
"notes": [],
"value": 49,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 4.9
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "22 out of 22 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 19/30 approved changesets -- score normalized to 6",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 11 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "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": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 61,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 3641
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 62,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"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": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"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": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 83872,
"source_files_sampled": 175,
"oversized_source_files": 3
},
"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": "3/175 source files over 60KB",
"points": 54.1,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 175,
"oversized": 3
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"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": "notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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": [
"Some issue/PR counts unavailable (search API limit); rerun later",
"pypi package 'sae-lens' points at a different repository (https://github.com/decoderesearch/SAELens); excluded from ecosystem scoring"
],
"report_type": "repository",
"generated_at": "2026-07-14T21:41:51.259429Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jbloomaus/saelens.svg",
"full_name": "jbloomaus/saelens",
"license_state": "standard",
"license_spdx": "MIT"
}