公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-29 04:13 UTC
mdefrance / AutoCarver
Automatic optimal discretization pipeline
mdefrance/AutoCarver 的健康指数为 100 分中的 65 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（32/100）。 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。
65
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。
65
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
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？
81
开发活跃度
69中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 6.2/36 | 提交节奏 — 52 周中有 9 周有提交 |
| 16.4/18 | 提交量 — 最近一年 66 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 66 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 9 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 83 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 3.4 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 83 |
| latest_release_tag | 7.6.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 3.4 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
32
流行度与采用
16危急
评分方式
| 16.2/60 | 星标 — 11 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 2 位关注者 |
所用输入
| forks | 0 |
| stars | 11 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
55
维护者韧性（巴士系数）
13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 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
议题与 PR 响应能力
83良好
评分方式
| 46.8/46.8 | 议题解决 — 100% 的议题已关闭 |
| 36.5/38.3 | PR 接受 — 已裁定的 PR 中 125/131 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 125 |
| open_issues | 0 |
| closed_issues | 12 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 6 |
所有权与托管责任
42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 — mdefrance 有 10 位关注者 |
| 16.5/25 | 既往记录 — 4 个公开仓库，账户约 5 年 |
所用输入
| followers | 10 |
| owner_type | User |
| is_verified | — |
| owner_login | mdefrance |
| public_repos | 4 |
| account_age_days | 2,081 |
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 — 132 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 | AutoCarver |
| 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
94优秀
评分方式
| 24/24 | CI 工作流 — 2 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
100优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://autocarver.readthedocs.io |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 15 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | binning, categorical-encoding, cramer, credit-risk, discretization, feature-engineering, fraud-detection, information-value, risk-modeling, scorecard, scorecards, woe, bucketization, tschuprow, kurskal-wallis |
| has_wiki | 是 |
| homepage | https://autocarver.readthedocs.io |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
58
安全态势
47存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.7 |
已排除计分（无数据或不适用）：branch_protection, signed_releases。 其余权重已重新归一化。
依赖安全公告
100优秀
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 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 | 2 |
| affected_packages | 1 |
| assessed_packages | 195 |
| unassessed_packages | 0 |
| affected_by_severity | moderate 1 |
| 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 195 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。
48
AI 代理上下文与指引
32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） |
| 31.5/40 | 可读的提交历史 — 100 次人类提交中有 59 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.59 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — docs/Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 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 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | docs/Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 54.7/55 | 可控的文件大小 — 采样的 206 个源文件中有 1 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 63,423 |
| source_files_sampled | 206 |
| oversized_source_files | 1 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
11GitHub 星标
1贡献者
66最近 12 个月提交数
0距最近推送天数
83发布版本数
1巴士系数（bus factor）
0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:AutoCarver@7.6.0; advisories assessed against the repository dependency graph instead
更多细节
OpenSSF Scorecard 4.7 / 10
4.7综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
直接依赖 6
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | numpy | >=2.1,<2.5 | pyproject.toml |
| PyPI | scipy | >=1.15,<1.18 | pyproject.toml |
| PyPI | pandas | >=2.3,<3.1,!=3.0.4 | pyproject.toml |
| PyPI | scikit-learn | >=1.6,<1.9 | pyproject.toml |
| PyPI | statsmodels | >=0.14.1,<1 | pyproject.toml |
| PyPI | tqdm | >=4.66,<5 | pyproject.toml |
全部依赖 195
来自 GitHub 依赖图的完整解析依赖集合：6 个直接依赖与 189 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 | numpy | 2.4.6 | 直接 |
| PyPI | pandas | 3.0.3 | 直接 |
| PyPI | scikit-learn | 1.8.0 | 直接 |
| PyPI | scipy | 1.17.1 | 直接 |
| PyPI | statsmodels | 0.14.6 | 直接 |
| PyPI | tqdm | 4.68.4 | 直接 |
| PyPI | absl-py | 2.5.0 | 间接 |
| PyPI | aiofile | 3.11.1 | 间接 |
| PyPI | alabaster | 0.7.16 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anyio | 4.14.1 | 间接 |
| PyPI | appnope | 0.1.4 | 间接 |
| PyPI | asttokens | 3.0.1 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | authlib | 1.7.2 | 间接 |
| PyPI | autocarver | 7.6.0 | 间接 |
| PyPI | babel | 2.18.0 | 间接 |
| PyPI | backports-tarfile | 1.2.0 | 间接 |
| PyPI | beartype | 0.22.9 | 间接 |
| PyPI | beautifulsoup4 | 4.15.0 | 间接 |
| PyPI | bleach | 6.4.0 | 间接 |
| PyPI | cachetools | 7.1.4 | 间接 |
| PyPI | caio | 0.9.25 | 间接 |
| PyPI | certifi | 2026.6.17 | 间接 |
| PyPI | cffi | 2.1.0 | 间接 |
| PyPI | charset-normalizer | 3.4.9 | 间接 |
| PyPI | clarabel | 0.11.1 | 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 | 7.15.0 | 间接 |
| PyPI | cryptography | 49.0.0 | 间接 |
| PyPI | cvxpy | 1.9.2 | 间接 |
| PyPI | cycler | 0.12.1 | 间接 |
| PyPI | cyclopts | 4.21.0 | 间接 |
| PyPI | debugpy | 1.8.21 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | defusedxml | 0.7.1 | 间接 |
| PyPI | dnspython | 2.8.0 | 间接 |
| PyPI | docstring-parser | 0.18.0 | 间接 |
| PyPI | docutils | 0.20.1 | 间接 |
| PyPI | email-validator | 2.3.0 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | execnet | 2.1.2 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | fastmcp | 3.4.4 | 间接 |
| PyPI | fastmcp-slim | 3.4.4 | 间接 |
| PyPI | fonttools | 4.63.0 | 间接 |
| PyPI | griffelib | 2.1.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | highspy | 1.15.1 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | httpx-sse | 0.4.3 | 间接 |
| PyPI | hypothesis | 6.156.6 | 间接 |
| PyPI | icecream | 2.2.0 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | imagesize | 2.0.0 | 间接 |
| PyPI | immutabledict | 4.3.1 | 间接 |
| PyPI | importlib-metadata | 9.0.0 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 6.31.0 | 间接 |
| PyPI | ipython | 9.10.1 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | ipywidgets | 8.1.8 | 间接 |
| PyPI | jaraco-classes | 3.4.0 | 间接 |
| PyPI | jaraco-context | 6.1.2 | 间接 |
| PyPI | jaraco-functools | 4.5.0 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | jeepney | 0.9.0 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | joserfc | 1.7.3 | 间接 |
| PyPI | jsonref | 1.1.0 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-path | 0.5.0 | 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 | jupyterlab-widgets | 3.0.16 | 间接 |
| PyPI | jupytext | 1.19.4 | 间接 |
| PyPI | kaggle | 2.2.3 | 间接 |
| PyPI | kagglesdk | 0.1.34 | 间接 |
| PyPI | keyring | 25.7.0 | 间接 |
| PyPI | kiwisolver | 1.5.0 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | matplotlib | 3.10.9 | 间接 |
| PyPI | matplotlib-inline | 0.2.2 | 间接 |
| PyPI | mcp | 1.28.1 | 间接 |
| PyPI | mdit-py-plugins | 0.6.1 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mistune | 3.3.3 | 间接 |
| PyPI | more-itertools | 11.1.0 | 间接 |
| PyPI | nbclient | 0.11.0 | 间接 |
| PyPI | nbconvert | 7.17.1 | 间接 |
| PyPI | nbformat | 5.10.4 | 间接 |
| PyPI | nbsphinx | 0.9.6 | 间接 |
| PyPI | nest-asyncio | 1.6.0 | 间接 |
| PyPI | nvidia-nccl-cu12 | 2.30.7 | 间接 |
| PyPI | openapi-pydantic | 0.5.1 | 间接 |
| PyPI | opentelemetry-api | 1.43.0 | 间接 |
| PyPI | optbinning | 0.21.0 | 间接 |
| PyPI | ortools | 9.10.4067 | 间接 |
| PyPI | osqp | 1.1.3 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | pandocfilters | 1.5.1 | 间接 |
| PyPI | parso | 0.8.7 | 间接 |
| PyPI | pathable | 0.6.0 | 间接 |
| PyPI | patsy | 1.0.2 | 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 | prompt-toolkit | 3.0.52 | 间接 |
| PyPI | protobuf | 7.35.1 | 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 | py-key-value-aio | 0.4.5 | 间接 |
| PyPI | pyarrow | 25.0.0 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pydantic | 2.13.4 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pydantic-settings | 2.14.2 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pyjwt | 2.13.0 | 间接 |
| PyPI | pypandoc | 1.17 | 间接 |
| PyPI | pyparsing | 3.3.2 | 间接 |
| PyPI | pyperclip | 1.11.0 | 间接 |
| PyPI | pytest | 7.4.4 | 间接 |
| PyPI | pytest-cov | 4.1.0 | 间接 |
| PyPI | pytest-xdist | 3.8.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-dotenv | 1.2.2 | 间接 |
| PyPI | python-multipart | 0.0.32 | 间接 |
| PyPI | python-slugify | 8.0.4 | 间接 |
| PyPI | pywin32 | 312 | 间接 |
| PyPI | pywin32-ctypes | 0.2.3 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyzmq | 27.1.0 | 间接 |
| PyPI | qdldl | 0.1.9.post1 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | requests | 2.34.2 | 间接 |
| PyPI | rich | 15.0.0 | 间接 |
| PyPI | rich-rst | 2.1.0 | 间接 |
| PyPI | ropwr | 1.2.0 | 间接 |
| PyPI | rpds-py | 2026.6.3 | 间接 |
| PyPI | ruff | 0.15.21 | 间接 |
| PyPI | scs | 3.2.11 | 间接 |
| PyPI | secretstorage | 3.5.0 | 间接 |
| PyPI | setuptools | 83.0.0 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | snowballstemmer | 3.1.1 | 间接 |
| PyPI | sortedcontainers | 2.4.0 | 间接 |
| PyPI | soupsieve | 2.8.4 | 间接 |
| PyPI | sparsediffpy | 0.3.0 | 间接 |
| PyPI | sphinx | 7.4.7 | 间接 |
| PyPI | sphinx-design | 0.6.1 | 间接 |
| PyPI | sphinx-rtd-theme | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | 间接 |
| PyPI | sphinxcontrib-jquery | 4.1 | 间接 |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | 间接 |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | 间接 |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | 间接 |
| PyPI | sse-starlette | 3.4.5 | 间接 |
| PyPI | stack-data | 0.6.3 | 间接 |
| PyPI | starlette | 1.3.1 | 间接 |
| PyPI | text-unidecode | 1.3 | 间接 |
| PyPI | threadpoolctl | 3.6.0 | 间接 |
| PyPI | tinycss2 | 1.5.1 | 间接 |
| PyPI | toml | 0.10.2 | 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 | 0.0.58 | 间接 |
| PyPI | typing-extensions | 4.16.0 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | tzdata | 2026.3 | 间接 |
| PyPI | uncalled-for | 0.3.2 | 间接 |
| PyPI | urllib3 | 2.7.0 | 间接 |
| PyPI | uvicorn | 0.51.0 | 间接 |
| PyPI | watchfiles | 1.2.0 | 间接 |
| PyPI | wcwidth | 0.8.2 | 间接 |
| PyPI | webencodings | 0.5.1 | 间接 |
| PyPI | websockets | 16.1 | 间接 |
| PyPI | widgetsnbextension | 4.0.15 | 间接 |
| PyPI | xgboost | 3.2.0 | 间接 |
| PyPI | xgboost | 3.3.0 | 间接 |
| PyPI | zipp | 4.1.0 | 间接 |
依赖安全公告 1
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 195 个包，其中也包含从不交付的开发与测试版本固定：1 个存在已知公告，0 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| pytest | 7.4.4 | 间接 | 中 | 2 | 9.0.3 |
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": [
"binning",
"categorical-encoding",
"cramer",
"credit-risk",
"discretization",
"feature-engineering",
"fraud-detection",
"information-value",
"risk-modeling",
"scorecard",
"scorecards",
"woe",
"bucketization",
"tschuprow",
"kurskal-wallis"
],
"is_fork": false,
"size_kb": 27431,
"has_wiki": true,
"homepage": "https://autocarver.readthedocs.io",
"languages": {
"Python": 1543310
},
"pushed_at": "2026-07-29T04:11:28Z",
"created_at": "2023-01-05T13:10:31Z",
"owner_type": "User",
"updated_at": "2026-07-29T04:11:41Z",
"description": "Automatic optimal discretization pipeline",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"license_spdx_raw": "MIT",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": "Mario Defrance",
"type": "User",
"login": "mdefrance",
"company": "Coface",
"location": "Paris, France",
"followers": 10,
"avatar_url": "https://avatars.githubusercontent.com/u/74489838?v=4",
"created_at": "2020-11-15T09:56:14Z",
"is_verified": null,
"public_repos": 4,
"account_age_days": 2081
},
"license": {
"state": "standard",
"spdx_id": "MIT",
"raw_spdx": "MIT",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "7.6.0",
"kind": "minor",
"published_at": "2026-07-29T04:11:28Z"
},
{
"tag": "7.5.5",
"kind": "patch",
"published_at": "2026-07-13T05:53:19Z"
},
{
"tag": "7.5.4",
"kind": "patch",
"published_at": "2026-07-13T05:44:26Z"
},
{
"tag": "7.5.3",
"kind": "patch",
"published_at": "2026-07-12T17:43:40Z"
},
{
"tag": "7.5.2",
"kind": "patch",
"published_at": "2026-07-11T07:08:59Z"
},
{
"tag": "7.5.1",
"kind": "patch",
"published_at": "2026-07-09T06:47:18Z"
},
{
"tag": "7.5.0",
"kind": "minor",
"published_at": "2026-07-08T07:59:33Z"
},
{
"tag": "7.4.0",
"kind": "minor",
"published_at": "2026-06-30T05:34:12Z"
},
{
"tag": "7.3.9",
"kind": "patch",
"published_at": "2026-06-29T18:49:45Z"
},
{
"tag": "7.3.8",
"kind": "patch",
"published_at": "2026-06-28T21:06:57Z"
},
{
"tag": "7.3.7",
"kind": "patch",
"published_at": "2026-06-28T16:48:17Z"
},
{
"tag": "7.3.6",
"kind": "patch",
"published_at": "2026-06-27T13:19:57Z"
},
{
"tag": "7.3.5",
"kind": "patch",
"published_at": "2026-06-27T11:56:12Z"
},
{
"tag": "7.3.4",
"kind": "patch",
"published_at": "2026-06-20T15:54:43Z"
},
{
"tag": "7.3.3",
"kind": "patch",
"published_at": "2026-06-20T07:35:52Z"
},
{
"tag": "7.3.2",
"kind": "patch",
"published_at": "2026-06-16T16:57:23Z"
},
{
"tag": "7.3.1",
"kind": "patch",
"published_at": "2026-06-16T11:22:32Z"
},
{
"tag": "7.3.0",
"kind": "minor",
"published_at": "2026-06-14T21:24:24Z"
},
{
"tag": "7.2.9",
"kind": "patch",
"published_at": "2026-06-13T13:19:29Z"
},
{
"tag": "7.2.8",
"kind": "patch",
"published_at": "2026-06-12T16:55:04Z"
},
{
"tag": "7.2.7",
"kind": "patch",
"published_at": "2026-06-10T07:08:16Z"
},
{
"tag": "7.2.6",
"kind": "patch",
"published_at": "2026-05-26T18:37:47Z"
},
{
"tag": "7.2.5",
"kind": "patch",
"published_at": "2026-05-25T08:36:00Z"
},
{
"tag": "7.2.2",
"kind": "patch",
"published_at": "2026-05-22T15:53:31Z"
},
{
"tag": "7.2.1",
"kind": "patch",
"published_at": "2026-05-21T21:28:37Z"
},
{
"tag": "7.2.0",
"kind": "minor",
"published_at": "2026-05-21T19:04:23Z"
},
{
"tag": "7.1.11",
"kind": "patch",
"published_at": "2026-05-19T06:39:02Z"
},
{
"tag": "7.1.10",
"kind": "patch",
"published_at": "2026-05-18T20:27:25Z"
},
{
"tag": "7.1.9",
"kind": "patch",
"published_at": "2026-05-17T21:40:06Z"
},
{
"tag": "7.1.8",
"kind": "patch",
"published_at": "2026-05-17T13:52:51Z"
},
{
"tag": "7.1.7",
"kind": "patch",
"published_at": "2026-05-17T10:34:42Z"
},
{
"tag": "7.1.6",
"kind": "patch",
"published_at": "2026-05-16T08:33:51Z"
},
{
"tag": "7.1.5",
"kind": "patch",
"published_at": "2026-05-15T13:13:25Z"
},
{
"tag": "7.1.4",
"kind": "patch",
"published_at": "2026-05-14T16:27:43Z"
},
{
"tag": "7.1.3",
"kind": "patch",
"published_at": "2026-05-14T13:04:29Z"
},
{
"tag": "7.1.2",
"kind": "patch",
"published_at": "2026-05-14T12:30:39Z"
},
{
"tag": "7.1.1",
"kind": "patch",
"published_at": "2026-05-14T09:59:27Z"
},
{
"tag": "7.1.0",
"kind": "minor",
"published_at": "2026-05-10T20:17:52Z"
},
{
"tag": "7.0.14",
"kind": "patch",
"published_at": "2026-05-10T17:37:25Z"
},
{
"tag": "7.0.13",
"kind": "patch",
"published_at": "2026-05-10T13:29:35Z"
},
{
"tag": "7.0.12",
"kind": "patch",
"published_at": "2026-05-10T12:43:32Z"
},
{
"tag": "7.0.11",
"kind": "patch",
"published_at": "2026-05-10T11:41:13Z"
},
{
"tag": "7.0.10",
"kind": "patch",
"published_at": "2025-03-22T07:59:51Z"
},
{
"tag": "7.0.9",
"kind": "patch",
"published_at": "2025-03-15T07:42:19Z"
},
{
"tag": "7.0.8",
"kind": "patch",
"published_at": "2025-03-14T11:38:17Z"
},
{
"tag": "7.0.7",
"kind": "patch",
"published_at": "2025-02-21T06:17:14Z"
},
{
"tag": "7.0.6",
"kind": "patch",
"published_at": "2025-02-20T08:44:38Z"
},
{
"tag": "7.0.5",
"kind": "patch",
"published_at": "2025-02-10T07:50:51Z"
},
{
"tag": "7.0.4",
"kind": "patch",
"published_at": "2025-02-06T07:31:27Z"
},
{
"tag": "7.0.3",
"kind": "patch",
"published_at": "2025-02-06T06:31:06Z"
},
{
"tag": "7.0.2",
"kind": "patch",
"published_at": "2025-02-05T19:53:36Z"
},
{
"tag": "7.0.1",
"kind": "patch",
"published_at": "2025-02-05T19:46:17Z"
},
{
"tag": "7.0.0",
"kind": "major",
"published_at": "2025-02-05T19:07:37Z"
},
{
"tag": "6.0.5",
"kind": "patch",
"published_at": "2024-01-19T19:58:25Z"
},
{
"tag": "6.0.4",
"kind": "patch",
"published_at": "2024-01-16T08:35:33Z"
},
{
"tag": "6.0.3",
"kind": "patch",
"published_at": "2024-01-09T09:26:35Z"
},
{
"tag": "6.0.2",
"kind": "patch",
"published_at": "2023-12-22T08:33:50Z"
},
{
"tag": "6.0.1",
"kind": "patch",
"published_at": "2023-12-22T05:53:10Z"
},
{
"tag": "6.0.0",
"kind": "major",
"published_at": "2023-12-22T05:44:03Z"
},
{
"tag": "5.4.9",
"kind": "patch",
"published_at": "2023-12-02T09:16:50Z"
},
{
"tag": "5.4.8",
"kind": "patch",
"published_at": "2023-11-20T08:42:20Z"
},
{
"tag": "5.4.7",
"kind": "patch",
"published_at": "2023-11-19T14:31:41Z"
},
{
"tag": "5.4.6",
"kind": "patch",
"published_at": "2023-11-18T14:19:25Z"
},
{
"tag": "5.4.5",
"kind": "patch",
"published_at": "2023-11-18T11:43:49Z"
},
{
"tag": "5.4.4",
"kind": "patch",
"published_at": "2023-11-16T08:13:19Z"
},
{
"tag": "5.4.3",
"kind": "patch",
"published_at": "2023-11-15T12:50:50Z"
},
{
"tag": "5.4.2",
"kind": "patch",
"published_at": "2023-11-12T10:02:16Z"
},
{
"tag": "5.4.1",
"kind": "patch",
"published_at": "2023-11-11T11:37:46Z"
},
{
"tag": "5.4.0",
"kind": "minor",
"published_at": "2023-11-02T14:30:55Z"
},
{
"tag": "5.3.4",
"kind": "patch",
"published_at": "2023-11-01T18:14:22Z"
},
{
"tag": "5.3.3",
"kind": "patch",
"published_at": "2023-11-01T17:51:46Z"
},
{
"tag": "5.3.2",
"kind": "patch",
"published_at": "2023-11-01T17:29:01Z"
},
{
"tag": "5.3.1",
"kind": "patch",
"published_at": "2023-11-01T17:03:53Z"
},
{
"tag": "5.3.0",
"kind": "minor",
"published_at": "2023-10-26T11:35:07Z"
},
{
"tag": "5.2.2",
"kind": "patch",
"published_at": "2023-10-02T16:32:41Z"
},
{
"tag": "5.2.1",
"kind": "patch",
"published_at": "2023-09-22T11:26:41Z"
},
{
"tag": "5.2.0",
"kind": "minor",
"published_at": "2023-08-07T19:14:26Z"
},
{
"tag": "5.1.9",
"kind": "patch",
"published_at": "2023-07-30T11:57:19Z"
},
{
"tag": "5.1.8",
"kind": "patch",
"published_at": "2023-07-20T10:58:21Z"
},
{
"tag": "5.1.7",
"kind": "patch",
"published_at": "2023-07-17T21:00:01Z"
},
{
"tag": "5.1.6",
"kind": "patch",
"published_at": "2023-07-17T18:33:38Z"
},
{
"tag": "5.1.5",
"kind": "patch",
"published_at": "2023-07-17T12:10:33Z"
},
{
"tag": "5.1.4",
"kind": "patch",
"published_at": "2023-07-17T09:07:10Z"
}
],
"recent_commits": [
{
"oid": "61daaf19d5a44be86dfb1486972b1c7cfad6edf6",
"body": "* added example chart\n* fixed per-feature bin editing\n* twicks to features to add and subset dataframes on a list of\nBaseFeature\n* new default: dp_escalate=False for faster combinations",
"is_bot": false,
"headline": "bin update and dp_escalate set to False (#143)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-29T04:11:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b1f4556c026276cd39eb99b77c7f1e7c6918cf93",
"body": null,
"is_bot": false,
"headline": "fix mcp publish (#142)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-13T05:53:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8d87dab7e530187ddeffdb717bc8f7dbf0160ed",
"body": "* added colab quick start notebook\n* published mcp server",
"is_bot": false,
"headline": "published mcp server (#141)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-13T05:44:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c732382e8c72d7fc4dc7b23d0981516842922cf",
"body": null,
"is_bot": false,
"headline": "bump version (#140)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-12T17:43:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8301f903b855b8945caab3faa3912b044a56f79",
"body": "* bailout of features with mostly nan values\n* bailout of features with non robust combinations on values\n* updated comparison for real datasets\n* added defaults for min_freq and max_n_mod\n* added progress bar per feature\n* updated README",
"is_bot": false,
"headline": "bailout of rare-valued features (#139)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-12T17:24:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03a6a3dc31bf333a949eda8d5bf2019a05f514fb",
"body": "* added riddit target encoding instead of raw target int encoded\n(target_scale=\"ridit\")\n* kept raw target int for count ordinal carving (target_scale=\"level\")\n* optional user provided scale (target_scale=dict)",
"is_bot": false,
"headline": "OrdinalCarver: switch to riddit ending by default (#138)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-11T07:08:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "001019f235df9b09c46e1060703ac2642e204dca",
"body": "* moved old MulticlassCarver to OneVsRestCarver (kept old behavior)\n* added MulticlassCarver that uses Correspondence Analysis to rank\nmodalities (instead of target mean)\n* added TschuprowtMulticlassCombinations and\nCramervMulticlassCombinations",
"is_bot": false,
"headline": "added MulticlassCarver (#137)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-09T06:47:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b23e14a2fcac8b00f1cb2f891bf37682be3a704",
"body": "* added sklearn CV builtin alongside dev set",
"is_bot": false,
"headline": "added CV option (#136)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-07-08T07:59:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3fa145cfef460c0660a07761e4a53f4549f1ade3",
"body": "* added __version__\n* removed config from selectors\n* added summary to selectors\n* added __sklearn_is_fitted__ to transformers",
"is_bot": false,
"headline": "updated selectors API (#135)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-30T05:34:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "454cc91977809514bf9d1934f9542d7ec6cbae34",
"body": "* huge speed up for quantitative and qualitative feature selectors\n* only best ranked features are filtered up to the n_best",
"is_bot": false,
"headline": "doing filter only for best ranked features (#134)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-29T18:49:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b9e177f2d3eaec93354428f82703fe0f36388c1c",
"body": "* fixed loading for OrdinalCarver (not yet implemented)\n* fixed OrdinalCarver DP algorithm for missing modality\n* moved from str to Path",
"is_bot": false,
"headline": "hotfix OrdinalCarver loading + rare modalities edge cases (#133)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-28T21:06:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e940a175612a716dcf90c4b9813fa25cb0e57d5f",
"body": "* main bottleneck was discretizers -> now multiprocessing on chunks of\nfeatures\n* huge performance increase in fit and transform for most carvers",
"is_bot": false,
"headline": "multiprocessing discretizers (#132)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-28T16:48:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "71cc27cef7f671d76f360a2ce505fdb5107b020c",
"body": "fixed dataframe[features] filtering out nested/reference_dates",
"is_bot": false,
"headline": "hotfix features.__call__ (#131)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-27T13:19:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "885248368dcddced4c3b08c52c5a8e00951ed6be",
"body": null,
"is_bot": false,
"headline": "hotfix ProcessingConfig defaults (#130)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-27T11:56:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "362422e6725042cc61a49c246c2bde1a61f31f1d",
"body": "* added OrdinalCarver\n* Ordinal combinations from tau-c (default), tau-b/somers'D\n* Ordinal selector",
"is_bot": false,
"headline": "added OrdinalCarver based on Tau-c association metric (#129)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-20T15:54:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aa31978acd5aab8f96cef1b3a28081238f3dd4ef",
"body": null,
"is_bot": false,
"headline": "release 7.3.3 (#128)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-20T07:35:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c272ad512d1421ab24e095aae4100ea25b57376b",
"body": "* added MCP for use within vscode/claude code\n* automatic setting of feature types",
"is_bot": false,
"headline": "Added MCP for AutoFeatures (#127)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-20T07:25:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ff994dce86f1b35313f35be770b6001097f2100",
"body": "* added __NAN__ to numerical label\n* silenced some warnings\n* fix #90 \n* fix summary",
"is_bot": false,
"headline": "Dev minor fixes (#126)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-16T16:57:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dcc229ea67769c5755231d15be1bb5bef9a69b07",
"body": "* added property-based tests (that surfaced errors)\n* fixed r_label_per_value not properly built in some cases",
"is_bot": false,
"headline": "Property-based tests + hotfix label_per_value (#125)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-16T11:22:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e1daedf132396a7841dce7f741bceeb208939a5f",
"body": "* moved selectors to sklearn TransformerMixin\n* added kruskal eta/epsilon squared for effect size indenpendant\nselection\n* hotfix of carvers' ordinal encoding on loaded from json carvers\n* improved quantitative labels\n* removed all dependency to labels within the combinations",
"is_bot": false,
"headline": "fixed selectors API + hotfix carvers (#124)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-14T21:24:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3512d78bba189a05b54abb432fcc35636fedcf74",
"body": "* removed legacy ChainedDiscretizer",
"is_bot": false,
"headline": "added NestedFeatures and NestedDiscretizer (#123)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-13T13:19:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b03ebfda3885bc944a51a53bca05f7c7d8bad815",
"body": null,
"is_bot": false,
"headline": "fixed dark/light theme for animation (#122)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-13T06:52:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e079898d5ad6b21442f2330ad9ba4719e2c79e56",
"body": null,
"is_bot": false,
"headline": "Dev readme anim (#121)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-13T05:50:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1bd472a89e5b8a3b2b54d9123af409c5c71c931",
"body": null,
"is_bot": false,
"headline": "Dev readme anim (#120)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-12T17:15:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bf12c91dd7b01978d3493f7a731128bc5539ac38",
"body": null,
"is_bot": false,
"headline": "added main animation (#119)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-12T16:54:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "77546b07cb07bc23e70919ef5aae02cfaf3adb24",
"body": "* Datetime feature from fixed date\n* Datetime feature from other date column\n* added docs\n* docs on viability",
"is_bot": false,
"headline": "Added support for DatetimeFeature (#118)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-06-10T07:08:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f05eae421a415a184548514eef2ce25348afaf1a",
"body": null,
"is_bot": false,
"headline": "discretizers animations (#117)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-29T06:28:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3f73a18202e6407de0a299e372a1e8e30ccc4974",
"body": null,
"is_bot": false,
"headline": "updated docstrings and documentation (#116)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-26T22:29:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "08c7bc058b74b2d4b72af749c6c091fdf6ed325e",
"body": "* updated Comparison Notebook\n* added Confidence Interval for frequency evaluation (+ added\nmin_freq_alpha config)\n* added dropped_features to BaseCarver to keep track of removed features",
"is_bot": false,
"headline": "added Confidence Interval for frequencies (#115)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-26T18:37:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "03d58886764535b6ce64c0c7bd51e0d7bc7aba4b",
"body": "- Ships interval-DP over consecutive segmentations for\n`KruskalCombinations` and `ChiSquaredCombinations`, with progressive\ntop-K doubling so the search stays exhaustive in the worst case.",
"is_bot": false,
"headline": "DP for top-k segmentations (#114)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-25T08:35:43Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d8f3a29129e27ef7f0aac9a19494c85f4004c6e0",
"body": "* added generic types for metrics and target_rate\n* fixed some types",
"is_bot": false,
"headline": "moved to ty (#113)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-22T15:53:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "43c084223b1a36ecb0c2c5344fe7d5ea7eecc246",
"body": "* multiprocessing for carvers per feature\n* performance improvements in find_quantiles\n* performance improvements in tests with TargetMean",
"is_bot": false,
"headline": "carver multiprocessing (#112)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-21T21:28:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "45d54aca1cbc9773ea87827124fdb3286e50dc06",
"body": "* fixed label generation for continuous features\n* added quick start example test and auto sync\n* Combinations are now yielded on-the-go instead of all at once (reduced\nmemory footprint)\n* speedup in kruskal computation -> rewritten with numpy\n* speedup in chi2 -> rewritten with numpy\n* batched chi2 and kruskal",
"is_bot": false,
"headline": "performance boost (#111)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-21T19:04:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "900bc3e9680858a0c1793dfda1bb9e59b3db99af",
"body": "* added support for DiscretizerConfig\n* fix CombinationEvaluator attribute",
"is_bot": false,
"headline": "fixed BaseCarver instantiation (#110)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-19T21:20:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a2e41d1e1221009f1e15082da04567d49a7285ce",
"body": null,
"is_bot": false,
"headline": "added DiscretizerConfig (#109)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-19T06:38:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "530592650acb04bbad4ba6ee5612e79ef4ccce01",
"body": null,
"is_bot": false,
"headline": "Fix type errors and update configuration for features (#108)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-18T20:27:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "eba9ceceba110c783a1054e2ffe3ab4d42d5ccf7",
"body": null,
"is_bot": false,
"headline": "fixed Features instantiation (#107)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-17T21:39:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b1753fd82cbed7b35e6155fa0f5cdd98c2b6747f",
"body": "* removed kwargs from BaseFeature and properly defined attributes",
"is_bot": false,
"headline": "fixed BaseFeature instantiation (#106)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-17T16:15:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "46de99efc1c77fa762d3eb5c9ae0033b2b0d6bbe",
"body": "* removed duplicate between list instance and content keys\n* converted GroupedList to a dataclass",
"is_bot": false,
"headline": "improved grouped list with dropped duplicate (#105)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-17T13:52:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9c25388d58de399888989057a3b1b316db8b3e36",
"body": null,
"is_bot": false,
"headline": "simpler more efficient test suite (#104)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-17T10:34:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5a81ac0e4f6d725fd5291b4f15282a31c5ad87f8",
"body": null,
"is_bot": false,
"headline": "added type hints (#103)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-17T07:09:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7001e74e0bbad20bf441182a3f0b248e28c09c14",
"body": null,
"is_bot": false,
"headline": "fixed CI coverage (#102)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-16T09:04:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "75daa29cdc73925f4dbf6468dc91b590e0354022",
"body": null,
"is_bot": false,
"headline": "added docs (#101)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-16T08:33:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62df04420bf161a28b74c1431af00a81c3ea8b89",
"body": null,
"is_bot": false,
"headline": "upgraded dependecies support (#100)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-15T13:13:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7df87222c3cabde7d6ce8757404502e4f1d6f150",
"body": null,
"is_bot": false,
"headline": "fixed pandas and numpy uses (#99)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-14T16:27:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c86c942551ce1a5d38d50e126b1229d11e1170f9",
"body": null,
"is_bot": false,
"headline": "removed unnecessary files (#98)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-14T13:04:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "070844075b0aa4c874ef780893391b7bd2b6c6f6",
"body": null,
"is_bot": false,
"headline": "fixed docs + ty (#97)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-14T12:30:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "22094f40a38870bf15ea39e35ec66f10c043ba60",
"body": null,
"is_bot": false,
"headline": "moved from black/isort to ruff (#96)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-14T09:59:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8ad9bfe873cb2f54507fa82684e28a7cfeb4adb",
"body": "* added pre-commit for uv lock\n* fixed imports",
"is_bot": false,
"headline": "ramp-up python version (#95)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-10T20:17:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e982159206c7e6e535f7136ef7def77fa84eceef",
"body": null,
"is_bot": false,
"headline": "Fixed RTD build (#94)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-10T17:37:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4959ca0c4d1aa5391beee4cc425e8abc68d9a38e",
"body": null,
"is_bot": false,
"headline": "fixed RTD (#93)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-10T13:29:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "33cf2325695fc91dc33dee3fb67598b1d86275f8",
"body": null,
"is_bot": false,
"headline": "Fixed release (RTD+Pypi) (#92)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-10T12:43:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e0ce74160bd51765459007fe1741059ffe6b8638",
"body": null,
"is_bot": false,
"headline": "Switched to uv (#91)",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2026-05-10T11:40:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c1415697c9af599119c70572f28a58e401ba1f84",
"body": "This reverts commit dff7bc67fc1bdeb5d5bac1ef79b8a2de72a94b55.",
"is_bot": false,
"headline": "Revert \"converted to uv\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:38:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "daa2cf4508cbad7e2e60f80c23706ffe496958de",
"body": "This reverts commit c2eb0cb3482401329305a39fc7140500e2baacae.",
"is_bot": false,
"headline": "Revert \"ruff linting\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:37:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7ef57afecc8657e4645a095dd3f028ff2c9e0e59",
"body": "This reverts commit 7845960f754d9d2e0477e4c2db248270d8180aec.",
"is_bot": false,
"headline": "Revert \"removed vscode settings\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:37:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "04fe0cbf2ffba15e38cee467b7954971a29ed4df",
"body": "This reverts commit 7ef2355bc795174a52b0cb468f2df3283fd947c0.",
"is_bot": false,
"headline": "Revert \"removing .vscode\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:37:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f487e8324b7729af86503ec4c3679e73b076c033",
"body": "This reverts commit 28afa026b8bbc6f373a569705b19fd55665cfa5c.",
"is_bot": false,
"headline": "Revert \"ruff formating\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:37:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5301302478f1bd308da7b798f6de32ac13a548d9",
"body": "This reverts commit c8de60da0123c033cab1e54d7fbe2cbd2837101f.",
"is_bot": false,
"headline": "Revert \"added pre commit hooks + removed docs build\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:37:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2c4a278a414ef36a47eccf2f4ec9c828bf85c95f",
"body": "This reverts commit bd9a2ef2479722bd044a37ade445decc1bff3117.",
"is_bot": false,
"headline": "Reapply \"added pre commit hooks + removed docs build\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:37:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bd9a2ef2479722bd044a37ade445decc1bff3117",
"body": "This reverts commit c8de60da0123c033cab1e54d7fbe2cbd2837101f.",
"is_bot": false,
"headline": "Revert \"added pre commit hooks + removed docs build\"",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:33:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c8de60da0123c033cab1e54d7fbe2cbd2837101f",
"body": null,
"is_bot": false,
"headline": "added pre commit hooks + removed docs build",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T10:14:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "28afa026b8bbc6f373a569705b19fd55665cfa5c",
"body": null,
"is_bot": false,
"headline": "ruff formating",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T09:53:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7ef2355bc795174a52b0cb468f2df3283fd947c0",
"body": null,
"is_bot": false,
"headline": "removing .vscode",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T09:14:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7845960f754d9d2e0477e4c2db248270d8180aec",
"body": null,
"is_bot": false,
"headline": "removed vscode settings",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T09:07:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c2eb0cb3482401329305a39fc7140500e2baacae",
"body": null,
"is_bot": false,
"headline": "ruff linting",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T08:58:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dff7bc67fc1bdeb5d5bac1ef79b8a2de72a94b55",
"body": null,
"is_bot": false,
"headline": "converted to uv",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-11-16T08:57:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5dd809643458171fc0f15d4fa619993aeb6abc52",
"body": "fixed distance correlation v7.0.10",
"is_bot": false,
"headline": "Merge pull request #88 from mdefrance/dev_hotfix_selectors v7.0.10",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2025-03-22T07:59:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "118c78942f6d657ad0fe7fd0d465af1e8cde6afc",
"body": null,
"is_bot": false,
"headline": "fixed distance correlation",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-03-21T14:31:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "30b8c2fc304093424092729168c2fb10fbeaaf15",
"body": "Dev hotfix selectors v7.0.9\n* fixed feature ranking in selectors\n* fixed feature ranking for AbsoluteMeasures",
"is_bot": false,
"headline": "Merge pull request #87 from mdefrance/dev_hotfix_selectors v7.0.9",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2025-03-15T07:41:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4da645dbba6054099c117763d518d82754471957",
"body": null,
"is_bot": false,
"headline": "some linting",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-03-15T07:40:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8299f3f02d1cbad27a212063196e7bdd1f18d7e4",
"body": null,
"is_bot": false,
"headline": "updated tests v7.0.9",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-03-15T07:33:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "95eae1b8df164e6e2d4fc860f3e4c620c2bb8fa5",
"body": null,
"is_bot": false,
"headline": "fixed PerformanceWarning",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-03-15T07:25:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ded0c816be2bc10ae2e46b410a6f571e0745f9f2",
"body": null,
"is_bot": false,
"headline": "fixed measures sorting",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-03-15T07:25:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5c2109e4278fab5786bb523c25929ff8e73388ee",
"body": "fixed edge cases and negative correlations v7.0.8",
"is_bot": false,
"headline": "Merge pull request #86 from mdefrance/dev_hotfix_selectors v7.0.8",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2025-03-14T11:38:05Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9d8e6bfb55d1907650ae0390a18a29acc8ba341b",
"body": null,
"is_bot": false,
"headline": "fixed edge cases and negative correlations",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-03-14T11:27:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97d426dc54c4c0f2c8ee4470df7890e7afb283a1",
"body": "updated features is_fitted for better info v7.0.7",
"is_bot": false,
"headline": "Merge pull request #83 from mdefrance/dev_chained_discretizer v7.0.7",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2025-02-21T06:17:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b1b631ee4a503a5caa4bec135a9c35e8ac57e12",
"body": null,
"is_bot": false,
"headline": "updated features is_fitted for better info",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-21T05:52:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3b82f0d21c8db1c012a3e89d6da4bd3900e23c7d",
"body": "Dev chained discretizer v7.0.6",
"is_bot": false,
"headline": "Merge pull request #82 from mdefrance/dev_chained_discretizer v7.0.6",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2025-02-20T08:44:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5fe82eddabb5391a001f0d11877ec7a249e03dac",
"body": null,
"is_bot": false,
"headline": "fixed summary's columns",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-20T08:25:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1331189b1a9d376d97ce80c66b1e98416fbefdba",
"body": null,
"is_bot": false,
"headline": "updated import checks for ipython",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-20T08:23:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cde082cdb0887e425f7ddb4913f7a8e929ab41d6",
"body": null,
"is_bot": false,
"headline": "added target_rate to kwargs",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-20T07:42:48Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "734d64e8beeeff13d32931ddd1d79440115382b1",
"body": null,
"is_bot": false,
"headline": "added option for target_rate switch",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-20T07:38:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "91ff8cead6fcad3b51cf8cba77da71cd5e127bf9",
"body": "…valid filter for non default measures v7.0.5\n\nHotfix valid filter for non default measures of selectors v7.0.5",
"is_bot": false,
"headline": "Merge pull request #77 from mdefrance/dev_chained_discretizer Hotfix …",
"author_name": "Mario Defrance",
"author_login": "mdefrance",
"committed_at": "2025-02-10T07:50:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "997a0842161e893137dcb98be8bdef8d92386462",
"body": null,
"is_bot": false,
"headline": "fixed selectors v7.0.5",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-10T07:49:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cb68f710c2fda85fb69caeb852b2cdce56bc839b",
"body": null,
"is_bot": false,
"headline": "fixed tests and imports accordingly",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:37:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cd9a85ba95197e9e8001c84b3c48c59b0fd34be3",
"body": null,
"is_bot": false,
"headline": "Set back test_qualitative_feature.py file",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "180fd388226cfc2f7d0f899c5cba731d190dc44f",
"body": null,
"is_bot": false,
"headline": "Duplicate test_qualitative_feature.py history.",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "709c1307cf24c0d2152d083c1de58835b738007c",
"body": null,
"is_bot": false,
"headline": "Copy test_qualitative_feature.py into test_categorical_feature.py",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b120b31bafa7f09f26add6ae836f81951d2bc35",
"body": null,
"is_bot": false,
"headline": "Keep test_qualitative_feature.py",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f2f788d5550236f1867de46b78f2d9f784f7d9e",
"body": null,
"is_bot": false,
"headline": "Set back test_qualitative_feature.py file",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:20Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e9ab7cb2fa98d43b79c2f6d367ad409bc25f3f9f",
"body": null,
"is_bot": false,
"headline": "Duplicate test_qualitative_feature.py history.",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "801e5d2b86fb8d917dede2831f538ade1ad69588",
"body": null,
"is_bot": false,
"headline": "Copy test_qualitative_feature.py into test_ordinal_feature.py",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fc058dfe2b3ae43bba0c0d088fe1fb56bc611498",
"body": null,
"is_bot": false,
"headline": "Keep test_qualitative_feature.py",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:25:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8b9386ffda09ae32b92f9b4c41a2493396f59bd",
"body": null,
"is_bot": false,
"headline": "cleaned up tests",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:24:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a1049f21242a3a1e8c844422d4de0adf22bde704",
"body": null,
"is_bot": false,
"headline": "cleaned feature codes",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:22:38Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c7bca305edf78c1c758880711b9a862b3d6033bb",
"body": null,
"is_bot": false,
"headline": "Set back quantitative_feature.py file",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:14:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "84d4d5eda2645584f9d192e066ebe981c7aee0d4",
"body": null,
"is_bot": false,
"headline": "Duplicate quantitative_feature.py history.",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:14:19Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6b286ce6935894e4b7460db2d70e87185080e2da",
"body": null,
"is_bot": false,
"headline": "Copy quantitative_feature.py into numerical_feature.py",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:14:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a7592212fe6ffd154fbb07731cecae96a32d0e5",
"body": null,
"is_bot": false,
"headline": "Keep quantitative_feature.py",
"author_name": "MarioDEFRANCE",
"author_login": "mdefrance",
"committed_at": "2025-02-07T07:14:18Z",
"body_truncated": false,
"is_coding_agent": false
}
],
"releases_count": 83,
"commits_last_year": 66,
"latest_release_at": "2026-07-29T04:11:28Z",
"latest_release_tag": "7.6.0",
"releases_from_tags": false,
"days_since_last_push": 0,
"active_weeks_last_year": 9,
"days_since_latest_release": 0,
"mean_days_between_releases": 3.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 42,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "AutoCarver",
"exists": true,
"license": "MIT",
"keywords": [
"binning",
"discretization",
"feature-engineering",
"credit-scoring",
"woe",
"scorecards",
"tschuprow",
"tschuprow-t",
"cramer-v",
"information-value",
"iv",
"monotonic-binning",
"supervised-discretization",
"bucketization",
"risk-modeling",
"credit-risk",
"fraud-detection",
"categorical-encoding",
"supervised-binning",
"weight-of-evidence",
"feature-selection",
"mcp",
"model-context-protocol",
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Information Technology",
"Intended Audience :: Science/Research",
"Operating System :: MacOS",
"Operating System :: Microsoft :: Windows",
"Operating System :: OS Independent",
"Operating System :: POSIX",
"Operating System :: Unix",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Topic :: Scientific/Engineering",
"Topic :: Scientific/Engineering :: Artificial Intelligence"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/AutoCarver/",
"is_deprecated": false,
"latest_version": "7.6.0",
"repository_url": "https://github.com/mdefrance/AutoCarver",
"versions_count": 132,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2023-01-05T13:35:02.824788Z",
"latest_published_at": "2026-07-29T04:11:46.692909Z",
"latest_version_yanked": null,
"days_since_latest_publish": 0
}
]
},
"popularity": {
"forks": 0,
"stars": 11,
"watchers": 2,
"fork_history": {
"days": [],
"complete": true,
"collected": 0,
"total_forks": 0
},
"star_history": null,
"open_issues_and_prs": 0
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"examples",
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"toolchain_manifests": [],
"largest_source_bytes": 63423,
"source_files_sampled": 206,
"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": [
{
"name": "pytest",
"direct": false,
"version": "7.4.4",
"severity": "moderate",
"ecosystem": "pypi",
"cvss_score": 6.8,
"advisory_ids": [
"GHSA-6w46-j5rx-g56g",
"PYSEC-2026-1845"
],
"fixed_version": "9.0.3",
"advisory_count": 2,
"oldest_advisory_days": 187
}
],
"collected": true,
"malicious": [],
"truncated": false,
"by_severity": {
"moderate": 1
},
"advisory_count": 2,
"affected_count": 1,
"assessed_count": 195,
"malicious_count": 0,
"assessed_package": null,
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.1,<2.5"
},
{
"name": "scipy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.15,<1.18"
},
{
"name": "pandas",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=2.3,<3.1,!=3.0.4"
},
{
"name": "scikit-learn",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=1.6,<1.9"
},
{
"name": "statsmodels",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.14.1,<1"
},
{
"name": "tqdm",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=4.66,<5"
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "numpy",
"direct": true,
"version": "2.4.6",
"ecosystem": "pypi"
},
{
"name": "pandas",
"direct": true,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "scikit-learn",
"direct": true,
"version": "1.8.0",
"ecosystem": "pypi"
},
{
"name": "scipy",
"direct": true,
"version": "1.17.1",
"ecosystem": "pypi"
},
{
"name": "statsmodels",
"direct": true,
"version": "0.14.6",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": true,
"version": "4.68.4",
"ecosystem": "pypi"
},
{
"name": "absl-py",
"direct": false,
"version": "2.5.0",
"ecosystem": "pypi"
},
{
"name": "aiofile",
"direct": false,
"version": "3.11.1",
"ecosystem": "pypi"
},
{
"name": "alabaster",
"direct": false,
"version": "0.7.16",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.14.1",
"ecosystem": "pypi"
},
{
"name": "appnope",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "asttokens",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "26.1.0",
"ecosystem": "pypi"
},
{
"name": "authlib",
"direct": false,
"version": "1.7.2",
"ecosystem": "pypi"
},
{
"name": "autocarver",
"direct": false,
"version": "7.6.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "backports-tarfile",
"direct": false,
"version": "1.2.0",
"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": "cachetools",
"direct": false,
"version": "7.1.4",
"ecosystem": "pypi"
},
{
"name": "caio",
"direct": false,
"version": "0.9.25",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.6.17",
"ecosystem": "pypi"
},
{
"name": "cffi",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.9",
"ecosystem": "pypi"
},
{
"name": "clarabel",
"direct": false,
"version": "0.11.1",
"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": "7.15.0",
"ecosystem": "pypi"
},
{
"name": "cryptography",
"direct": false,
"version": "49.0.0",
"ecosystem": "pypi"
},
{
"name": "cvxpy",
"direct": false,
"version": "1.9.2",
"ecosystem": "pypi"
},
{
"name": "cycler",
"direct": false,
"version": "0.12.1",
"ecosystem": "pypi"
},
{
"name": "cyclopts",
"direct": false,
"version": "4.21.0",
"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": "dnspython",
"direct": false,
"version": "2.8.0",
"ecosystem": "pypi"
},
{
"name": "docstring-parser",
"direct": false,
"version": "0.18.0",
"ecosystem": "pypi"
},
{
"name": "docutils",
"direct": false,
"version": "0.20.1",
"ecosystem": "pypi"
},
{
"name": "email-validator",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "execnet",
"direct": false,
"version": "2.1.2",
"ecosystem": "pypi"
},
{
"name": "executing",
"direct": false,
"version": "2.2.1",
"ecosystem": "pypi"
},
{
"name": "fastjsonschema",
"direct": false,
"version": "2.21.2",
"ecosystem": "pypi"
},
{
"name": "fastmcp",
"direct": false,
"version": "3.4.4",
"ecosystem": "pypi"
},
{
"name": "fastmcp-slim",
"direct": false,
"version": "3.4.4",
"ecosystem": "pypi"
},
{
"name": "fonttools",
"direct": false,
"version": "4.63.0",
"ecosystem": "pypi"
},
{
"name": "griffelib",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "highspy",
"direct": false,
"version": "1.15.1",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "httpx-sse",
"direct": false,
"version": "0.4.3",
"ecosystem": "pypi"
},
{
"name": "hypothesis",
"direct": false,
"version": "6.156.6",
"ecosystem": "pypi"
},
{
"name": "icecream",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "imagesize",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "immutabledict",
"direct": false,
"version": "4.3.1",
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": false,
"version": "9.0.0",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "ipykernel",
"direct": false,
"version": "6.31.0",
"ecosystem": "pypi"
},
{
"name": "ipython",
"direct": false,
"version": "9.10.1",
"ecosystem": "pypi"
},
{
"name": "ipython-pygments-lexers",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "ipywidgets",
"direct": false,
"version": "8.1.8",
"ecosystem": "pypi"
},
{
"name": "jaraco-classes",
"direct": false,
"version": "3.4.0",
"ecosystem": "pypi"
},
{
"name": "jaraco-context",
"direct": false,
"version": "6.1.2",
"ecosystem": "pypi"
},
{
"name": "jaraco-functools",
"direct": false,
"version": "4.5.0",
"ecosystem": "pypi"
},
{
"name": "jedi",
"direct": false,
"version": "0.20.0",
"ecosystem": "pypi"
},
{
"name": "jeepney",
"direct": false,
"version": "0.9.0",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "joblib",
"direct": false,
"version": "1.5.3",
"ecosystem": "pypi"
},
{
"name": "joserfc",
"direct": false,
"version": "1.7.3",
"ecosystem": "pypi"
},
{
"name": "jsonref",
"direct": false,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema",
"direct": false,
"version": "4.26.0",
"ecosystem": "pypi"
},
{
"name": "jsonschema-path",
"direct": false,
"version": "0.5.0",
"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": "jupyterlab-widgets",
"direct": false,
"version": "3.0.16",
"ecosystem": "pypi"
},
{
"name": "jupytext",
"direct": false,
"version": "1.19.4",
"ecosystem": "pypi"
},
{
"name": "kaggle",
"direct": false,
"version": "2.2.3",
"ecosystem": "pypi"
},
{
"name": "kagglesdk",
"direct": false,
"version": "0.1.34",
"ecosystem": "pypi"
},
{
"name": "keyring",
"direct": false,
"version": "25.7.0",
"ecosystem": "pypi"
},
{
"name": "kiwisolver",
"direct": false,
"version": "1.5.0",
"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": "3.10.9",
"ecosystem": "pypi"
},
{
"name": "matplotlib-inline",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "mcp",
"direct": false,
"version": "1.28.1",
"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": "mistune",
"direct": false,
"version": "3.3.3",
"ecosystem": "pypi"
},
{
"name": "more-itertools",
"direct": false,
"version": "11.1.0",
"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": "nbsphinx",
"direct": false,
"version": "0.9.6",
"ecosystem": "pypi"
},
{
"name": "nest-asyncio",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "nvidia-nccl-cu12",
"direct": false,
"version": "2.30.7",
"ecosystem": "pypi"
},
{
"name": "openapi-pydantic",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "opentelemetry-api",
"direct": false,
"version": "1.43.0",
"ecosystem": "pypi"
},
{
"name": "optbinning",
"direct": false,
"version": "0.21.0",
"ecosystem": "pypi"
},
{
"name": "ortools",
"direct": false,
"version": "9.10.4067",
"ecosystem": "pypi"
},
{
"name": "osqp",
"direct": false,
"version": "1.1.3",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "pandocfilters",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "parso",
"direct": false,
"version": "0.8.7",
"ecosystem": "pypi"
},
{
"name": "pathable",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "patsy",
"direct": false,
"version": "1.0.2",
"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": "prompt-toolkit",
"direct": false,
"version": "3.0.52",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": "7.35.1",
"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": "py-key-value-aio",
"direct": false,
"version": "0.4.5",
"ecosystem": "pypi"
},
{
"name": "pyarrow",
"direct": false,
"version": "25.0.0",
"ecosystem": "pypi"
},
{
"name": "pycparser",
"direct": false,
"version": "3.0",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": false,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.46.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": false,
"version": "2.14.2",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pyjwt",
"direct": false,
"version": "2.13.0",
"ecosystem": "pypi"
},
{
"name": "pypandoc",
"direct": false,
"version": "1.17",
"ecosystem": "pypi"
},
{
"name": "pyparsing",
"direct": false,
"version": "3.3.2",
"ecosystem": "pypi"
},
{
"name": "pyperclip",
"direct": false,
"version": "1.11.0",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "7.4.4",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
},
{
"name": "pytest-xdist",
"direct": false,
"version": "3.8.0",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "python-multipart",
"direct": false,
"version": "0.0.32",
"ecosystem": "pypi"
},
{
"name": "python-slugify",
"direct": false,
"version": "8.0.4",
"ecosystem": "pypi"
},
{
"name": "pywin32",
"direct": false,
"version": "312",
"ecosystem": "pypi"
},
{
"name": "pywin32-ctypes",
"direct": false,
"version": "0.2.3",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "pyzmq",
"direct": false,
"version": "27.1.0",
"ecosystem": "pypi"
},
{
"name": "qdldl",
"direct": false,
"version": "0.1.9.post1",
"ecosystem": "pypi"
},
{
"name": "referencing",
"direct": false,
"version": "0.37.0",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "15.0.0",
"ecosystem": "pypi"
},
{
"name": "rich-rst",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "ropwr",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "rpds-py",
"direct": false,
"version": "2026.6.3",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.21",
"ecosystem": "pypi"
},
{
"name": "scs",
"direct": false,
"version": "3.2.11",
"ecosystem": "pypi"
},
{
"name": "secretstorage",
"direct": false,
"version": "3.5.0",
"ecosystem": "pypi"
},
{
"name": "setuptools",
"direct": false,
"version": "83.0.0",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "snowballstemmer",
"direct": false,
"version": "3.1.1",
"ecosystem": "pypi"
},
{
"name": "sortedcontainers",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "soupsieve",
"direct": false,
"version": "2.8.4",
"ecosystem": "pypi"
},
{
"name": "sparsediffpy",
"direct": false,
"version": "0.3.0",
"ecosystem": "pypi"
},
{
"name": "sphinx",
"direct": false,
"version": "7.4.7",
"ecosystem": "pypi"
},
{
"name": "sphinx-design",
"direct": false,
"version": "0.6.1",
"ecosystem": "pypi"
},
{
"name": "sphinx-rtd-theme",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-applehelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-devhelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-htmlhelp",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-jquery",
"direct": false,
"version": "4.1",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-jsmath",
"direct": false,
"version": "1.0.1",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-qthelp",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-serializinghtml",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "sse-starlette",
"direct": false,
"version": "3.4.5",
"ecosystem": "pypi"
},
{
"name": "stack-data",
"direct": false,
"version": "0.6.3",
"ecosystem": "pypi"
},
{
"name": "starlette",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "text-unidecode",
"direct": false,
"version": "1.3",
"ecosystem": "pypi"
},
{
"name": "threadpoolctl",
"direct": false,
"version": "3.6.0",
"ecosystem": "pypi"
},
{
"name": "tinycss2",
"direct": false,
"version": "1.5.1",
"ecosystem": "pypi"
},
{
"name": "toml",
"direct": false,
"version": "0.10.2",
"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": "0.0.58",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.16.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "tzdata",
"direct": false,
"version": "2026.3",
"ecosystem": "pypi"
},
{
"name": "uncalled-for",
"direct": false,
"version": "0.3.2",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "uvicorn",
"direct": false,
"version": "0.51.0",
"ecosystem": "pypi"
},
{
"name": "watchfiles",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.8.2",
"ecosystem": "pypi"
},
{
"name": "webencodings",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "websockets",
"direct": false,
"version": "16.1",
"ecosystem": "pypi"
},
{
"name": "widgetsnbextension",
"direct": false,
"version": "4.0.15",
"ecosystem": "pypi"
},
{
"name": "xgboost",
"direct": false,
"version": "3.2.0",
"ecosystem": "pypi"
},
{
"name": "xgboost",
"direct": false,
"version": "3.3.0",
"ecosystem": "pypi"
},
{
"name": "zipp",
"direct": false,
"version": "4.1.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 195,
"direct_count": 6,
"indirect_count": 189
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 125,
"open_issues": 0,
"closed_ratio": 1,
"closed_issues": 12,
"closed_unmerged_prs": 6
},
"bus_factor": 1,
"bot_contributors": 0,
"top_contributors": [
{
"type": "User",
"login": "mdefrance",
"commits": 1061,
"avatar_url": "https://avatars.githubusercontent.com/u/74489838?v=4"
}
],
"contributors_sampled": 1,
"top_contributor_share": 1
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"pytest.yml",
"release.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"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": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "30 out of 30 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": 3,
"reason": "project has 1 contributing companies or organizations -- score normalized to 3",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no 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 0 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": 0,
"reason": "dependency not pinned by hash detected -- score normalized to 0",
"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": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"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": 9,
"reason": "1 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "61daaf19d5a44be86dfb1486972b1c7cfad6edf6",
"ran_at": "2026-07-29T04:13:13Z",
"aggregate_score": 4.7,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
},
"contribution_flow": {
"collected": true,
"ci_last_run_at": "2026-07-29T04:12:08Z",
"oldest_open_prs": [],
"last_merged_pr_at": "2026-07-29T04:11:13Z",
"ci_last_conclusion": "SUCCESS",
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/mdefrance/AutoCarver",
"host": "github.com",
"name": "AutoCarver",
"owner": "mdefrance"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"security": 58,
"vitality": 81,
"community": 32,
"governance": 55,
"engineering": 96
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 81,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 69,
"inputs": {
"commits_last_year": 66,
"human_commit_share": 1,
"days_since_last_push": 0,
"active_weeks_last_year": 9
},
"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": "9/52 weeks with commits",
"points": 6.2,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 9
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "66 commits in the last year",
"points": 16.4,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 66
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 0 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": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 83,
"latest_release_tag": "7.6.0",
"releases_from_tags": false,
"days_since_latest_release": 0,
"mean_days_between_releases": 3.4
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "83 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 83
}
}
],
"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 ~3.4 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 3.4
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 0,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 0 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 0
}
}
],
"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": 32,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 16,
"inputs": {
"forks": 0,
"stars": 11,
"watchers": 2,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "11 stars",
"points": 16.2,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 11
}
}
],
"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": "2 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 2
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"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": 0,
"status": "missed",
"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": 55,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 13,
"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 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 83,
"inputs": {
"merged_prs": 125,
"open_issues": 0,
"closed_issues": 12,
"issue_closed_ratio": 1,
"closed_unmerged_prs": 6
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 46.8,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 100
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "125/131 decided PRs merged",
"points": 36.5,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 125,
"decided": 131
}
}
],
"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": 42,
"inputs": {
"followers": 10,
"owner_type": "User",
"is_verified": null,
"owner_login": "mdefrance",
"public_repos": 4,
"account_age_days": 2081
},
"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 mdefrance",
"points": 7.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 10,
"login": "mdefrance"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "4 public repos, account ~5 yr old",
"points": 16.5,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 4
}
},
{
"code": "account_age_years",
"params": {
"years": 5
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"AutoCarver"
],
"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": "132 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 132
}
}
],
"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": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"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": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 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": 100,
"inputs": {
"topics": [
"binning",
"categorical-encoding",
"cramer",
"credit-risk",
"discretization",
"feature-engineering",
"fraud-detection",
"information-value",
"risk-modeling",
"scorecard",
"scorecards",
"woe",
"bucketization",
"tschuprow",
"kurskal-wallis"
],
"has_wiki": true,
"homepage": "https://autocarver.readthedocs.io",
"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://autocarver.readthedocs.io",
"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": "15 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 15
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 58,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 47,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.7
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 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 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"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 195 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": 195
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 2,
"affected_packages": 1,
"assessed_packages": 195,
"unassessed_packages": 0,
"affected_by_severity": "moderate 1",
"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": 195,
"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": "at_risk",
"name": "AI Readiness",
"value": 48,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 32,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.59,
"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": "59 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 31.5,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 59,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 61,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "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": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 63423,
"source_files_sampled": 206,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/206 source files over 60KB",
"points": 54.7,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 206,
"oversized": 1
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:AutoCarver@7.6.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-29T04:13:31.822003Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mdefrance/AutoCarver.svg",
"full_name": "mdefrance/AutoCarver",
"license_state": "standard",
"license_spdx": "MIT"
}