公开记录良好
软件健康报告模式 0.23.0 · 指标 1.13.0 · 2026-07-21 21:09 UTC
shoumikchow / bbox-visualizer
Make drawing and labeling bounding boxes a piece of cake
shoumikchow/bbox-visualizer 的健康指数为 100 分中的 70 分，处于「良好」区间。 其得分最高的类别是Engineering Quality（76/100），最低的是AI Readiness（46/100）。 最近一次更新在 4 天前。 近期的大部分工作由 1 位贡献者完成。
70
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。
70
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| PyPI | bbox_visualizer | 1.0.1 | 39,847 | 7 | 4 天前 | bbox-visualizerbounding-boxcomputer-visionvisualization |
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？
73
开发活跃度
65中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 4 天前 |
| 4.2/36 | 提交节奏 — 52 周中有 6 周有提交 |
| 15.2/18 | 提交量 — 最近一年 48 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 | 48 |
| human_commit_share | 1 |
| days_since_last_push | 4 |
| active_weeks_last_year | 6 |
发布纪律
84良好
评分方式
| 27/27 | 有发布版本 — 已发布 7 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 4 天前 |
| 12.6/27 | 发布节奏 — 约每 353.3 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 7 |
| latest_release_tag | v1.0.1 |
| releases_from_tags | 否 |
| days_since_latest_release | 4 |
| mean_days_between_releases | 353.3 |
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？
73
流行度与采用
59中等
评分方式
| 42.4/60 | 星标 — 412 个星标 |
| 12.9/25 | 复刻 — 36 个复刻 |
| 3.3/15 | 关注者 — 5 位关注者 |
所用输入
| forks | 36 |
| stars | 412 |
| watchers | 5 |
| growth_state | organic |
| growth_factor_pct | 100 |
社区健康
85优秀
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| has_pull_request_template | 否 |
生态采用（下载量）
77良好
评分方式
| 61.3/80 | 月度下载量 — pypi 合计每月 39,847 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | bbox_visualizer |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 39,847 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
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？
61
维护者韧性（巴士系数）
24危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 1.4/22.5 | 提交分布 — 头号贡献者编写了 94% 的提交 |
| 8.1/13.5 | 贡献者广度 — 6 位贡献者 |
| 6/10 | OpenSSF Scorecard：Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 6 |
| top_contributor_share | 0.937 |
议题与 PR 响应能力
81良好
评分方式
| 46.8/46.8 | 议题解决 — 100% 的议题已关闭 |
| 34.5/38.3 | PR 接受 — 已裁定的 PR 中 56/62 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/8 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 56 |
| open_issues | 0 |
| closed_issues | 15 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 6 |
所有权与托管责任
54中等
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 |
| 12/25 | 所有者影响力 — shoumikchow 有 46 位关注者 |
| 21.6/25 | 既往记录 — 20 个公开仓库，账户约 11 年 |
所用输入
| followers | 46 |
| owner_type | User |
| is_verified | — |
| owner_login | shoumikchow |
| public_repos | 20 |
| account_age_days | 4,248 |
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 4 天前 |
| 20/20 | 版本历史 — 7 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 | bbox_visualizer |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 4 |
工程质量
基础的工程与文档实践是否到位？
76
工程实践
66中等
评分方式
| 24/24 | CI 工作流 — 3 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 18/20 | OpenSSF Scorecard：CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
90优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://bbox-visualizer.readthedocs.io |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 17 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | computer-vision, computer-vision-tools, cv, labeling, data-labeling, object-detection, object-recognition, bboxes, deep-learning, image-annotation, annotations, annotation, image-labeling, image-labeling-tool, bounding-boxes, bounding-box, boundingbox |
| has_wiki | 否 |
| homepage | https://bbox-visualizer.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？
69
安全态势
69中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.2/2.5 | CI-Tests — 9 out of 10 merged PRs checked by a CI test -- score normalized to 9 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/8 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.9 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
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。
46
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） |
| 32/40 | 可读的提交历史 — 100 次人类提交中有 60 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 | 0.6 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 13 次由代理编写或署名代理 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 6/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.13 |
| 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 |
| 55/55 | 可控的文件大小 — 采样的 12 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 21,591 |
| source_files_sampled | 12 |
| oversized_source_files | 0 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples, notebooks |
所用输入
| example_dirs | examples, notebooks |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
412GitHub 星标
6贡献者
48最近 12 个月提交数
4距最近推送天数
7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
- deps.dev does not index pypi:bbox_visualizer@1.0.1; advisories assessed against the repository dependency graph instead
- No resolved dependencies carried a version and a supported ecosystem
更多细节
Star 与 Fork 历史 412 ★ / 36 ⇿
412Star
36Fork
5发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 0次版本 3修订 2
每个点涵盖 6 天。
OpenSSF Scorecard 6.9 / 10
6.9综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 9 | CI-Tests | 9 out of 10 merged PRs checked by a CI test -- score normalized to 9 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/8 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 2
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | opencv-python | >=4.8.1.78 | pyproject.toml |
| PyPI | numpy | >=1.19.0 | pyproject.toml |
全部依赖 13
来自 GitHub 依赖图的完整解析依赖集合：2 个直接依赖与 11 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 | — | 直接 |
| PyPI | opencv-python | — | 直接 |
| PyPI | build | — | 间接 |
| PyPI | hatch | — | 间接 |
| PyPI | hatch-fancy-pypi-readme | — | 间接 |
| PyPI | hatch-vcs | — | 间接 |
| PyPI | hatchling | — | 间接 |
| PyPI | mkdocs-material | — | 间接 |
| PyPI | mkdocstrings | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | ruff | — | 间接 |
| PyPI | twine | — | 间接 |
| PyPI | ty | — | 间接 |
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies carried a version and a supported ecosystem
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
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"cv",
"labeling",
"data-labeling",
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"bboxes",
"deep-learning",
"image-annotation",
"annotations",
"annotation",
"image-labeling",
"image-labeling-tool",
"bounding-boxes",
"bounding-box",
"boundingbox"
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"size_kb": 25353,
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"activity": {
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{
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"kind": "major",
"published_at": "2026-07-17T19:29:39Z"
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{
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"kind": "minor",
"published_at": "2026-01-29T07:01:13Z"
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{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2025-06-02T01:55:44Z"
},
{
"tag": "0.2.1",
"kind": "patch",
"published_at": "2025-04-29T05:51:42Z"
},
{
"tag": "0.2.0",
"kind": "minor",
"published_at": "2025-03-03T07:49:47Z"
},
{
"tag": "0.1.0",
"kind": "minor",
"published_at": "2020-09-27T06:27:12Z"
}
],
"recent_commits": [
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"oid": "180edea0b2851dec985c3aa952809d4f6ecafc63",
"body": "Mark package as Production/Stable for 1.0",
"is_bot": false,
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"headline": "Merge branch 'master' of github.com:shoumikchow/bbox-visualizer into dev",
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{
"oid": "812ab88519d1ad9ab980cd32e9dab2180679d4ee",
"body": "The cover was rendered per object (box, label, box, label, ...), so a\nlater box stroke could cross an earlier label. Draw all boxes first,\nthen all labels.",
"is_bot": false,
"headline": "Redraw cover with labels above all boxes",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:08:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41b6c371d1dc426c925ca372954f7c1bd5aad6ce",
"body": "The gallery images dated from 2020 and showed the old label rendering\n(bottom-heavy backgrounds, stroke spilling outside the box, stubby flag\npoles). Regenerate all of them from the current code: the eight style\nimages come straight from the example scripts' output, and the cover is\nrebuilt from cover_source.json with the original per-class colors\nsampled from the old cover.",
"is_bot": false,
"headline": "Regenerate README gallery images; list label_stress example",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:05:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d00f0648befce7cb83895df6a5dc9d23a6805b7a",
"body": null,
"is_bot": false,
"headline": "style: format and lint code with Ruff",
"author_name": "shoumikchow",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:05:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "78ed532826f5256fbfccf6004eee0a07dcb3d434",
"body": "Grid of awkward label strings (caps, descenders, punctuation, long\nwords) rendered through every label style plus a font-size sweep, for\neyeballing label layout changes.",
"is_bot": false,
"headline": "Add label stress-test example",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T19:00:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4a0ac09d0cfed0eb2162dad790c3bfb5f90a0d90",
"body": "The pole rose height/4 above the box, which looks stubby on small boxes.\nFloor it at T_LINE_LENGTH (50px, matching the T-label stem) so small\nboxes get a visible pole; large boxes keep the proportional rise.",
"is_bot": false,
"headline": "Give the flag pole a minimum rise above the box",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T18:58:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d9fa33286fed716d0ddea82704c63bdb6532e64b",
"body": "…e flag\n\ncv2.getTextSize reports the font's nominal ascent, which overshoots the\ntallest glyphs by ~5px and lowercase-only text by ~11px, making label\nbackgrounds bottom-heavy. Replace _get_text_size with _get_ink_metrics,\nwhich renders the text once on a scratch canvas (cached) and measures the\nact\n[…]\n ascent/descent, so backgrounds get even padding on all sides.\n\nAlso start the flag pole 2px below the flag top: cv2 caps the 3px stroke\npast its endpoint, which poked a nub above the flag background.",
"is_bot": false,
"headline": "Size label backgrounds from real ink metrics; keep flag pole under th…",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-17T17:44:10Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "353fc58f56a5db2b1f23e98e4cf2c35e0cbcef3f",
"body": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
"is_bot": false,
"headline": "Merge pull request #76 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-16T17:41:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b4c67381487a2a7154b3b4717e34d0d4a49c9f34",
"body": "…cv floor\n\n - publish.yml: pass tag name via env instead of shell interpolation\n - Pin all GitHub Actions to commit SHAs (with version comments)\n - ruff.yml: scope write permissions to the autofix job\n - pyproject.toml: raise opencv-python floor to >=4.8.1.78 (CVE-2023-4863, libwebp heap overflow in bundled builds)",
"is_bot": false,
"headline": "Harden CI security: fix tag injection, pin actions to SHAs, bump open…",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-16T17:36:09Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4d83222d29df04f30c719dd8ae53c06b5ce0475a",
"body": "Update docs for v1.0.0 changes",
"is_bot": false,
"headline": "Merge pull request #75 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T17:45:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5acb2618b6416011a7c4932adbd92fcf3df6f33b",
"body": "- Document COCO/YOLO bbox_format support in usage.md and update the\n troubleshooting section that claimed VOC was the only format\n- List the runnable example scripts in index.md\n- State the Python 3.10 floor and replace the dead git:// clone URL\n with HTTPS/SSH in installation.md",
"is_bot": false,
"headline": "Update docs for v1.0.0: bbox formats, examples, install fixes",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T17:43:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ec3b14f605ac3044e70edfde894a23c3201bf3d",
"body": "Restore ValueError for None inputs in multi-object functions",
"is_bot": false,
"headline": "Merge pull request #74 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T17:31:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "010fbb6fa468a742133b8c43b33c0f717ff8f806",
"body": "The len()-based empty checks from #73 raised TypeError for None inputs;\nguard None explicitly so the error contract stays consistent with\n_validate_bbox and _convert_bbox_to_voc.\n\nAddresses Copilot review comments on #73.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Restore ValueError for None bboxes/labels in multi-object functions",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T17:28:57Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6d2023078f032b4de117e71ec208ff64c265235e",
"body": "Fix numpy input handling and label placement from v1.0.0 review",
"is_bot": false,
"headline": "Merge pull request #73 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T06:26:03Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e979e4f9ca51df643dbe25f9c14159ca325b1036",
"body": "- Use len() checks instead of truthiness so numpy arrays of bboxes don't\n raise \"truth value is ambiguous\"\n- Accept numpy integer color channels and normalize colors to built-in\n ints in _validate_color (cv2 5.0 rejects numpy scalars)\n- Place labels above the box only when the full background fits, so the\n background is never clipped at the image top\n\nAddresses Copilot review comments on #72.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix numpy input handling and label-above placement from PR review",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T06:24:39Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f9ff59062d72180dfbcede8054a874fb30f53c4a",
"body": "Release v1.0.0",
"is_bot": false,
"headline": "Merge pull request #72 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T06:13:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be9cb1c1524696271af22d3f5141f42e7230072c",
"body": null,
"is_bot": false,
"headline": "style: format and lint code with Ruff",
"author_name": "shoumikchow",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T06:09:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6b049eb6763de0b39829a8331b41f1f757dccaeb",
"body": "Drop --locked from the CI uv sync steps. As a library, shipped installs\nare governed by pyproject.toml ranges, so CI should test against freshly\nresolved dependencies rather than pinned ones. This also fixes CI\nerroring on the lockfile, which was never tracked.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Resolve CI deps fresh instead of from a lockfile",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:58:58Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "4eb8a0df2e150384a03145dff43e1ea7506a0ee2",
"body": "Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Document logging control and per-box colors in README and usage docs",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:46:48Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "18dd0d43fde0f781e113254f9313f7a5d6601dc6",
"body": "Set requires-python >=3.10 (3.9 is EOL) with matching ruff/ty targets\nand a refreshed lockfile. The new target enabled B905/UP038: zips over\nlength-validated lists now use strict=True. Remove .DS_Store files and\ngitignore them.",
"is_bot": false,
"headline": "Bump Python floor to 3.10 and clean up housekeeping",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:43:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a6306d7ed61003c959fc0e11348ffd31a13baba8",
"body": "Accept any 3-length sequence as a color (was tuple-only), drop the\npointless lru_cache on _validate_color, remove the np.array round-trip\nin add_multiple_labels, and delete a duplicate T-label fallback test\nthat claimed to cover the right edge but re-tested vertical space.",
"is_bot": false,
"headline": "Simplify validation and label internals",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:40:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6c66a522ffdc960cd3c7628fe0dcab89c92240b3",
"body": "Unify CI into one workflow, keep Ruff auto-fix bot\n\ntest.yml: replace hand-rolled uv install with astral-sh/setup-uv and\nuv sync --locked, run make check so CI matches local. Matrix: 3.10,\n3.12, 3.14. Delete ty.yml (covered by make check). Slim ruff.yml down\nto its auto-fix PR job, using the locked ruff version.",
"is_bot": false,
"headline": "Updated commit message:",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:36:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c3a03298a90c70019658982058480aa586d6fa12",
"body": "bbox_color now accepts either a single BGR tuple (unchanged behavior,\nstill batched via cv2.polylines) or a sequence of one color per box,\nwhich falls back to per-box cv2.rectangle since polylines can't batch\nmultiple colors. A color list whose length doesn't match bboxes raises\nValueError.",
"is_bot": false,
"headline": "Add per-box colors to draw_multiple_rectangles",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:30:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3ea5f6b97d224a827c482a62869a81068d3bfdcb",
"body": "- add_T_label and draw_flag_with_label fallbacks now forward size,\n thickness, draw_bg, and colors to add_label instead of dropping to\n defaults\n- draw_flag_with_label sizes its label background from real text\n metrics via _get_text_size (moved to _utils.py) instead of a\n hardcoded size-1 measur\n[…]\n output shifts by 1-2 px vs previous releases\n- Collapse add_label's duplicated top/inside branches (Phase 6 item)\n- Tests: bg-contains-text at size=2 incl. descenders; fallback keeps\n caller colors",
"is_bot": false,
"headline": "Fix label layout: real text metrics, descender overflow, box alignment",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:24:45Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "848b70ee6e01050c696198609b561cd0ab6e5f53",
"body": "Remove suppress_warnings and warnings_suppressed; flags.py now logs\nthrough logging.getLogger(__name__). Silence warnings with:\nlogging.getLogger(\"bbox_visualizer\").setLevel(logging.ERROR)",
"is_bot": false,
"headline": "Replace warning suppression API with a module logger (breaking)",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:06:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6819627fb1c2b04a5c6d3381403ccbba7bd6b826",
"body": "All public functions now return a new image and never modify the input.\nPreviously draw_rectangle copied but add_label, add_T_label, and\ndraw_flag_with_label drew on the caller's array in place.\n\n- Copy the input image in add_label, add_T_label, draw_flag_with_label\n- Drop the redundant copy in add_\n[…]\nEADME\n- Add parametrized purity test covering all public functions\n- Fix test_add_label, which only passed because earlier in-place calls\n left pixels behind (black text on black image draws nothing)",
"is_bot": false,
"headline": "Make all drawing functions pure (breaking)",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T05:02:49Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e3ca468a806fd46cd51632b3f5f142f23d2555e4",
"body": "Float CI test matrix to floor + latest ('3.9', '3.x') so it auto-follows\nnew Python releases, and remove the Python version classifiers from\npyproject.toml. requires-python still gates installs.",
"is_bot": false,
"headline": "Drop per-release Python version maintenance",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-07-08T04:33:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7568b343120603a3dc4c7dfad035377feb2d4cee",
"body": null,
"is_bot": false,
"headline": "Fix type and add ty to Makefile for type checking",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-06-12T01:41:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7f552171f4b8ce4cf54dddb12e00c13fdb27edaa",
"body": null,
"is_bot": false,
"headline": "Add support for python 3.13 and python 3.14",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-06-11T06:13:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3dd1e13a4c5090e14baedb9b48cd5767198ea167",
"body": null,
"is_bot": false,
"headline": "Cleanup README",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-06-11T06:02:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7062ed06e1b224362da581e5cf018ffc1948d587",
"body": null,
"is_bot": false,
"headline": "Fix ruff formatting",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-06-11T05:45:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e5efff70b0631678cc48d98e4ce1bf576bd9a8b",
"body": null,
"is_bot": false,
"headline": "Add COCO and YOLO formats for bounding boxes",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-06-11T05:43:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2b0c37596e0400d89ba0629003eaad91e0493e18",
"body": null,
"is_bot": false,
"headline": "Clean up examples, README.md",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-05-06T04:33:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e751d04f75d3c08f8a1514cb1df2c6c23f6d72ef",
"body": "Merge dev into master",
"is_bot": false,
"headline": "Merge pull request #70 from shoumikchow/dev",
"author_name": "Shoumik Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T06:57:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7e5b080b640dc6109b0928178511cfd6c0ca699e",
"body": "Add contents: read permission to build, test, and typecheck jobs\nto address CodeQL security warnings about unlimited GITHUB_TOKEN permissions.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(ci): add explicit permissions to workflow jobs",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T06:49:39Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "662d4c02fcfb3bda97b3faae62279ebd531902e8",
"body": "Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(ci): trigger workflows on master branch instead of main",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T06:34:38Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "0cba70e82d013ed15a86cfa721f99bdf437e0694",
"body": "ty needs opencv-python and numpy installed to resolve imports.\nAlso renamed workflow to \"Type Check\" for consistent Title Case naming.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(ci): install dependencies for ty type checker",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T06:22:41Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "c1adbe508d0e91eb2e6fcd49a60ec7cf69cd813f",
"body": "- Non-opaque: use cv2.polylines() to draw all rectangles in single call\n- Opaque: draw all filled rectangles on one overlay, then single alpha blend\n- Achieves 3-40x speedup depending on image size and box count\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf: optimize draw_multiple_rectangles with batched operations",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T06:08:37Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "62d690b6ddb48879b2ab7792dfa79ebc0e23776e",
"body": "- Remove unused BROWSER_PYSCRIPT\n- Remove bump-version (handled by hatch-vcs)\n- Remove release command (handled by GitHub Actions)\n- Update docs targets for MkDocs\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: clean up Makefile",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T05:06:40Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "d89c3b1096f3d964f475800ce278eda94aa35bca",
"body": "- Replace Sphinx with mkdocs-material and mkdocstrings\n- Convert RST files to Markdown\n- Update .readthedocs.yaml for MkDocs build\n- Update pyproject.toml docs dependencies\n- Fix docstring format in warnings_suppressed for better rendering\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: migrate from Sphinx to MkDocs Material",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T05:06:31Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "24ae7bdea0f7d393fdcc003fa83e120557eb9993",
"body": "- Add ty to dev dependencies in pyproject.toml\n- Configure ty for Python 3.9 target version\n- Add GitHub Actions workflow for type checking\n- Fix return type annotation in labels.py to match cv2 stubs\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: add ty type checker with CI workflow",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
"committed_at": "2026-01-29T04:05:00Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "369532e1d80d61ac2604e729673e5218d44bf2ae",
"body": "- Update test functions to use draw_box and draw_multiple_boxes\n- Add test to verify aliases work correctly\n- Update example notebooks to use new preferred function names\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: update tests and examples to use draw_box naming",
"author_name": "Shoumik Sharar Chowdhury",
"author_login": "shoumikchow",
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"avatar_url": "https://avatars.githubusercontent.com/u/74057971?v=4"
},
{
"type": "User",
"login": "ImgBotApp",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/31427850?v=4"
},
{
"type": "User",
"login": "Ryoo72",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/21365990?v=4"
},
{
"type": "User",
"login": "sc0v0ne",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/56802572?v=4"
},
{
"type": "User",
"login": "shreyasvedpathak",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/68227226?v=4"
}
],
"contributors_sampled": 6,
"top_contributor_share": 0.937
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"publish.yml",
"ruff.yml",
"test.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": 3,
"reason": "branch protection is not maximal on development and all release branches",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 9,
"reason": "9 out of 10 merged PRs checked by a CI test -- score normalized to 9",
"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 0/8 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 6,
"reason": "project has 2 contributing companies or organizations -- score normalized to 6",
"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": 10,
"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "30 commit(s) and 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": 6,
"reason": "dependency not pinned by hash detected -- score normalized to 6",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 9,
"reason": "SAST tool is not run on all commits -- score normalized to 9",
"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": 9,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 10,
"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "180edea0b2851dec985c3aa952809d4f6ecafc63",
"ran_at": "2026-07-21T21:09:18Z",
"aggregate_score": 6.9,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/shoumikchow/bbox-visualizer",
"host": "github.com",
"name": "bbox-visualizer",
"owner": "shoumikchow"
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"metrics": {
"overall": {
"key": "overall",
"band": "good",
"name": "Overall health",
"note": null,
"notes": [],
"value": 70,
"inputs": {
"security": 69,
"vitality": 73,
"community": 73,
"governance": 61,
"engineering": 76
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 73,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"commits_last_year": 48,
"human_commit_share": 1,
"days_since_last_push": 4,
"active_weeks_last_year": 6
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 4 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "push_recency",
"params": {
"days": 4
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}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "6/52 weeks with commits",
"points": 4.2,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 6
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}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "48 commits in the last year",
"points": 15.2,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 48
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}
],
"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": "good",
"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"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 84,
"inputs": {
"releases_count": 7,
"latest_release_tag": "v1.0.1",
"releases_from_tags": false,
"days_since_latest_release": 4,
"mean_days_between_releases": 353.3
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"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "7 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 7
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}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 4 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 4
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}
],
"max_points": 36
},
{
"key": "release_cadence",
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"detail": "a release every ~353.3 days",
"points": 12.6,
"status": "partial",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 353.3
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}
],
"max_points": 27
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{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 10
}
]
},
{
"key": "abandonment",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
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"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 4 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 4
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}
],
"max_points": 100
}
]
}
],
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},
{
"key": "community",
"band": "good",
"name": "Community & Adoption",
"value": 73,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "moderate",
"name": "Popularity & adoption",
"note": null,
"notes": [],
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"inputs": {
"forks": 36,
"stars": 412,
"watchers": 5,
"growth_state": "organic",
"growth_factor_pct": 100
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "412 stars",
"points": 42.4,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 412
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}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "36 forks",
"points": 12.9,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 36
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "5 watchers",
"points": 3.3,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 5
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "excellent",
"name": "Community health",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"has_issue_template": false,
"has_code_of_conduct": true,
"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"
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}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 13.5,
"status": "met",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 77,
"inputs": {
"packages": [
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 39847
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"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "39,847 downloads/month across pypi",
"points": 61.3,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 39847,
"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
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},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 61,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 24,
"inputs": {
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"contributors_sampled": 6,
"top_contributor_share": 0.937
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"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 94% of commits",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 94
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}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "6 contributors",
"points": 8.1,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 6
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}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 81,
"inputs": {
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"open_issues": 0,
"closed_issues": 15,
"issue_closed_ratio": 1,
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"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "100% of issues closed",
"points": 46.8,
"status": "met",
"details": [
{
"code": "issues_closed_share",
"params": {
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "56/62 decided PRs merged",
"points": 34.5,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
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"decided": 62
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/8 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 54,
"inputs": {
"followers": 46,
"owner_type": "User",
"is_verified": null,
"owner_login": "shoumikchow",
"public_repos": 20,
"account_age_days": 4248
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"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",
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}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "46 followers of shoumikchow",
"points": 12,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 46,
"login": "shoumikchow"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "20 public repos, account ~11 yr old",
"points": 21.6,
"status": "partial",
"details": [
{
"code": "public_repos",
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"count": 20
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},
{
"code": "account_age_years",
"params": {
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 4
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
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"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 4 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
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}
],
"max_points": 35
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{
"key": "version_history",
"name": "Version history",
"detail": "7 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"detail": "active, not deprecated or yanked",
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"details": [
{
"code": "package_not_deprecated",
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}
],
"max_points": 20
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]
}
],
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{
"key": "engineering",
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"name": "Engineering Quality",
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"weight": 0.2,
"metrics": [
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"key": "engineering_practices",
"band": "moderate",
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"notes": [],
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"inputs": {
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"components": [
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"key": "ci_workflows",
"name": "CI workflows",
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"status": "met",
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