公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 18:18 UTC

shader-slang / slangpy-samples

Jupyter Notebook自定义许可证★ 14 星标⑂ 12 复刻始于 2024年8月在 GitHub 上查看 ↗

shader-slang/slangpy-samples 的健康指数为 100 分中的 53 分,处于「中等」区间。 其得分最高的类别是Vitality(63/100),最低的是AI Readiness(36/100)。 最近一次更新在 2 天前。 近期的大部分工作由 2 位贡献者完成。

53
总分 / 100
中等

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。

53
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)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

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

330 关注者35 个公开仓库始于 2017年6月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

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?

63中等 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 2 天前
11.1/36提交节奏 — 52 周中有 16 周有提交
14.3/18提交量 — 最近一年 38 次提交
10/10OpenSSF Scorecard:Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year38
human_commit_share0.99
days_since_last_push2
active_weeks_last_year16

发布纪律

50中等
评分方式
16.2/27有发布版本 — 1 个版本标签(无 GitHub 发布版本)
16.2/36发布时效 — 最近一次发布版本于 227 天前
12.6/27发布节奏 — 节奏未知(仅一次发布)
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count1
latest_release_tagv0.38.1
releases_from_tags
days_since_latest_release227
mean_days_between_releases
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?

41存在风险 · 占总体的 18%

流行度与采用

30存在风险
评分方式
18.1/60星标 — 14 个星标
8.7/25复刻 — 12 个复刻
3.3/15关注者 — 5 位关注者
所用输入
forks12
stars14
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

54中等
评分方式
0/22.5README
16.9/22.5许可证 — 存在许可证文件,但不是可识别的许可证
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template

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?

58中等 · 占总体的 24%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
13.5/22.5提交分布 — 头号贡献者编写了 40% 的提交
13.5/13.5贡献者广度 — 17 位贡献者
3/10OpenSSF Scorecard:Contributors — project has 1 contributing companies or organizations -- score normalized to 3
所用输入
bus_factor2
contributors_sampled17
top_contributor_share0.398
评分方式
13.4/46.8议题解决 — 29% 的议题已关闭
34/38.3PR 接受 — 已裁定的 PR 中 40/45 已合并
1.5/15OpenSSF Scorecard:Code-Review — Found 4/25 approved changesets -- score normalized to 1
所用输入
merged_prs40
open_issues5
closed_issues2
issue_closed_ratio0.286
closed_unmerged_prs5
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
18.1/25所有者影响力 — shader-slang 有 330 位关注者
23.3/25既往记录 — 35 个公开仓库,账户约 9 年
所用输入
followers330
owner_typeOrganization
is_verified
owner_loginshader-slang
public_repos35
account_age_days3,338

工程质量

基础的工程与文档实践是否到位?

54中等 · 占总体的 20%

工程实践

90优秀
评分方式
24/24CI 工作流 — 2 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
16/20OpenSSF Scorecard:CI-Tests — 15 out of 17 merged PRs checked by a CI test -- score normalized to 8
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

1危急
评分方式
0/30README
0/25文档目录
0/15文档 / 主页站点
0/10仓库描述
0/10主题标签
0/10Wiki
所用输入
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

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?

41存在风险 · 占总体的 16%

安全态势

41存在风险
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2/2.5CI-Tests — 15 out of 17 merged PRs checked by a CI test -- score normalized to 8
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 4/25 approved changesets -- score normalized to 1
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5许可证 — license file detected
7.5/7.5Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.1
已排除计分(无数据或不适用):packaging, 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。

36存在风险 · 占总体的 0%
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)
22.1/40可读的提交历史 — 99 次人类提交中有 41 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.414
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
11/11Lint / 格式化配置
0/11静态类型检查
0/10可复现环境
4/10已体现的代理实践 — 最近 100 次提交中有 2 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
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.02
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Jupyter Notebook,未配置类型检查
55/55可控的文件大小 — 采样的 84 个源文件中有 0 个超过 60KB
所用输入
primary_languageJupyter Notebook
largest_source_bytes20,875
source_files_sampled84
oversized_source_files0

机器可读接口

40存在风险
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — examples, notebooks
所用输入
example_dirsexamples, notebooks
has_mcp_signal
api_schema_files

关键数据

14GitHub 星标
17贡献者
38最近 12 个月提交数
2距最近推送天数
1发布版本数
2巴士系数(bus factor)
5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
  • No resolved dependencies carried a version and a supported ecosystem

更多细节

Star 与 Fork 历史 0 ★ / 12 ⇿
0Star
12Fork

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。

0246810121212024-112025-052025-11
OpenSSF Scorecard 4.1 / 10
4.1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)。Scorecard v5.5.0 · 2026-07-26 18:17 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
8CI-Tests15 out of 17 merged PRs checked by a CI test -- score normalized to 8
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 4/25 approved changesets -- score normalized to 1
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
10Maintained14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
全部依赖 8

来自 GitHub 依赖图的完整解析依赖集合:0 个直接依赖与 8 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
PyPIimageio间接
PyPImatplotlib间接
PyPInumpy间接
PyPIpillow间接
PyPIscipy间接
PyPIslangpy间接
PyPItqdm间接
PyPItrimesh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": [],
      "is_fork": false,
      "size_kb": 5974,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Slang": 375732,
        "Python": 242640,
        "Jupyter Notebook": 3290843
      },
      "pushed_at": "2026-07-23T18:29:36Z",
      "created_at": "2024-08-06T18:32:44Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-18T05:02:04Z",
      "description": null,
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "main",
      "license_spdx_raw": "NOASSERTION",
      "primary_language": "Jupyter Notebook",
      "significant_languages": [
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "https://shader-slang.org/",
      "name": "The Slang Shading Language",
      "type": "Organization",
      "login": "shader-slang",
      "company": null,
      "location": null,
      "followers": 330,
      "avatar_url": "https://avatars.githubusercontent.com/u/29205606?v=4",
      "created_at": "2017-06-05T15:17:57Z",
      "is_verified": null,
      "public_repos": 35,
      "account_age_days": 3338
    },
    "license": {
      "state": "custom",
      "spdx_id": null,
      "raw_spdx": "NOASSERTION",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.38.1",
          "kind": "patch",
          "published_at": "2025-12-11T12:29:55Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "2d9959ca570d11689cd87aaf1b360ccf7cf9d54e",
          "body": "* Add neural.slang UTracer experiment\n\n* Add UTracer architecture diagram\n\n* Use optimal layout for wave UTracer\n\n* Add UTracer screenshot and backend notes\n\n* Use inference shared memory sizing in UTracer\n\n* Crop UTracer screenshot to render viewport\n\n* Clarify UTracer training architecture\n\n* Apply Black formatting",
          "is_bot": false,
          "headline": "Add neural.slang UTracer experiment (#53)",
          "author_name": "kaizhangNV",
          "author_login": "kaizhangNV",
          "committed_at": "2026-07-13T04:51:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a01eb7bc26c437b2a4db163c5eeecb5ecb08dbe9",
          "body": "Regenerate the README figure from the ported demo trained to convergence\n(20000 iterations, wave variant, final mean loss ~9e-5): the reconstruction\nis now nearly indistinguishable from the reference and the loss panel shows\nonly faint residual edges. The image is composed offscreen with the same\nlayout as the windowed demo (reference | network output | per-pixel loss).\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update neural demo screenshot with a converged result (#52)",
          "author_name": "kaizhangNV",
          "author_login": "kaizhangNV",
          "committed_at": "2026-07-09T23:46:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "054e03380ed6924a1bd4abbd0cd4a4948bed2146",
          "body": "* Update neural.slang demo to the current neural module API\n\nThe demo predated several neural.slang API changes and no longer compiled.\nPort it to the current API and verify training on all backend/vector-type\ncombinations: {InlineVector, WaveTangledVector} x {Vulkan, CUDA, Metal}. The\noriginal shad\n[…]\nApply the formatter so the pre-commit workflow\npasses. No functional changes.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update neural.slang demo to the current neural module API (#51)",
          "author_name": "kaizhangNV",
          "author_login": "kaizhangNV",
          "committed_at": "2026-07-09T23:02:20Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "df2a1da863dec21e73168501afa8db3b491f0872",
          "body": null,
          "is_bot": false,
          "headline": "Proxy aware url test",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2026-07-03T10:39:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7481ce941790672481a9b4403d957d380f722a71",
          "body": null,
          "is_bot": false,
          "headline": "Re-enable test",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2026-07-02T11:35:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba1d3106724f90ecd8a1bb3eea017206dd701928",
          "body": null,
          "is_bot": false,
          "headline": "Fix samples",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2026-06-30T19:07:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c2b33e3deb29e121a83fe23d5fa8ee1d8ab2e2c1",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'dev/ccummings/sample-fixes'",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2026-06-30T19:07:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ceffbc9c3cf1a478bc18f7efb0ddc056ed1f7e18",
          "body": null,
          "is_bot": false,
          "headline": "Disable url check",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2026-06-30T18:22:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1f413b3a4c223940da7931bbc8e0871e35ffdad",
          "body": "Co-authored-by: Craig Kolb <ckolb@nvidia.com>",
          "is_bot": false,
          "headline": "Add LinearLayer.set_weights() and .set_biases() (#15)",
          "author_name": "Craig Kolb",
          "author_login": "cek",
          "committed_at": "2026-06-29T12:25:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dad424b9cbb1d44c38c5e8a65ff344329fe4e92b",
          "body": "* Fix samples\n\n* Fix url\n\n* Fix python patg (#48)",
          "is_bot": false,
          "headline": "Sample fixes (#49)",
          "author_name": "ccummingsNV",
          "author_login": "ccummingsNV",
          "committed_at": "2026-06-26T20:01:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd590c35d6b7abeb27a9126485ff67415c51af15",
          "body": null,
          "is_bot": false,
          "headline": "Fix python patg (#48)",
          "author_name": "ccummingsNV",
          "author_login": "ccummingsNV",
          "committed_at": "2026-06-26T19:18:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af7607e21da0f5984fca845fa0db5e51c0cd9fe3",
          "body": null,
          "is_bot": false,
          "headline": "Fix python patg (#48)",
          "author_name": "ccummingsNV",
          "author_login": "ccummingsNV",
          "committed_at": "2026-06-26T18:42:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fc512105f610e5e82b1141130611adb26ecf443",
          "body": "CONTRIBUTING.md was added in #44 without a trailing newline. CI runs the\nend-of-file-fixer pre-commit hook with --all-files, so the missing\nnewline fails pre-commit on every open PR. Add the newline to green\npre-commit repo-wide.\n\nCo-authored-by: nv-slang-bot[bot] <274397474+nv-slang-bot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Add trailing newline to CONTRIBUTING.md (#47)",
          "author_name": "nv-slang-bot[bot]",
          "author_login": "nv-slang-bot[bot]",
          "committed_at": "2026-06-24T06:52:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db0a79e95453d6c3cd320390e3b0dd07dc4aa560",
          "body": null,
          "is_bot": false,
          "headline": "chore: Add AI-Assisted Contributions in CONTRIBUTING.md (#44)",
          "author_name": "Khronos Group Web Services",
          "author_login": "KhronosWebservices",
          "committed_at": "2026-05-22T16:44:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a72badc73c88d6584a0ea570a5b62c2258b287de",
          "body": "* Add demo for neural.slang\n\n* update to new API\n\n* added screenshot\n\n* add WaveTangledVector\n\n* add files\n\n* Update demo to be able to switch to WaveTangledVector for all layers\n\n* Move to latest API.\n\n* Make demo work with WAR\n\n* Add WAR",
          "is_bot": false,
          "headline": "Add demo for neural.slang (#42)",
          "author_name": "Mukund Keshava",
          "author_login": "mkeshavaNV",
          "committed_at": "2026-03-06T05:14:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86f8a58d3b25192a909a7215fe44b60aea30ad87",
          "body": null,
          "is_bot": false,
          "headline": "Fix url",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2026-01-16T11:24:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d2c37ee6d6d5eda4b0cd9f41f57623c12b14c4e",
          "body": "This reverts commit 7a8697e0271b2a2e98b5548ee7df4fb0bafdb3cd.",
          "is_bot": false,
          "headline": "Revert \"Update samples\"",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-12-11T12:29:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e97fb81abdf7d83f5ec701bdf76f04a9a510699",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' into dev/ccummings/sample-fixes",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-12-11T12:27:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a8697e0271b2a2e98b5548ee7df4fb0bafdb3cd",
          "body": null,
          "is_bot": false,
          "headline": "Update samples",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-12-10T08:38:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8aede1256be471ea11ecbfe9f9f09de90ebed5aa",
          "body": null,
          "is_bot": false,
          "headline": "Fix samples",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-12-04T15:05:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a9b270d2c8680c3380578cfd82337da8cda0208",
          "body": null,
          "is_bot": false,
          "headline": "Use refactored coop vec API (#39)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-11-18T13:13:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2cdfe370b4a34fbf3d0e25fc5c8e743d192d540f",
          "body": "* add soft-rasterizer-pytorch example\n\nThis is a port of the slang-torch soft-rasterizer example to\nSlangPy with PyTorch interop.\n\n- Add ITensor-based kernel soft_rasterizer2d_itensor.slang\n- Add main.py training loop using PyTorch (Adam), saves animation",
          "is_bot": false,
          "headline": "add soft-rasterizer-pytorch example (#36)",
          "author_name": "Shih-Hsin Li",
          "author_login": "shihhsinliNV",
          "committed_at": "2025-09-30T16:58:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed2bea680eb2388639ea2e0183e5c3f26d3b5162",
          "body": null,
          "is_bot": false,
          "headline": "Fix torch example",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-08-27T10:39:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26114d80bfa3bd87c134d477c09957146c9d2a89",
          "body": null,
          "is_bot": false,
          "headline": "Only run URL check on windows",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-18T13:35:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1683713a45e33d91cbd2563985ae15ed58c0641e",
          "body": "* Improve URL check\n\n* Cleanup",
          "is_bot": false,
          "headline": "Improve URL check (#35)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-18T13:25:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7a5d5a71377595dd5c8589034652212cf017553b",
          "body": null,
          "is_bot": false,
          "headline": "Check for Metal support (#34)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-18T09:51:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4b884027d803adcb8f835a3a3691f8ef9623b32",
          "body": "These tests previously crashed on Vulkan due to not releasing the device correctly",
          "is_bot": false,
          "headline": "Enable linux tests (#32)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-18T07:49:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da26b622bdddb660140c91616ffc8bcc7b8a9135",
          "body": null,
          "is_bot": false,
          "headline": "Fix a bug in the downsampling (#33)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-15T13:28:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3dc037364170c3297f235ead75b2ba94a5ee8bb",
          "body": "* Minor cleanup\n\n* Add support for testing windowed examples\n\n* Add tests for windowed examples\n\n* Update expected return_type data\n\nArray shape has changed\n\n* Add requirements.txt\n\n* Skip restir example",
          "is_bot": false,
          "headline": "Test windowed examples (#31)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-14T13:22:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eb85e683151a6d602346ddb544fc18defed08459",
          "body": null,
          "is_bot": false,
          "headline": "Fix mapping example on Metal (#30)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-14T09:13:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e122d426e10f1a191ab18a317c4745e5707f324",
          "body": "* Add common App class for all windowed examples\n\n* Formatting\n\n* Cleanup",
          "is_bot": false,
          "headline": "Common App class (#29)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-14T09:09:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a218992a1a4f2ae5ebde4f74a6fb9c2be3152c4",
          "body": "Fixes https://github.com/shader-slang/slangpy/issues/75\n\nFixes https://github.com/shader-slang/slangpy/issues/76\n\n* Move fwd-rasterizer to examples\n\n* Move soft-rasterizer to examples\n\n* fwd rasterizer doc comments\n\n* soft rasterizer doc comments\n\n* Adding gradient descent - WIP\n\n* Theoretically add\n[…]\nme, options, add output image\n\n* Minor cleanups, add README and output image\n\n* Add rasterizer examples to overall README\n\n* Fix possible crash on resize\n\n* Address review comments\n\n* Formatting fixes",
          "is_bot": false,
          "headline": "Convert fwd, soft rasterizer from experiment to example (#25)",
          "author_name": "James Helferty (NVIDIA)",
          "author_login": "jhelferty-nv",
          "committed_at": "2025-08-08T16:06:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "74d1b6c1810e7f7e5f65b686bebec0b3f157906d",
          "body": "* Add pre-commit workflow\n\n* Formatting examples/sdf-match\n\n* Formatting examples/return_type\n\n* Formatting examples/balloted-splatting\n\n* Formatting experiments/neuralmaterials\n\n* Formatting tests/examples",
          "is_bot": false,
          "headline": "Add pre-commit workflow (#27)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-08T13:30:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0020a4d8c81dbda5699079f9f13b430f267bbc4",
          "body": null,
          "is_bot": false,
          "headline": "Change wording in sample",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-08-07T11:22:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e968fdfe7dc7bb0a53df2250c543ec930a95b16",
          "body": "* enable tests on linux\n\n* cleanup signed_distance_field example\n\n* enable signed_distance_field test on CUDA\n\n* update reference\n\n* Revert \"enable tests on linux\"\n\nThis reverts commit c49e3c6ead4580830f72c7e97414b7e8d91bd168.",
          "is_bot": false,
          "headline": "Enable testing of signed_distance_field example for CUDA (#26)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-05T13:27:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b87fdb1c3419f1c7b8dd1ee142800859ca0924b",
          "body": "- Enable examples that are currently working on CUDA\n- Dump diff tensors when tests fail\n- Dump 2D tensors as EXR when tests fail",
          "is_bot": false,
          "headline": "Enable testing examples on CUDA",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-08-04T16:43:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b160e0b2688f14084b149be89f97dfdc76869f2",
          "body": null,
          "is_bot": false,
          "headline": "Remove explicit D3D12 device creation so it works on Mac (#24)",
          "author_name": "Shannon Woods",
          "author_login": "swoods-nv",
          "committed_at": "2025-07-28T18:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1fb45aa82f9fe80f5486361c0a4b104d1e91c91",
          "body": null,
          "is_bot": false,
          "headline": "Skip test",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-07-28T10:24:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b7176cdcaebb7495613a9520f34a9928a712fbf",
          "body": "This adds a neural material example to address shader-slang/slangpy#81.\n\nThis also fixes a handful of breakages in the neural network code due to latest slang.",
          "is_bot": false,
          "headline": "Add neural material sample (#23)",
          "author_name": "Benedikt Bitterli",
          "author_login": "tunabrain",
          "committed_at": "2025-07-24T16:56:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50596896f9e6fb05307fba4b5fc87749f669f4bb",
          "body": "Fix typo (missing comma) introduced in #21.",
          "is_bot": false,
          "headline": "Fix regression in Compute Shader tutorial doc (#22)",
          "author_name": "James Helferty (NVIDIA)",
          "author_login": "jhelferty-nv",
          "committed_at": "2025-07-17T20:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe207b195876d702fc6914d4b8cc6e28e3697898",
          "body": "* Add a wave-ballot version of the 2D diff splatting experiment\n\n* Updates balloted splatting example to declare its capability requirements.\n\nAlso removes sgl import/dependency.\n\n* Update whitespace for capability tokens\n\nCo-authored-by: ArielG-NV <159081215+ArielG-NV@users.noreply.github.com>\n\n* R\n[…]\nng convention for callshapeinfo member\n\n---------\n\nCo-authored-by: Shannon Woods <158105547+swoods-nv@users.noreply.github.com>\nCo-authored-by: ArielG-NV <159081215+ArielG-NV@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add wave ballot example (#7)",
          "author_name": "Shannon Woods",
          "author_login": "elcuppietan",
          "committed_at": "2025-07-17T15:58:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "999518c2ffb01ee5f26f3b19a4bc0699234e354a",
          "body": "* Update URLs in examples/README.md\n\nUpdates URLs in examples/README.md\nReorders examples to match documentation order\n\n* Add return_type example\n\n* Revise Compute Shader tutorial opening note\n\nThis change addresses an item in issue 339 in the slangpy repo.\n\n* Update README.md\n\n* test_examples.py: A\n[…]\nassert\n\nThe subsequent assert may terminate the process before the file created\nby numpy.savez() is flushed to disk, so add an explicit flush. (Issue\nseen on Windows)\n\n* Updates to match documentation",
          "is_bot": false,
          "headline": "Updates related to slangpy documentation updates (#21)",
          "author_name": "James Helferty (NVIDIA)",
          "author_login": "jhelferty-nv",
          "committed_at": "2025-07-16T17:26:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "05ed6f50a15789d34f29443b20f9de5b529c35ac",
          "body": "close ##79.\n\nThis change upgrade this SDF match sample to use tiny MLP to match a sphere as previous example is too simple.\nAlso, the detailed README and screenshot are included.",
          "is_bot": false,
          "headline": "SDF sample upgrade (#20)",
          "author_name": "kaizhangNV",
          "author_login": "kaizhangNV",
          "committed_at": "2025-07-16T16:21:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e45f44cbdccc99c181d963ddc635b1959f3bf7a9",
          "body": null,
          "is_bot": false,
          "headline": "Remove cuda from windows samples tests",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-07-15T09:29:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de39b4dbb77edfa125a3d29cf351b5770653cd84",
          "body": null,
          "is_bot": false,
          "headline": "Rename struct_type to resource_type_layout",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-07-11T09:34:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "578c98079534d0994b4a60ca04001f62bfc9f35c",
          "body": null,
          "is_bot": false,
          "headline": "Skip the other type_methods example tests on Linux",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-07-10T15:22:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "adac57251000e8275d2d36307486e38a92f5c102",
          "body": "This test currently crashes consistently on Linux, needs more investigation.",
          "is_bot": false,
          "headline": "Skip type_methods example test on Linux",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-07-10T15:12:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fec625317fc7fe746b6cd6d654c2799e5bae5319",
          "body": "* numpy -> from_numpy\n\n* fix displaying result\n\n* remove image name\n\n* improve determinism of distance field solver\n\n* add tests for examples\n\ncurrently all windowed examples are skipped\n\n* fix URLs\n\n- fix all URLs to documentation\n- remove prints and use comments instead",
          "is_bot": false,
          "headline": "Automatic testing (#19)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-07-10T12:23:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df422a64d8be7288eb37074b27592c79e04ee4a1",
          "body": "* add pre-commit\n\n* apply formatting and license without LLVM exception",
          "is_bot": false,
          "headline": "Formatting (#18)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-07-07T17:32:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a927da028bdd4ca381c3e9f4696bf5112e29f586",
          "body": null,
          "is_bot": false,
          "headline": "fix window minification (#17)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-07-07T12:34:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3004e048afeb4ecf3126b167a94ae72104eb76dc",
          "body": null,
          "is_bot": false,
          "headline": "Handle having 0 packed batches",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-11T14:44:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b5dcb746286d18ff6dd40bafa7ce58a7a2bc642",
          "body": null,
          "is_bot": false,
          "headline": "Temp fix for adam optimizer",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-11T14:33:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1100fcb14ee3676be1912044678ad942a76b59d",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'dev/ccummings/optimizer'",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-11T13:59:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95fe6ee89a366c905a1681bd9c5ae4e753e48d29",
          "body": null,
          "is_bot": false,
          "headline": "Optimizer improvements to support unbatched params",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-11T13:53:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd54a2990665076c1d0aa5579641c2fc1c71ca4f",
          "body": null,
          "is_bot": false,
          "headline": "Removed pyc files",
          "author_name": "Tomas Davidovic",
          "author_login": "tdavidovicNV",
          "committed_at": "2025-06-11T06:50:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b50928e658d8e4422f1139697746c437be8f5acc",
          "body": null,
          "is_bot": false,
          "headline": "Pruning support in pooled optimizer",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-10T07:48:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e1613df5285a4351e8ebbb096eb634c1f94929a",
          "body": null,
          "is_bot": false,
          "headline": "Clean up optimizer",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-09T13:16:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0760bac3daa7b4124d51740f31ea356720c15fdf",
          "body": null,
          "is_bot": false,
          "headline": "Optimizer supports working as a batch",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-09T12:27:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f61cce21e9fd4af8e0776dd0635842f8d044db11",
          "body": null,
          "is_bot": false,
          "headline": "Rename back",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-04T13:34:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fed1c4422aae18ccdb1a7dab6e9787196de9a46f",
          "body": null,
          "is_bot": false,
          "headline": "Working early network examples",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-04T13:34:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1fe72592098c8540c048ed33978140acb8f8ae9",
          "body": null,
          "is_bot": false,
          "headline": "Just 2 layers",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-04T10:38:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec55d7fa58eb653f4a08b31e48b33bb9a658cef7",
          "body": null,
          "is_bot": false,
          "headline": "Work on basic network",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-04T10:25:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f9901f3093ab0067e3d3a928e6da62151936a94",
          "body": null,
          "is_bot": false,
          "headline": "Add stars + rename full network experiments file",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-04T09:32:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "168b4bef2b73a3f902ec96f576ad9dcab23d0d0d",
          "body": "* Reduce gradient iterations to 1\n\n* Fix bug in adam optimizer\n\n* Use learning rate in adam optimizer\n\n* LR annealing trick for more robust training\n\n* Clamp parameters during optimization\n\n* Increase training iterations per main loop\n\n* Get neural network mipmap example running",
          "is_bot": false,
          "headline": "Work on mipmapping experiment for neural shading course (#13)",
          "author_name": "Benedikt Bitterli",
          "author_login": "tunabrain",
          "committed_at": "2025-06-04T08:46:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "636eb6d47bb561527b0d8eef2493fe00612d57da",
          "body": null,
          "is_bot": false,
          "headline": "Experiments with network",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-03T17:19:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8fdff2225945be55a84726aacbc5c03d56cc7c9a",
          "body": null,
          "is_bot": false,
          "headline": "neural shading fixes",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-03T11:37:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c7699b9905cef2586c9a664f341da17fbf8d7da",
          "body": null,
          "is_bot": false,
          "headline": "Fix use of roughness map",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-03T10:36:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a0f4a30e61a9166c37eb5504a582c4fa5a5cddb",
          "body": null,
          "is_bot": false,
          "headline": "Use proper roughness map",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-03T10:35:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "185a0a34c4c1af3f221e88246e31d920ac27d5bc",
          "body": null,
          "is_bot": false,
          "headline": "Training roughness",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-03T10:18:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "32c1e2c144f757b9e47f306d2d8504cd82f0e4da",
          "body": null,
          "is_bot": false,
          "headline": "Training fixes",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-03T09:30:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e874ff4ff463183ace2fc2e42e62c07ef551ea06",
          "body": null,
          "is_bot": false,
          "headline": "Training fixes",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-02T18:31:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37c40670750e1459e31bf9200a5fe21ac4889490",
          "body": null,
          "is_bot": false,
          "headline": "Work on neural training",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-06-02T16:08:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcc3332c656cc2b8a9639fb67308632e80e0ae79",
          "body": "Running the neuralnetwork sample causes the sample to crash\nwith the backtrace present at\nhttps://github.com/shader-slang/slangpy/issues/246#issuecomment-2919601775\n\nThis change fixes the crash by creating the command encoder on each\niteration of training since the training pass closes the command encoder\nat the end, requiring the command encoder to be re-opened at the\nbeginning of the next iteration and the only way to open a command\nencoder is to create a new one.\n\nFixes Slangpy Issue #246",
          "is_bot": false,
          "headline": "samples: Fix crash with neuralnetwork expt. (#12)",
          "author_name": "Sruthik P",
          "author_login": "k3wlbuddy",
          "committed_at": "2025-06-02T15:07:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0070ffbdff2797e1fadc5bc21f200cf88adb07b0",
          "body": null,
          "is_bot": false,
          "headline": "Set enable_cuda_interop for true for torch test (#11)",
          "author_name": "Gangzheng Tong",
          "author_login": "gtong-nv",
          "committed_at": "2025-05-30T20:05:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c75e06ab2cd772f9e8245d18614dcbce6e779b08",
          "body": null,
          "is_bot": false,
          "headline": "Check Cuda support before running Torch test (#8)",
          "author_name": "Gangzheng Tong",
          "author_login": "gtong-nv",
          "committed_at": "2025-05-30T19:34:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e610ce0367090cffb78d8a835823be3083f1b63",
          "body": "This example depends on an image display size that's evenly divisible by workgroup dimensions. It should not be resizeable.",
          "is_bot": false,
          "headline": "Make diff-splatting example not resizable. (#9)",
          "author_name": "Shannon Woods",
          "author_login": "elcuppietan",
          "committed_at": "2025-05-30T19:15:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "99bc3bc1dc2a75285ca80bb6a5786309ea36f366",
          "body": null,
          "is_bot": false,
          "headline": "Neural shading course",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-05-29T20:27:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52fa6bc877f3be76be1e755a6a8f8b58182c8dc9",
          "body": null,
          "is_bot": false,
          "headline": "Work on nm course",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-05-29T13:38:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62f5b9ad38eee6d55659e6adf1d38d740ce313b2",
          "body": null,
          "is_bot": false,
          "headline": "Mip map sample",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-05-29T08:51:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06d32e001369812b777175e4ac3802771bd89d45",
          "body": null,
          "is_bot": false,
          "headline": "Fix feature check",
          "author_name": "Chris Cummings",
          "author_login": "ccummingsNV",
          "committed_at": "2025-05-23T12:40:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a58e766f9a5783cd398c50df93924590e401096",
          "body": null,
          "is_bot": false,
          "headline": "add ray-casting example (#6)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-05T08:04:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a76896374aa89d044da2716cfe15838bf23ef3f0",
          "body": "* cleanup\n\n* port experiments\n\n* gitignore *.pyc\n\n* update dep5",
          "is_bot": false,
          "headline": "Port examples and experiments (#5)",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-05T07:20:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "faa9539d83adaceac9edd7b9f49b6f982f315250",
          "body": null,
          "is_bot": false,
          "headline": "Use ADD_TO_PROJECT_PAT for sync-issues-to-project (#4)",
          "author_name": "Gangzheng Tong",
          "author_login": "gtong-nv",
          "committed_at": "2025-05-03T22:15:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4eb40753359ce13acd4db3d761ae08df9d014071",
          "body": "Fix examples",
          "is_bot": false,
          "headline": "Merge pull request #3 from shader-slang/fix-examples",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-02T16:00:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d76137a18f621db4c227c608b708c5183c13079",
          "body": null,
          "is_bot": false,
          "headline": "fix and cleanup examples",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-02T15:58:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31eb8226dc0fc58468e91cd6aeef1ec87516feb9",
          "body": null,
          "is_bot": false,
          "headline": "changes from https://github.com/shader-slang/slangpy/pull/149",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-02T15:24:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e178a5a6a1029fa74a4305726cd0474c179d605",
          "body": null,
          "is_bot": false,
          "headline": "update images",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-02T14:31:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a0c8c28ff1e5b166378eae50e01a32ccf841f649",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/slangpy'",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-02T14:28:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef2802559b81489a439c3e46ce68a91f18654a3b",
          "body": null,
          "is_bot": false,
          "headline": "cleanup",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-02T12:01:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b45dca836016b4aacabf5d8d1d31d39b508148a1",
          "body": null,
          "is_bot": false,
          "headline": "add examples and experiments",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-01T15:49:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac9b028d26ab0d046940f30f08bcf1d4b99723b8",
          "body": null,
          "is_bot": false,
          "headline": "add lfs attributes",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-05-01T15:48:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ffe04a06b8b2da7498484b0eba99434b8fdfc91",
          "body": null,
          "is_bot": false,
          "headline": "update sgl tutorials to slangpy",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-04-29T15:04:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "099cf93f674434fb9312ca2aa9fee021c365db1c",
          "body": null,
          "is_bot": false,
          "headline": "update to slangpy",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2025-04-29T12:00:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8968957049db29d61767432149de341c93103f40",
          "body": null,
          "is_bot": false,
          "headline": "Create sync-issues-to-project.yml",
          "author_name": "kaizhangNV",
          "author_login": "kaizhangNV",
          "committed_at": "2025-01-08T19:59:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ad7f17f6584487385f37605e7e8dd74aadbeb97",
          "body": "Implement reuse",
          "is_bot": false,
          "headline": "Merge pull request #1 from MilesHarding/implement-reuse",
          "author_name": "Ellie Hermaszewska",
          "author_login": "expipiplus1",
          "committed_at": "2024-11-21T07:50:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d47bcd229093c865356e1e4affe684438a1800cb",
          "body": null,
          "is_bot": false,
          "headline": "Fix url in dep5",
          "author_name": "James Riordon",
          "author_login": "allcreatures",
          "committed_at": "2024-11-20T21:13:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1dc602294ce1f1795a42a5b9ebbf026b8b5b33db",
          "body": null,
          "is_bot": false,
          "headline": "Add reuse and related files",
          "author_name": "James Riordon",
          "author_login": "allcreatures",
          "committed_at": "2024-11-20T20:15:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9715b01a4159985de0923924af44795b08e2681",
          "body": null,
          "is_bot": false,
          "headline": "use create_buffer",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2024-05-16T11:54:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c0a6fbebe06e999349c7882e41d9b619a5525db",
          "body": null,
          "is_bot": false,
          "headline": "use entry point parameters",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2024-04-09T12:22:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8d4d0af85e8fcbc00d84f17f526911b1243ad519",
          "body": null,
          "is_bot": false,
          "headline": "fix tutorial",
          "author_name": "Simon Kallweit",
          "author_login": "skallweitNV",
          "committed_at": "2024-04-05T07:58:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 1,
      "commits_last_year": 38,
      "latest_release_at": "2025-12-11T12:29:55Z",
      "latest_release_tag": "v0.38.1",
      "releases_from_tags": true,
      "days_since_last_push": 2,
      "active_weeks_last_year": 16,
      "days_since_latest_release": 227,
      "mean_days_between_releases": null
    },
    "community": {
      "has_readme": false,
      "has_license": true,
      "has_description": false,
      "has_contributing": true,
      "health_percentage": 37,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 12,
      "stars": 14,
      "watchers": 5,
      "fork_history": {
        "days": [
          {
            "date": "2024-11-20",
            "count": 1
          },
          {
            "date": "2025-04-29",
            "count": 1
          },
          {
            "date": "2025-05-02",
            "count": 1
          },
          {
            "date": "2025-05-30",
            "count": 1
          },
          {
            "date": "2025-06-02",
            "count": 1
          },
          {
            "date": "2025-06-04",
            "count": 1
          },
          {
            "date": "2025-06-12",
            "count": 1
          },
          {
            "date": "2025-07-11",
            "count": 1
          },
          {
            "date": "2025-07-15",
            "count": 1
          },
          {
            "date": "2025-08-07",
            "count": 1
          },
          {
            "date": "2025-09-25",
            "count": 1
          },
          {
            "date": "2025-11-24",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 12,
        "total_forks": 12
      },
      "star_history": null,
      "open_issues_and_prs": 9
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples",
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 20875,
      "source_files_sampled": 84,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "requirements.txt"
      ],
      "advisories": {
        "error": "No resolved dependencies carried a version and a supported ecosystem",
        "scope": "repository_graph",
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 8,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "imageio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "slangpy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "trimesh",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 8,
        "direct_count": 0,
        "indirect_count": 8
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 4,
        "merged_prs": 40,
        "open_issues": 5,
        "closed_ratio": 0.286,
        "closed_issues": 2,
        "closed_unmerged_prs": 5
      },
      "bus_factor": 2,
      "bot_contributors": 1,
      "top_contributors": [
        {
          "type": "User",
          "login": "ccummingsNV",
          "commits": 41,
          "avatar_url": "https://avatars.githubusercontent.com/u/173175153?v=4"
        },
        {
          "type": "User",
          "login": "skallweitNV",
          "commits": 36,
          "avatar_url": "https://avatars.githubusercontent.com/u/64953474?v=4"
        },
        {
          "type": "User",
          "login": "kaizhangNV",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/149626564?v=4"
        },
        {
          "type": "User",
          "login": "gtong-nv",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/8826766?v=4"
        },
        {
          "type": "User",
          "login": "jhelferty-nv",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/29613962?v=4"
        },
        {
          "type": "User",
          "login": "allcreatures",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/69415?v=4"
        },
        {
          "type": "User",
          "login": "elcuppietan",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/5612193?v=4"
        },
        {
          "type": "User",
          "login": "tunabrain",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/4923858?v=4"
        },
        {
          "type": "User",
          "login": "cek",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/158270?v=4"
        },
        {
          "type": "User",
          "login": "expipiplus1",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/857308?v=4"
        }
      ],
      "contributors_sampled": 17,
      "top_contributor_share": 0.398
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "pre-commit.yml",
        "sync-issues-to-project.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "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": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 8,
            "reason": "15 out of 17 merged PRs checked by a CI test -- score normalized to 8",
            "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": 1,
            "reason": "Found 4/25 approved changesets -- score normalized to 1",
            "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": 9,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "14 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": null,
            "reason": "packaging workflow not 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": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "2d9959ca570d11689cd87aaf1b360ccf7cf9d54e",
        "ran_at": "2026-07-26T18:17:58Z",
        "aggregate_score": 4.1,
        "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": "2026-07-22T21:36:42Z",
      "oldest_open_prs": [
        {
          "number": 40,
          "created_at": "2026-01-02T23:29:56Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 46,
          "created_at": "2026-06-16T11:03:13Z",
          "last_comment_at": "2026-07-23T18:31:21Z",
          "last_comment_author": "nv-slang-bot"
        },
        {
          "number": 50,
          "created_at": "2026-07-08T15:36:04Z",
          "last_comment_at": "2026-07-26T06:47:51Z",
          "last_comment_author": "nv-slang-bot"
        },
        {
          "number": 54,
          "created_at": "2026-07-13T16:16:40Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-13T04:51:34Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 37,
          "created_at": "2025-09-26T17:17:40Z",
          "last_comment_at": "2026-06-24T19:06:58Z",
          "last_comment_author": "jkwak-work"
        },
        {
          "number": 38,
          "created_at": "2025-09-28T15:21:00Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 43,
          "created_at": "2026-04-30T14:18:54Z",
          "last_comment_at": "2026-06-16T11:06:19Z",
          "last_comment_author": "nv-slang-bot"
        },
        {
          "number": 45,
          "created_at": "2026-06-16T10:34:55Z",
          "last_comment_at": "2026-07-08T15:39:19Z",
          "last_comment_author": "nv-slang-bot"
        },
        {
          "number": 55,
          "created_at": "2026-07-22T21:32:23Z",
          "last_comment_at": "2026-07-22T21:48:41Z",
          "last_comment_author": "nv-slang-bot"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/shader-slang/slangpy-samples",
    "host": "github.com",
    "name": "slangpy-samples",
    "owner": "shader-slang"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 53,
      "inputs": {
        "security": 41,
        "vitality": 63,
        "community": 41,
        "governance": 58,
        "engineering": 54
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "moderate",
        "name": "Vitality",
        "value": 63,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "commits_last_year": 38,
              "human_commit_share": 0.99,
              "days_since_last_push": 2,
              "active_weeks_last_year": 16
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 2 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 2
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "16/52 weeks with commits",
                "points": 11.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 16
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "38 commits in the last year",
                "points": 14.3,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 38
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "14 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": "moderate",
            "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": 50,
            "inputs": {
              "releases_count": 1,
              "latest_release_tag": "v0.38.1",
              "releases_from_tags": true,
              "days_since_latest_release": 227,
              "mean_days_between_releases": null
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "1 version tags (no GitHub releases)",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "version_tags_no_releases",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 227 days ago",
                "points": 16.2,
                "status": "partial",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 227
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "cadence unknown (single release)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence_unknown",
                    "params": {}
                  }
                ],
                "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": 13,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 13 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 13
                    }
                  }
                ],
                "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": 41,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
              "forks": 12,
              "stars": 14,
              "watchers": 5,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "14 stars",
                "points": 18.1,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 14
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "12 forks",
                "points": 8.7,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "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": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "has_readme": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file present, not a recognized license",
                "points": 16.9,
                "status": "partial",
                "details": [
                  {
                    "code": "license_custom",
                    "params": {}
                  }
                ],
                "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
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 58,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 17,
              "top_contributor_share": 0.398
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 40% of commits",
                "points": 13.5,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 40
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "17 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "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": "at_risk",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 49,
            "inputs": {
              "merged_prs": 40,
              "open_issues": 5,
              "closed_issues": 2,
              "issue_closed_ratio": 0.286,
              "closed_unmerged_prs": 5
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "29% of issues closed",
                "points": 13.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 29
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "40/45 decided PRs merged",
                "points": 34,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 40,
                      "decided": 45
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 4/25 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "followers": 330,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "shader-slang",
              "public_repos": 35,
              "account_age_days": 3338
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "330 followers of shader-slang",
                "points": 18.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 330,
                      "login": "shader-slang"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "35 public repos, account ~9 yr old",
                "points": 23.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 35
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 54,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 90,
            "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": "15 out of 17 merged PRs checked by a CI test -- score normalized to 8",
                "points": 16,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "critical",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 1,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": false,
              "has_docs_dir": false,
              "has_description": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 41,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 41,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "15 out of 17 merged PRs checked by a CI test -- score normalized to 8",
                "points": 2,
                "status": "partial",
                "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 4/25 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "14 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 6
            },
            "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": 36,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.414,
              "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": "41 of 99 human commits state their intent (structured subject or explanatory body)",
                "points": 22.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 41,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "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": "Jupyter Notebook",
              "largest_source_bytes": 20875,
              "source_files_sampled": 84,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Jupyter Notebook without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Jupyter Notebook"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/84 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 84,
                      "oversized": 0
                    }
                  }
                ],
                "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",
    "No resolved dependencies carried a version and a supported ecosystem"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T18:18:18.488764Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/shader-slang/slangpy-samples.svg",
  "full_name": "shader-slang/slangpy-samples",
  "license_state": "custom",
  "license_spdx": null
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v1.13.0、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计.