公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 12:42 UTC
michaelellis003 / smcx
State-space inference in JAX: Kalman and particle filters, tempered SMC, and SMC²
michaelellis003/smcx 的健康指数为 100 分中的 67 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（96/100），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 1 位贡献者完成。
67
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。
67
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 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | smcx | 1.14.8 | - | 50 | 0 天前 | jaxparticle-filterkalman-filtersequential-monte-carlobayesian-inferenceapple-siliconstate-space-modelshidden-markov-models |
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？
75
开发活跃度
65中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 1.4/36 | 提交节奏 — 52 周中有 2 周有提交 |
| 18/18 | 提交量 — 最近一年 326 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 326 |
| human_commit_share | 0.98 |
| days_since_last_push | 0 |
| active_weeks_last_year | 2 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 49 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 0.1 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 | 49 |
| latest_release_tag | v1.14.8 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0.1 |
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
5危急
评分方式
| 4.9/60 | 星标 — 3 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 0 |
| stars | 3 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
92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 |
| 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 | 是 |
| 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？
54
维护者韧性（巴士系数）
10危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0/22.5 | 提交分布 — 头号贡献者编写了 100% 的提交 |
| 1.4/13.5 | 贡献者广度 — 1 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
议题与 PR 响应能力
76良好
评分方式
| 38.2/46.8 | 议题解决 — 82% 的议题已关闭 |
| 37.8/38.3 | PR 接受 — 已裁定的 PR 中 159/161 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 159 |
| open_issues | 11 |
| closed_issues | 49 |
| issue_closed_ratio | 0.817 |
| closed_unmerged_prs | 2 |
所有权与托管责任
48存在风险
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 7.5/25 | 所有者影响力 — michaelellis003 有 10 位关注者 |
| 21/25 | 既往记录 — 16 个公开仓库，账户约 8 年 |
所用输入
| followers | 10 |
| owner_type | User |
| is_verified | — |
| owner_login | michaelellis003 |
| public_repos | 16 |
| account_age_days | 2,943 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
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 0 天前 |
| 20/20 | 版本历史 — 50 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 | smcx |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 0 |
工程质量
基础的工程与文档实践是否到位？
96
工程实践
100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 |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 是 |
| 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://michaelellis003.github.io/smcx/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 10 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | bayesian-inference, hidden-markov-models, jax, particle-filter, python, sequential-monte-carlo, smc, ssm, state-space-models, kalman-filter |
| has_wiki | 否 |
| homepage | https://michaelellis003.github.io/smcx/ |
| 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？
60
安全态势
50中等
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 — 16 out of 16 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 |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — 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 30 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file 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 | 5 |
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 | 0 |
| affected_packages | 0 |
| assessed_packages | 137 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| 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 137 个已解析依赖与 OSV 比对。 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。
71
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 — 98 次人类提交中有 98 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 | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — src/smcx/py.typed |
| 10/10 | 可复现环境 — lockfile |
| 0/10 | 已体现的代理实践 — 最近 100 次提交中没有代理编写的提交 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 2 次为自动依赖更新 |
| 10/10 | OpenSSF Scorecard：Pinned-Dependencies — all dependencies are pinned |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | src/smcx/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.02 |
面向模型的代码可读性
81良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（src/smcx/py.typed） |
| 54.2/55 | 可控的文件大小 — 采样的 73 个源文件中有 1 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 73,457 |
| source_files_sampled | 73 |
| oversized_source_files | 1 |
关键数据
3GitHub 星标
1贡献者
326最近 12 个月提交数
0距最近推送天数
49发布版本数
1巴士系数（bus factor）
11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
- deps.dev does not index pypi:smcx@1.14.8; advisories assessed against the repository dependency graph instead
更多细节
OpenSSF Scorecard 5.0 / 10
5.0综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 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 | 16 out of 16 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 |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 0 | Dangerous-Workflow | 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 30 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file 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 4
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | jax | >=0.10,<0.11 | pyproject.toml |
| PyPI | jaxlib | >=0.10,<0.11 | pyproject.toml |
| PyPI | jaxtyping | >=0.3.7 | pyproject.toml |
| PyPI | numpy | >=2.2.6 | pyproject.toml |
全部依赖 137
来自 GitHub 依赖图的完整解析依赖集合：5 个直接依赖与 132 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 | jax | 0.10.2 | 直接 |
| PyPI | jaxlib | 0.10.2 | 直接 |
| PyPI | jaxtyping | 0.3.11 | 直接 |
| PyPI | numpy | 2.4.6 | 直接 |
| PyPI | numpy | 2.5.1 | 直接 |
| PyPI | appnope | 0.1.4 | 间接 |
| PyPI | arviz | 0.23.4 | 间接 |
| PyPI | arviz | 1.2.0 | 间接 |
| PyPI | arviz-base | 1.2.0 | 间接 |
| PyPI | arviz-plots | 1.2.0 | 间接 |
| PyPI | arviz-stats | 1.2.0 | 间接 |
| PyPI | asttokens | 3.0.2 | 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 | bleach | 6.4.0 | 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 | click | 8.4.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | contourpy | 1.3.3 | 间接 |
| PyPI | coverage | 7.15.1 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | debugpy | 1.8.21 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | distlib | 0.4.3 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | filelock | 3.29.7 | 间接 |
| PyPI | fonttools | 4.63.0 | 间接 |
| PyPI | ghp-import | 2.1.0 | 间接 |
| PyPI | griffelib | 2.1.0 | 间接 |
| PyPI | h5netcdf | 1.8.1 | 间接 |
| PyPI | h5py | 3.16.0 | 间接 |
| PyPI | identify | 2.6.19 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 7.3.0 | 间接 |
| PyPI | ipython | 9.15.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | jax-mps | 0.10.10 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | jinja2 | 3.1.6 | 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 | jupyterlab-pygments | 0.3.0 | 间接 |
| PyPI | jupytext | 1.19.4 | 间接 |
| PyPI | kiwisolver | 1.5.0 | 间接 |
| PyPI | lazy-loader | 0.5 | 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 | 3.11.0 | 间接 |
| PyPI | matplotlib-inline | 0.2.2 | 间接 |
| PyPI | mdit-py-plugins | 0.6.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mergedeep | 1.3.4 | 间接 |
| PyPI | mistune | 3.3.3 | 间接 |
| PyPI | mkdocs | 1.6.1 | 间接 |
| PyPI | mkdocs-autorefs | 1.4.4 | 间接 |
| PyPI | mkdocs-gen-files | 0.6.1 | 间接 |
| PyPI | mkdocs-get-deps | 0.2.2 | 间接 |
| PyPI | mkdocs-jupyter | 0.26.3 | 间接 |
| PyPI | mkdocs-literate-nav | 0.6.3 | 间接 |
| PyPI | mkdocs-material | 9.7.6 | 间接 |
| PyPI | mkdocs-material-extensions | 1.3.1 | 间接 |
| PyPI | mkdocstrings | 1.0.6 | 间接 |
| PyPI | mkdocstrings-python | 2.0.5 | 间接 |
| PyPI | ml-dtypes | 0.5.4 | 间接 |
| PyPI | nbclient | 0.11.0 | 间接 |
| PyPI | nbconvert | 7.17.1 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | nest-asyncio2 | 1.7.2 | 间接 |
| PyPI | nodeenv | 1.10.0 | 间接 |
| PyPI | opt-einsum | 3.4.0 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | paginate | 0.5.7 | 间接 |
| PyPI | pandas | 3.0.3 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.7 | 间接 |
| PyPI | pathspec | 1.1.1 | 间接 |
| PyPI | pexpect | 4.9.0 | 间接 |
| PyPI | pillow | 12.3.0 | 间接 |
| PyPI | platformdirs | 4.10.0 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | pre-commit | 4.6.0 | 间接 |
| PyPI | prompt-toolkit | 3.0.52 | 间接 |
| PyPI | properdocs | 1.6.7 | 间接 |
| PyPI | psutil | 7.2.2 | 间接 |
| PyPI | ptyprocess | 0.7.0 | 间接 |
| PyPI | pure-eval | 0.2.3 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pymdown-extensions | 11.0.1 | 间接 |
| PyPI | pyparsing | 3.3.2 | 间接 |
| PyPI | pytest | 9.1.1 | 间接 |
| PyPI | pytest-cov | 7.1.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-discovery | 1.4.4 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyyaml-env-tag | 1.1 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | requests | 2.34.2 | 间接 |
| PyPI | rpds-py | 2026.6.3 | 间接 |
| PyPI | ruff | 0.15.21 | 间接 |
| PyPI | scipy | 1.17.1 | 间接 |
| PyPI | scipy | 1.18.0 | 间接 |
| PyPI | setuptools | 83.0.0 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | smcx | 1.13.6 | 间接 |
| PyPI | soupsieve | 2.8.4 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | tinycss2 | 1.5.1 | 间接 |
| PyPI | tomli | 2.4.1 | 间接 |
| PyPI | tornado | 6.5.7 | 间接 |
| PyPI | traitlets | 5.15.1 | 间接 |
| PyPI | ty | 0.0.59 | 间接 |
| PyPI | typing-extensions | 4.16.0 | 间接 |
| PyPI | tzdata | 2026.3 | 间接 |
| PyPI | urllib3 | 2.7.0 | 间接 |
| PyPI | virtualenv | 21.6.1 | 间接 |
| PyPI | wadler-lindig | 0.1.7 | 间接 |
| PyPI | watchdog | 6.0.0 | 间接 |
| PyPI | wcwidth | 0.8.2 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | xarray | 2026.7.0 | 间接 |
| PyPI | xarray-einstats | 0.10.0 | 间接 |
| PyPI | xarray-einstats | 0.9.1 | 间接 |
依赖安全公告 0
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 137 个包，其中也包含从不交付的开发与测试版本固定：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": [
"bayesian-inference",
"hidden-markov-models",
"jax",
"particle-filter",
"python",
"sequential-monte-carlo",
"smc",
"ssm",
"state-space-models",
"kalman-filter"
],
"is_fork": false,
"size_kb": 5673,
"has_wiki": false,
"homepage": "https://michaelellis003.github.io/smcx/",
"languages": {
"Python": 1080882,
"Makefile": 1034
},
"pushed_at": "2026-07-26T12:41:39Z",
"created_at": "2026-04-10T13:11:37Z",
"owner_type": "User",
"updated_at": "2026-07-26T12:41:21Z",
"description": "State-space inference in JAX: Kalman and particle filters, tempered SMC, and SMC²",
"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://mlellis.com",
"name": "Michael Ellis",
"type": "User",
"login": "michaelellis003",
"company": null,
"location": "Bentonville, AR",
"followers": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/40836437?v=4",
"created_at": "2018-07-04T17:03:19Z",
"is_verified": null,
"public_repos": 16,
"account_age_days": 2943
},
"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": "v1.14.8",
"kind": "patch",
"published_at": "2026-07-26T12:41:01Z"
},
{
"tag": "v1.14.7",
"kind": "patch",
"published_at": "2026-07-26T09:49:57Z"
},
{
"tag": "v1.14.6",
"kind": "patch",
"published_at": "2026-07-26T07:46:17Z"
},
{
"tag": "v1.14.5",
"kind": "patch",
"published_at": "2026-07-26T04:45:25Z"
},
{
"tag": "v1.14.4",
"kind": "patch",
"published_at": "2026-07-26T01:55:56Z"
},
{
"tag": "v1.14.3",
"kind": "patch",
"published_at": "2026-07-26T01:02:07Z"
},
{
"tag": "v1.14.2",
"kind": "patch",
"published_at": "2026-07-26T00:08:51Z"
},
{
"tag": "v1.14.1",
"kind": "patch",
"published_at": "2026-07-25T23:07:58Z"
},
{
"tag": "v1.14.0",
"kind": "minor",
"published_at": "2026-07-25T20:58:19Z"
},
{
"tag": "v1.13.23",
"kind": "patch",
"published_at": "2026-07-25T18:14:28Z"
},
{
"tag": "v1.13.22",
"kind": "patch",
"published_at": "2026-07-25T17:00:59Z"
},
{
"tag": "v1.13.21",
"kind": "patch",
"published_at": "2026-07-25T14:42:35Z"
},
{
"tag": "v1.13.20",
"kind": "patch",
"published_at": "2026-07-25T09:19:18Z"
},
{
"tag": "v1.13.19",
"kind": "patch",
"published_at": "2026-07-25T08:38:17Z"
},
{
"tag": "v1.13.18",
"kind": "patch",
"published_at": "2026-07-25T05:54:04Z"
},
{
"tag": "v1.13.17",
"kind": "patch",
"published_at": "2026-07-25T05:13:42Z"
},
{
"tag": "v1.13.16",
"kind": "patch",
"published_at": "2026-07-25T04:44:50Z"
},
{
"tag": "v1.13.15",
"kind": "patch",
"published_at": "2026-07-25T03:02:45Z"
},
{
"tag": "v1.13.14",
"kind": "patch",
"published_at": "2026-07-25T02:36:12Z"
},
{
"tag": "v1.13.13",
"kind": "patch",
"published_at": "2026-07-25T02:09:13Z"
},
{
"tag": "v1.13.12",
"kind": "patch",
"published_at": "2026-07-25T01:40:02Z"
},
{
"tag": "v1.13.11",
"kind": "patch",
"published_at": "2026-07-25T01:17:17Z"
},
{
"tag": "v1.13.10",
"kind": "patch",
"published_at": "2026-07-25T00:50:44Z"
},
{
"tag": "v1.13.9",
"kind": "patch",
"published_at": "2026-07-25T00:26:49Z"
},
{
"tag": "v1.13.8",
"kind": "patch",
"published_at": "2026-07-24T23:52:47Z"
},
{
"tag": "v1.13.7",
"kind": "patch",
"published_at": "2026-07-24T23:29:27Z"
},
{
"tag": "v1.13.6",
"kind": "patch",
"published_at": "2026-07-24T21:00:12Z"
},
{
"tag": "v1.13.5",
"kind": "patch",
"published_at": "2026-07-24T17:19:24Z"
},
{
"tag": "v1.13.4",
"kind": "patch",
"published_at": "2026-07-24T16:30:06Z"
},
{
"tag": "v1.13.2",
"kind": "patch",
"published_at": "2026-07-24T13:11:08Z"
},
{
"tag": "v1.13.1",
"kind": "patch",
"published_at": "2026-07-24T12:41:11Z"
},
{
"tag": "v1.13.0",
"kind": "minor",
"published_at": "2026-07-24T02:46:58Z"
},
{
"tag": "v1.12.0",
"kind": "minor",
"published_at": "2026-07-24T02:31:43Z"
},
{
"tag": "v1.11.0",
"kind": "minor",
"published_at": "2026-07-24T01:10:38Z"
},
{
"tag": "v1.10.0",
"kind": "minor",
"published_at": "2026-07-24T00:27:01Z"
},
{
"tag": "v1.9.0",
"kind": "minor",
"published_at": "2026-07-23T23:48:42Z"
},
{
"tag": "v1.8.0",
"kind": "minor",
"published_at": "2026-07-23T23:09:55Z"
},
{
"tag": "v1.7.0",
"kind": "minor",
"published_at": "2026-07-23T22:58:50Z"
},
{
"tag": "v1.6.0",
"kind": "minor",
"published_at": "2026-07-21T14:01:55Z"
},
{
"tag": "v1.5.0",
"kind": "minor",
"published_at": "2026-07-20T15:52:07Z"
},
{
"tag": "v1.4.0",
"kind": "minor",
"published_at": "2026-07-20T14:26:32Z"
},
{
"tag": "v1.3.1",
"kind": "patch",
"published_at": "2026-07-20T01:47:39Z"
},
{
"tag": "v1.3.0",
"kind": "minor",
"published_at": "2026-07-19T15:24:00Z"
},
{
"tag": "v1.2.1",
"kind": "patch",
"published_at": "2026-07-19T05:01:19Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2026-07-19T02:48:51Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-07-18T02:20:29Z"
},
{
"tag": "v1.0.2",
"kind": "patch",
"published_at": "2026-07-18T01:43:03Z"
},
{
"tag": "v1.0.1",
"kind": "patch",
"published_at": "2026-07-17T23:17:28Z"
},
{
"tag": "v1.0.0",
"kind": "major",
"published_at": "2026-07-17T22:15:23Z"
}
],
"recent_commits": [
{
"oid": "315e1e2286407fca7c3adcacb5cf9a8a06e78c56",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.8",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-26T12:40:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1c2ad8cda8b9457872bd9238bdb1554b60d5ea12",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): stabilize weighted posterior moments (#221)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T12:17:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c5cd064396552e9c6eb0d2c4721bd9be723eaddf",
"body": null,
"is_bot": false,
"headline": "chore(ci): bound Metal hangs and coverage runtime (#220)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T11:32:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "532abe6310d7ce5628968317180e2941381075d9",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.7",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-26T09:49:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c974f84603ddbf8d08272532e16b2f38855e1a6f",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): round exact CRPS quotients (#219)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T09:29:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3729b85e9ce4c48105dfadea99bd7941c1ee0da4",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.6",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-26T07:46:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d146757e48fddda64c925d0b2f38a1d1c710b016",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): classify exact CRPS overflow (#217)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T06:58:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6e5317b8017c42393489816c25d03b49f8616478",
"body": null,
"is_bot": false,
"headline": "test(diagnostics): use f32-honest CRPS tolerances (#216)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T05:50:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76bf39001bd50fb67dd999f7e3a8c9dc40b9b7e5",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.5",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-26T04:45:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "84303e3860401ac434112237afd7394671bdd74c",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): stabilize CRPS over CDF spacings (#215)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T04:25:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3c5cc9ef8286ff69538ee8922892ef4d5fdf2bd3",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.4",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-26T01:55:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82712d23793585238e6c83ffe4c2d7368dee96ab",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): validate evidence traces (#214)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T01:34:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1468e8c777c564b65078f96bd23aa6529ac5c02",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.3",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-26T01:01:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f1f26f99a434753d3cd2461db17d6caef62273ee",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): validate posterior axes (#213)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-26T00:41:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e352708bbda15ef8d88371295aed94f5072cf14c",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-26T00:08:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d85e259b6bda33ac6cf5e4bf5955c1aeac96c79c",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): warn on undefined Pareto-k (#212)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T23:37:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8a31fee0b0e5ca5aa55d754c9753d8e2b903042",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T23:07:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "95af51e771c64b6f88aaef7f0f5dcec094a17ad7",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): validate public arguments (#211)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T22:42:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bc4509b688a787b0fed10cc129dc8f8d122c3bcc",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.14.0",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T20:58:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cad515279bdb55ebda2f97aeaec82934f6d76508",
"body": null,
"is_bot": false,
"headline": "feat(liu-west): support conditioned initialization (#210)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T20:34:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6106cdeca949563c5a9047491ebf1118b9737d2d",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.23",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T18:14:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1f6b0b146be6505fe907c96e7de6446b13bc52cc",
"body": null,
"is_bot": false,
"headline": "fix(liu-west): stabilize covariance perturbations (#209)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T17:54:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "245d3120100bf0c29d24c0d1f1e275bcf54c0f03",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.22",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T17:00:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "15aadad1f6f2ace9f357f8e9693459e7c10f349e",
"body": null,
"is_bot": false,
"headline": "fix(mutation): handle zero-spread covariance (#208)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T16:37:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9c1a738d214e3108fd5af399c197ec30278722ae",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.21",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T14:42:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9e2717e64736bd87bd1982bb2c61705da3a6f43a",
"body": null,
"is_bot": false,
"headline": "fix(filters): validate ESS thresholds (#207)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T14:21:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "331d7a7f99310b7a6f8bd9d8657020b05c54f041",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.20",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T09:18:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "76b610113cd357bac81d24a28a1d284455c36aac",
"body": null,
"is_bot": false,
"headline": "fix(resampling): validate custom ancestor outputs (#205)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T09:00:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aea131675a52276da0d06619f83af0fba1db9452",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.19",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T08:37:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a09c86d1434713207bba869f8c39464032110ecb",
"body": null,
"is_bot": false,
"headline": "test(mps): keep hosted Metal smoke best-effort (#206)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T08:18:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8e1e7e152641b01988ea0f44d1ee19fa3a61e0a0",
"body": null,
"is_bot": false,
"headline": "fix(mps): select filter containment at lowering (#204)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T06:53:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c04e36ca495101e3649c9b1baa756e0ba37d26e2",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.18",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T05:53:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3d5cbd51816e5724c6a0639fd115192fb9b21fcf",
"body": null,
"is_bot": false,
"headline": "fix(bootstrap): enforce checkpoint invariants (#203)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T05:29:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1a264e5e15b60e77e0b58c28feb3812cbf66d863",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.17",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T05:13:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6235bd6b635fd89584c0317d346fcd35fed79001",
"body": null,
"is_bot": false,
"headline": "fix(smc2): preserve shifted likelihood components (#202)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T04:59:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca4303296b3c435fbf6c129c81fa2d69653ea603",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.16",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T04:44:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a04197c949373447107e6ca9e28e9091b100ca74",
"body": null,
"is_bot": false,
"headline": "fix(weights): preserve large-offset invariance (#201)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T04:22:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d48c8968b8a94523ccc4d7cf074588c3c889e9a",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.15",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T03:02:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eaf391f86580d497ff25d93daa1bc08d178aa980",
"body": null,
"is_bot": false,
"headline": "fix(weights): reject non-normalizable stages (#200)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T02:48:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6d650a0d30b90fda17243315341f6f75b939f02c",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.14",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T02:35:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "60f0ce0ef20fec18d5a62d9ef94da80a95baef8e",
"body": null,
"is_bot": false,
"headline": "fix(numerics): require float32 weight precision (#199)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T02:22:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9bba780d12d219debd3154c408632ae13c8ce882",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.13",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T02:08:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3d1ac82699c950b70ef4374677da80a371cafe2",
"body": null,
"is_bot": false,
"headline": "fix(resampling): restore monotone float32 CDFs (#198)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T01:52:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be5558b27c94133ebef6a203f809d15e2d282621",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.12",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T01:39:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1700cb721e2b30d7647f0078028e6319ba96296a",
"body": null,
"is_bot": false,
"headline": "fix(resampling): reject non-normalizable weights (#197)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T01:27:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bc668e753d6261f5f6515e02342bb2a5d8b784c3",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.11",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T01:16:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4f117f9513a3e8418cb33baa566ede108611532e",
"body": null,
"is_bot": false,
"headline": "fix(weights): validate public log-weight inputs (#196)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T01:02:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4699652d81fb6b2eacd8ab56970fa3f667efd03f",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.10",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T00:50:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d7c232c9ad7e3ee10401008167073568f4e0474",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): compensate cumulative predictive log scores (#195)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T00:38:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "94bf89d48963d602509037cc2f6c75f9ae49daed",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.9",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-25T00:26:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da5b82d76b5911c51ee76d9a61b55c433eba7063",
"body": null,
"is_bot": false,
"headline": "fix(filters): compensate evidence accumulation (#194)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T00:15:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7890794d13dda5d7522993116349326cbae57c0c",
"body": null,
"is_bot": false,
"headline": "docs(diagnostics): define genealogy variance scope (#192)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-25T00:04:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "df1d8258c1683fde903fcec759c7831569f181c2",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.8",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T23:52:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dd5f5ade753678d1acbc65dd136826dc81f48edf",
"body": null,
"is_bot": false,
"headline": "fix(bootstrap): validate incremental particle count (#193)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T23:40:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d155bf85fb71ded10534d4d1c68ee9561f35e113",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.7",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T23:29:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fe8273cac4295a78e3044c2a7e2bdf7fa6efabf0",
"body": null,
"is_bot": false,
"headline": "fix(runner): contain MPS scan history corruption (#191)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T23:17:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8911c8ab8e11ebffe33139fdf65cd5787277302",
"body": null,
"is_bot": false,
"headline": "chore(profiling): harden campaign lock (#190)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T22:41:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a752928a4be876db7fabf65741a57c194d52d439",
"body": null,
"is_bot": false,
"headline": "chore(licensing): restrict header updates to owned files (#189)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T22:24:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ddd4d6ef8b19568e6deaef2f74fa6438c33d0d16",
"body": null,
"is_bot": false,
"headline": "build(packaging): include license in release artifacts (#188)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T22:13:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "365ee9410910ec0d1c8af7d343fa31bcb996c858",
"body": null,
"is_bot": false,
"headline": "ci(docs): deploy released locked revision (#187)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T21:59:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "85d0b989d7e5658ffe5399e26fafbc3c1d0777f6",
"body": null,
"is_bot": false,
"headline": "ci(dependabot): harden identity gate (#186)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T21:43:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fb9b428f964838904f8b30f4bc34b68e29790192",
"body": null,
"is_bot": false,
"headline": "test(platform): enforce backend selector contract (#185)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T21:26:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4240c6a6238bfe49f95a6aa831f5d910669b9c7d",
"body": null,
"is_bot": false,
"headline": "ci(release): enforce Metal attestation reviewer (#184)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T21:06:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cdb75ba54b397b3c6f65d74f6f187e1e880e7724",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.6",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T20:59:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "87cb43da72462c6572066ca7db1d888e7fb04b64",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): track cumulative particle ancestry (#183)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T20:48:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9937ab61e340c60e8e1fbc359b957f648f65d68a",
"body": null,
"is_bot": false,
"headline": "docs: correct platform and public contracts (#182)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T20:14:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f72177db5dd7e9a233749add38f60d1c16eb0e22",
"body": null,
"is_bot": false,
"headline": "chore: remove dead profiling and reference artifacts (#181)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T20:14:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8d08f8ed34c48967f6cec18616d8607648b765fe",
"body": null,
"is_bot": false,
"headline": "docs: align posterior and diagnostic contracts (#173)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T19:25:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63907406e3e69da0961fd01ce125f2ed125d1a8e",
"body": null,
"is_bot": false,
"headline": "docs: correct API rendering and public claims (#172)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T19:10:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "37b15ee2dba944f741c568c7db0d46d1ae293ff6",
"body": null,
"is_bot": false,
"headline": "refactor(liu-west): extract pure scan step (#148)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T17:22:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b6e7d17333ee71f956f2e3834a126f7ce6f03ee6",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.5",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T17:19:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3be2275396f819c7e54692be0a6c469725b88c07",
"body": null,
"is_bot": false,
"headline": "refactor(guided): extract pure scan step (#146)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T17:08:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b65f117f5c91b62e961257dd2192e564c53f7f25",
"body": null,
"is_bot": false,
"headline": "refactor(numerics): share compensated summation (#147)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T17:05:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e70af5e3674f6efc90895f9652e390ac6d9ca0f",
"body": null,
"is_bot": false,
"headline": "refactor(types): name replicated filter callback contract (#144)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:56:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5c112e310e6d255e36436ec56af8838c5d2e8015",
"body": null,
"is_bot": false,
"headline": "refactor(auxiliary): extract pure scan step (#145)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:55:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8d104791697ed33bc47d6a58392ba7548427abb2",
"body": null,
"is_bot": false,
"headline": "fix(tempering): validate callback outputs at every stage (#142)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:47:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ffce30d925b969e7e0bd6d7b6caa6efc6b8fde8a",
"body": null,
"is_bot": false,
"headline": "fix(smc2): validate callback output contracts (#141)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:46:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "68acd428a7d006eda3fbfe235116db328eac3b9b",
"body": null,
"is_bot": false,
"headline": "fix(simulation): validate emission callback outputs (#136)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:41:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5bdcafb5aa47fda169544eb5e93354dca0cec7ab",
"body": null,
"is_bot": false,
"headline": "fix(filters): validate callback outputs throughout (#143)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:34:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "126f8dfcc681d393b11ace15c03a2e28322b2339",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.4",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T16:29:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "420487b067f9df187b27217b69a025bc47c17e4a",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): align parameter and lag contracts (#140)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:14:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bca028c62e129052777e9a1103dddd4798e1279f",
"body": null,
"is_bot": false,
"headline": "fix(resampling): validate public structural inputs (#139)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T16:08:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "128d57831c094ac2cbf941aa30404b7a27e50ee9",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.3",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T16:07:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ba26a747a53be36782a889f5d3bc51f050130b3e",
"body": null,
"is_bot": false,
"headline": "fix(tempering): use a representable acceptance floor (#138)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T15:56:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2bbe5e42e6282e9e3322c6a598f00594d46645ae",
"body": null,
"is_bot": false,
"headline": "fix(reporting): preserve adaptive tempering stages (#137)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T15:53:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "abc986f7862d5a66d481da928ae67c7e5481c031",
"body": null,
"is_bot": false,
"headline": "fix(diagnostics): handle singleton Pareto estimates (#135)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T15:50:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8a847ede4d929f0c3c205d8996235c9e22947b7",
"body": null,
"is_bot": false,
"headline": "fix(resampling): preserve dtype-specific tail mass (#134)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T15:45:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "45cf05b2977a50baa1fccf2bb07e1a5619fea9f6",
"body": null,
"is_bot": false,
"headline": "chore(benchmarks): archive native MLX comparison harness (#127)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T13:33:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "54c50c651d881d6a831023cf9612a65857eea788",
"body": null,
"is_bot": false,
"headline": "chore(benchmarks): retire MLX harnesses (#125)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T13:19:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "da70ddff453ec6aebddb6820fa5a661817e383c9",
"body": null,
"is_bot": false,
"headline": "chore(docs): remove retired notebook environment (#126)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T13:17:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7910a5ffd8f22f54b9ae265bf3d4f7e3e84e053f",
"body": "…#124)\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump pypa/gh-action-pypi-publish from 1.14.0 to 1.14.1 (…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-24T13:14:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19127b00284656f8f4a76263557ff269bd779569",
"body": "Signed-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump actions/checkout from 7.0.0 to 7.0.1 (#123)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-24T13:13:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "771fddccf27a7ac9c2653caeaf2cd10a63429b97",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.2",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T13:10:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7ba905584750f833f5597dbcb1434739dc048e62",
"body": null,
"is_bot": false,
"headline": "refactor(bootstrap): share particle update core (#122)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T13:01:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "15d94ff32d61059ecb2108cec0275b7ca9d514e1",
"body": null,
"is_bot": false,
"headline": "chore(docs): retire thesis notebook (#120)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T13:00:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1304a6193b0159be499019576d694821fc011ef5",
"body": null,
"is_bot": false,
"headline": "test(validation): cover malformed callback contracts (#121)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T12:54:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "74f1b9441afba441f00a06864095868e09447a8b",
"body": null,
"is_bot": false,
"headline": "chore(benchmarks): retire exploratory harnesses (#119)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T12:44:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e570af8999f31bd15938696cd100c1b63ee80a6b",
"body": null,
"is_bot": false,
"headline": "fix(validation): reject malformed inference inputs (#114)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T12:43:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f58dc486267773dc2518f15ce6dfe68f80a1fb32",
"body": null,
"is_bot": false,
"headline": "chore(release): 1.13.1",
"author_name": "semantic-release",
"author_login": null,
"committed_at": "2026-07-24T12:40:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "958e00327cf7c9e3c98ce12935ea24618bebbc49",
"body": null,
"is_bot": false,
"headline": "ci(coverage): route uploads to smcx with OIDC (#118)",
"author_name": "Michael Ellis",
"author_login": "michaelellis003",
"committed_at": "2026-07-24T12:30:35Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 49,
"commits_last_year": 326,
"latest_release_at": "2026-07-26T12:41:01Z",
"latest_release_tag": "v1.14.8",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 2,
"days_since_latest_release": 0,
"mean_days_between_releases": 0.1
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 100,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"ecosystem": {
"packages": [
{
"name": "smcx",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"jax",
"particle-filter",
"kalman-filter",
"sequential-monte-carlo",
"bayesian-inference",
"apple-silicon",
"state-space-models",
"hidden-markov-models",
"Development Status :: 4 - Beta",
"Intended Audience :: Science/Research",
"License :: OSI Approved :: Apache Software License",
"Operating System :: MacOS :: MacOS X",
"Operating System :: POSIX :: Linux",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Topic :: Scientific/Engineering :: Mathematics",
"Typing :: Typed"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/smcx/",
"is_deprecated": false,
"latest_version": "1.14.8",
"repository_url": "https://github.com/michaelellis003/smcx",
"versions_count": 50,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2026-07-17T22:15:18.785572Z",
"latest_published_at": "2026-07-26T12:40:57.332822Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 0,
"stars": 3,
"watchers": 0,
"fork_history": {
"days": [],
"complete": true,
"collected": 0,
"total_forks": 0
},
"star_history": null,
"open_issues_and_prs": 11
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"src/smcx/py.typed"
],
"toolchain_manifests": [],
"largest_source_bytes": 73457,
"source_files_sampled": 73,
"oversized_source_files": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"advisories": {
"error": null,
"scope": "repository_graph",
"source": "osv",
"findings": [],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 137,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "jax",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.10,<0.11"
},
{
"name": "jaxlib",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.10,<0.11"
},
{
"name": "jaxtyping",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.3.7"
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.2.6"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "jax",
"direct": true,
"version": "0.10.2",
"ecosystem": "pypi"
},
{
"name": "jaxlib",
"direct": true,
"version": "0.10.2",
"ecosystem": "pypi"
},
{
"name": "jaxtyping",
"direct": true,
"version": "0.3.11",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "2.4.6",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "2.5.1",
"ecosystem": "pypi"
},
{
"name": "appnope",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "arviz",
"direct": false,
"version": "0.23.4",
"ecosystem": "pypi"
},
{
"name": "arviz",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "arviz-base",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "arviz-plots",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "arviz-stats",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.2",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "backrefs",
"direct": false,
"version": "7.0",
"ecosystem": "pypi"
},
{
"name": "beartype",
"direct": false,
"version": "0.22.9",
"ecosystem": "pypi"
},
{
"name": "beautifulsoup4",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "bleach",
"direct": false,
"version": "6.4.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.6.17",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "cfgv",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.9",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.4.2",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "comm",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "contourpy",
"direct": false,
"version": "1.3.3",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.15.1",
"ecosystem": "pypi"
},
{
"name": "cycler",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "debugpy",
"direct": false,
"version": "1.8.21",
"ecosystem": "pypi"
},
{
"name": "decorator",
"direct": false,
"version": "5.3.1",
"ecosystem": "pypi"
},
{
"name": "defusedxml",
"direct": false,
"version": "0.7.1",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.4.3",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "fastjsonschema",
"direct": false,
"version": "2.21.2",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.29.7",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.63.0",
"ecosystem": "pypi"
},
{
"name": "ghp-import",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "griffelib",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "h5netcdf",
"direct": false,
"version": "1.8.1",
"ecosystem": "pypi"
},
{
"name": "h5py",
"direct": false,
"version": "3.16.0",
"ecosystem": "pypi"
},
{
"name": "identify",
"direct": false,
"version": "2.6.19",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "7.3.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "9.15.0",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "jax-mps",
"direct": false,
"version": "0.10.10",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.20.0",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": false,
"version": "4.26.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-specifications",
"direct": false,
"version": "2025.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-client",
"direct": false,
"version": "8.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyter-core",
"direct": false,
"version": "5.9.1",
"ecosystem": "pypi"
},
{
"name": "jupyterlab-pygments",
"direct": false,
"version": "0.3.0",
"ecosystem": "pypi"
},
{
"name": "jupytext",
"direct": false,
"version": "1.19.4",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "lazy-loader",
"direct": false,
"version": "0.5",
"ecosystem": "pypi"
},
{
"name": "markdown",
"direct": false,
"version": "3.10.2",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "4.2.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "matplotlib",
"direct": false,
"version": "3.11.0",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "mdit-py-plugins",
"direct": false,
"version": "0.6.1",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "mergedeep",
"direct": false,
"version": "1.3.4",
"ecosystem": "pypi"
},
{
"name": "mistune",
"direct": false,
"version": "3.3.3",
"ecosystem": "pypi"
},
{
"name": "mkdocs",
"direct": false,
"version": "1.6.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs-autorefs",
"direct": false,
"version": "1.4.4",
"ecosystem": "pypi"
},
{
"name": "mkdocs-gen-files",
"direct": false,
"version": "0.6.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs-get-deps",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "mkdocs-jupyter",
"direct": false,
"version": "0.26.3",
"ecosystem": "pypi"
},
{
"name": "mkdocs-literate-nav",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "mkdocs-material",
"direct": false,
"version": "9.7.6",
"ecosystem": "pypi"
},
{
"name": "mkdocs-material-extensions",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings",
"direct": false,
"version": "1.0.6",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings-python",
"direct": false,
"version": "2.0.5",
"ecosystem": "pypi"
},
{
"name": "ml-dtypes",
"direct": false,
"version": "0.5.4",
"ecosystem": "pypi"
},
{
"name": "nbclient",
"direct": false,
"version": "0.11.0",
"ecosystem": "pypi"
},
{
"name": "nbconvert",
"direct": false,
"version": "7.17.1",
"ecosystem": "pypi"
},
{
"name": "nbformat",
"direct": false,
"version": "5.10.4",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio2",
"direct": false,
"version": "1.7.2",
"ecosystem": "pypi"
},
{
"name": "nodeenv",
"direct": false,
"version": "1.10.0",
"ecosystem": "pypi"
},
{
"name": "opt-einsum",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "paginate",
"direct": false,
"version": "0.5.7",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "pandocfilters",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.7",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pexpect",
"direct": false,
"version": "4.9.0",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": false,
"version": "12.3.0",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": false,
"version": "4.10.0",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "pre-commit",
"direct": false,
"version": "4.6.0",
"ecosystem": "pypi"
},
{
"name": "prompt-toolkit",
"direct": false,
"version": "3.0.52",
"ecosystem": "pypi"
},
{
"name": "properdocs",
"direct": false,
"version": "1.6.7",
"ecosystem": "pypi"
},
{
"name": "psutil",
"direct": false,
"version": "7.2.2",
"ecosystem": "pypi"
},
{
"name": "ptyprocess",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "pure-eval",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pymdown-extensions",
"direct": false,
"version": "11.0.1",
"ecosystem": "pypi"
},
{
"name": "pyparsing",
"direct": false,
"version": "3.3.2",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.1.1",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-discovery",
"direct": false,
"version": "1.4.4",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "pyyaml-env-tag",
"direct": false,
"version": "1.1",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "27.1.0",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.37.0",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "2026.6.3",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.21",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": "1.17.1",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": false,
"version": "1.18.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "83.0.0",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "smcx",
"direct": false,
"version": "1.13.6",
"ecosystem": "pypi"
},
{
"name": "soupsieve",
"direct": false,
"version": "2.8.4",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "tinycss2",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.1",
"ecosystem": "pypi"
},
{
"name": "tornado",
"direct": false,
"version": "6.5.7",
"ecosystem": "pypi"
},
{
"name": "traitlets",
"direct": false,
"version": "5.15.1",
"ecosystem": "pypi"
},
{
"name": "ty",
"direct": false,
"version": "0.0.59",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.16.0",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2026.3",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "virtualenv",
"direct": false,
"version": "21.6.1",
"ecosystem": "pypi"
},
{
"name": "wadler-lindig",
"direct": false,
"version": "0.1.7",
"ecosystem": "pypi"
},
{
"name": "watchdog",
"direct": false,
"version": "6.0.0",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.8.2",
"ecosystem": "pypi"
},
{
"name": "webencodings",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "xarray",
"direct": false,
"version": "2026.7.0",
"ecosystem": "pypi"
},
{
"name": "xarray-einstats",
"direct": false,
"version": "0.10.0",
"ecosystem": "pypi"
},
{
"name": "xarray-einstats",
"direct": false,
"version": "0.9.1",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 137,
"direct_count": 5,
"indirect_count": 132
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 159,
"open_issues": 11,
"closed_ratio": 0.817,
"closed_issues": 49,
"closed_unmerged_prs": 2
},
"bus_factor": 1,
"bot_contributors": 1,
"top_contributors": [
{
"type": "User",
"login": "michaelellis003",
"commits": 288,
"avatar_url": "https://avatars.githubusercontent.com/u/40836437?v=4"
}
],
"contributors_sampled": 1,
"top_contributor_share": 1
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"dependabot-automerge.yml",
"docs.yml",
"pr-title.yml",
"release.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 3,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/30 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 0,
"reason": "project has 0 contributing companies or organizations -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 0,
"reason": "dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 10,
"reason": "all dependencies are pinned",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 0,
"reason": "SAST tool is not run on all commits -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 10,
"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": 0,
"reason": "Project has not signed or included provenance with any releases.",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "315e1e2286407fca7c3adcacb5cf9a8a06e78c56",
"ran_at": "2026-07-26T12:42:19Z",
"aggregate_score": 5,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": true,
"has_dependabot_config": true
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-26T12:41:44Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-26T12:17:11Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": [
{
"number": 38,
"created_at": "2026-07-21T12:41:29Z",
"last_comment_at": "2026-07-25T08:19:26Z",
"last_comment_author": "michaelellis003"
},
{
"number": 130,
"created_at": "2026-07-24T15:22:48Z",
"last_comment_at": "2026-07-26T07:12:57Z",
"last_comment_author": "michaelellis003"
},
{
"number": 132,
"created_at": "2026-07-24T15:23:04Z",
"last_comment_at": "2026-07-26T08:20:18Z",
"last_comment_author": "michaelellis003"
},
{
"number": 152,
"created_at": "2026-07-24T18:25:24Z",
"last_comment_at": "2026-07-25T09:20:16Z",
"last_comment_author": "michaelellis003"
},
{
"number": 165,
"created_at": "2026-07-24T18:52:03Z",
"last_comment_at": "2026-07-26T06:36:11Z",
"last_comment_author": "michaelellis003"
},
{
"number": 166,
"created_at": "2026-07-24T18:53:05Z",
"last_comment_at": "2026-07-25T20:33:07Z",
"last_comment_author": "michaelellis003"
},
{
"number": 168,
"created_at": "2026-07-24T18:55:04Z",
"last_comment_at": "2026-07-26T08:44:16Z",
"last_comment_author": "michaelellis003"
},
{
"number": 169,
"created_at": "2026-07-24T18:56:12Z",
"last_comment_at": "2026-07-26T09:06:16Z",
"last_comment_author": "michaelellis003"
},
{
"number": 170,
"created_at": "2026-07-24T18:57:50Z",
"last_comment_at": "2026-07-26T08:44:04Z",
"last_comment_author": "michaelellis003"
},
{
"number": 174,
"created_at": "2026-07-24T19:20:14Z",
"last_comment_at": "2026-07-25T02:41:57Z",
"last_comment_author": "michaelellis003"
},
{
"number": 218,
"created_at": "2026-07-26T07:05:26Z",
"last_comment_at": "2026-07-26T08:20:28Z",
"last_comment_author": "michaelellis003"
}
]
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/michaelellis003/smcx",
"host": "github.com",
"name": "smcx",
"owner": "michaelellis003"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 67,
"inputs": {
"security": 60,
"vitality": 75,
"community": 46,
"governance": 54,
"engineering": 96
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 75,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"commits_last_year": 326,
"human_commit_share": 0.98,
"days_since_last_push": 0,
"active_weeks_last_year": 2
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "2/52 weeks with commits",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 2
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "326 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 326
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"releases_count": 49,
"latest_release_tag": "v1.14.8",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 0.1
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "49 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 49
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 0 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 0
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~0.1 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 0.1
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "repository_too_young",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "at_risk",
"name": "Community & Adoption",
"value": 46,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 5,
"inputs": {
"forks": 0,
"stars": 3,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "3 stars",
"points": 4.9,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 3
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "0 forks",
"points": 0,
"status": "missed",
"details": [
{
"code": "forks",
"params": {
"count": 0
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "0 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 92,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 54,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 10,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 1,
"top_contributor_share": 1
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 76,
"inputs": {
"merged_prs": 159,
"open_issues": 11,
"closed_issues": 49,
"issue_closed_ratio": 0.817,
"closed_unmerged_prs": 2
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "82% of issues closed",
"points": 38.2,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 82
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "159/161 decided PRs merged",
"points": 37.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 159,
"decided": 161
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 48,
"inputs": {
"followers": 10,
"owner_type": "User",
"is_verified": null,
"owner_login": "michaelellis003",
"public_repos": 16,
"account_age_days": 2943
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "10 followers of michaelellis003",
"points": 7.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 10,
"login": "michaelellis003"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "16 public repos, account ~8 yr old",
"points": 21,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 16
}
},
{
"code": "account_age_years",
"params": {
"years": 8
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"smcx"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "50 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 50
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "excellent",
"name": "Engineering Quality",
"value": 96,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 5
}
}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"bayesian-inference",
"hidden-markov-models",
"jax",
"particle-filter",
"python",
"sequential-monte-carlo",
"smc",
"ssm",
"state-space-models",
"kalman-filter"
],
"has_wiki": false,
"homepage": "https://michaelellis003.github.io/smcx/",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://michaelellis003.github.io/smcx/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "10 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 10
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 60,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5
},
"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": "16 out of 16 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 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "dangerous workflow patterns detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"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 30 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": "all dependencies are pinned",
"points": 5,
"status": "met",
"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 detected",
"points": 5,
"status": "met",
"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": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 137 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 137
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 137,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 137,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 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": "good",
"name": "AI Readiness",
"value": 71,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"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": "98 of 98 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 98,
"sampled": 98
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "excellent",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"src/smcx/py.typed"
],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.02
},
"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": "src/smcx/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "src/smcx/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "2 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 2,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "all dependencies are pinned",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 73457,
"source_files_sampled": 73,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (src/smcx/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "src/smcx/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/73 source files over 60KB",
"points": 54.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 73,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:smcx@1.14.8; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-26T12:42:31.638785Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/michaelellis003/smcx.svg",
"full_name": "michaelellis003/smcx",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}