公开记录存在风险
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-26 17:28 UTC
reap-labs / reap
Find and cut wasted GPU spend in Kubernetes. Static checks for ML/GPU workloads, from your CI to your cluster.
reap-labs/reap 的健康指数为 100 分中的 43 分，处于「存在风险」区间。 其得分最高的类别是Engineering Quality（70/100），最低的是Sustainability & Governance（14/100）。 最近一次更新在 6 天前。 近期的大部分工作由 1 位贡献者完成。
43
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
43
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 |
|---|---|---|---|---|---|
| Go | github.com/emphity1/reap指向其他仓库——不计分 | v0.2.2 | - | 4 | 6 天前 |
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
67
开发活跃度
51中等
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 6 天前 |
| 1.4/36 | 提交节奏 — 52 周中有 2 周有提交 |
| 13.3/18 | 提交量 — 最近一年 29 次提交 |
| 0/10 | OpenSSF Scorecard：Maintained — project was created within the last 90 days. Please review its contents carefully |
所用输入
| commits_last_year | 29 |
| human_commit_share | 1 |
| days_since_last_push | 6 |
| active_weeks_last_year | 2 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 4 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 6 天前 |
| 27/27 | 发布节奏 — 约每 0.3 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 4 |
| latest_release_tag | v0.2.2 |
| releases_from_tags | 否 |
| days_since_latest_release | 6 |
| mean_days_between_releases | 0.3 |
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？
33
流行度与采用
1危急
评分方式
| 0/60 | 星标 — 1 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 0 |
| stars | 1 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
14
维护者韧性（巴士系数）
10危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0/22.5 | 提交分布 — 头号贡献者编写了 100% 的提交 |
| 1.4/13.5 | 贡献者广度 — 1 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
议题与 PR 响应能力
1危急
评分方式
| 0/46.8 | 议题解决 — 没有议题或无数据 |
| 0/38.3 | PR 接受 — 没有已裁定的拉取请求或无数据 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
已排除计分（无数据或不适用）：议题解决, PR 接受。 其余权重已重新归一化。
所有权与托管责任
32存在风险
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 0/25 | 所有者影响力 — reap-labs 有 0 位关注者 |
| 2.2/25 | 既往记录 — 1 个公开仓库，账户约 0 年 |
所用输入
| followers | 0 |
| owner_type | Organization |
| is_verified | — |
| owner_login | reap-labs |
| public_repos | 1 |
| account_age_days | 4 |
工程质量
基础的工程与文档实践是否到位？
70
工程实践
60中等
评分方式
| 24/24 | CI 工作流 — 2 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 无数据 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：CI-Tests。 其余权重已重新归一化。
文档
85优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 8 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | cost-optimization, devops, finops, gpu, helm, kubernetes, linter, mlops |
| has_wiki | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
32
安全态势
32存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 无数据 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.2 |
已排除计分（无数据或不适用）：ci_tests。 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。
57
AI 代理上下文与指引
40存在风险
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 29 次人类提交中有 27 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.931 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — Go（静态类型） |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 0/10 | 已体现的代理实践 — 最近 29 次提交中没有代理编写的提交 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | go.sum |
| has_dockerfile | 是 |
| typed_language | 是 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
100优秀
评分方式
| 45/45 | 可类型检查的代码 — Go（静态类型） |
| 55/55 | 可控的文件大小 — 采样的 42 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Go |
| largest_source_bytes | 8,251 |
| source_files_sampled | 42 |
| oversized_source_files | 0 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
1GitHub 星标
1贡献者
29最近 12 个月提交数
6距最近推送天数
4发布版本数
1巴士系数（bus factor）
0开放议题
Go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
- go package 'github.com/emphity1/reap' points at a different repository (https://github.com/emphity1/reap); excluded from ecosystem scoring
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
更多细节
OpenSSF Scorecard 3.2 / 10
3.2综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 不适用 | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/29 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 1
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| Go | gopkg.in/yaml.v3 | v3.0.1 | go.mod |
全部依赖 未采集
本报告未能采集到解析后的依赖集合：GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"cost-optimization",
"devops",
"finops",
"gpu",
"helm",
"kubernetes",
"linter",
"mlops"
],
"is_fork": false,
"size_kb": 326,
"has_wiki": true,
"homepage": null,
"languages": {
"Go": 136630,
"Shell": 5859,
"Makefile": 372,
"Dockerfile": 410
},
"pushed_at": "2026-07-20T11:17:04Z",
"created_at": "2026-07-17T23:03:58Z",
"owner_type": "Organization",
"updated_at": "2026-07-24T14:59:08Z",
"description": "Find and cut wasted GPU spend in Kubernetes. Static checks for ML/GPU workloads, from your CI to your cluster.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"license_spdx_raw": "Apache-2.0",
"primary_language": "Go",
"significant_languages": [
"Go"
]
},
"owner": {
"blog": null,
"name": null,
"type": "Organization",
"login": "reap-labs",
"company": null,
"location": null,
"followers": 0,
"avatar_url": "https://avatars.githubusercontent.com/u/308056764?v=4",
"created_at": "2026-07-22T15:31:14Z",
"is_verified": null,
"public_repos": 1,
"account_age_days": 4
},
"license": {
"state": "standard",
"spdx_id": "Apache-2.0",
"raw_spdx": "Apache-2.0",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.2.2",
"kind": "patch",
"published_at": "2026-07-19T22:21:36Z"
},
{
"tag": "v0.2.1",
"kind": "patch",
"published_at": "2026-07-19T16:46:07Z"
},
{
"tag": "v0.2.0",
"kind": "minor",
"published_at": "2026-07-19T11:56:13Z"
},
{
"tag": "v0.1.0",
"kind": "minor",
"published_at": "2026-07-18T22:05:48Z"
}
],
"recent_commits": [
{
"oid": "01b8c2a3c3e788cd6e4bda70d7ce8fe733a081e4",
"body": "The action path was the one install route never exercised in its real\nenvironment: local verification could only simulate its steps (go\ninstall + run with -fail-on). Run the checked-out action on every push,\nonce with the gate off (must pass) and once gating on the example\nmanifest's error finding (must fail, asserted via step outcome), so\naction.yml wiring breaks loudly instead of on an adopter's runner.",
"is_bot": false,
"headline": "Self-test the composite action in CI",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-20T11:16:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4c8bab48eae7c6864b7e1fe34a6e5e68198037e6",
"body": "The pre-launch coherence sweep against v0.2.2 found the README's example\noutput corresponded to no input in the repo: the fixture with the same\nobject produces two findings, not the one the example shows. Commit the\nintended two-object input as docs/examples/app.yaml (Deployment missing\nthe GPU limi\n[…]\n fingerprint included. The JSON\nsample is now the verbatim -format json output of the same run: pretty\nprinted, bySeverity keys in the marshaler's alphabetical order, and the\nfull untruncated message.",
"is_bot": false,
"headline": "Make the README example reproducible from a committed manifest",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-20T11:16:16Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7ee3a4279c26ebcd5b0ac6b39d7f26cecd222a0b",
"body": "Pre-launch verification read the KubeRay operator source and found it\ninjects a memory-backed /dev/shm into every pod it builds from a\nRayCluster/RayJob/RayService, so the manifest-level absence reap\nflagged was a system-level false positive on every GPU Ray manifest.\nGuard the rule on the ray.io gr\n[…]\n-no-node-targeting, which the operator\ndoes not configure. Post-exclusion corpus numbers (24 findings, 0\nconfirmed FPs) are recorded in the dogfood report.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Exclude Ray CRDs from shm-too-small: the operator injects the mount",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T22:19:43Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "899f4c4d6e360b45b1efc1d4301bbae09a74ecd8",
"body": "…action\n\nReproduce the dogfood harness from a wiped cache: every pinned source\nstill fetches and the 27-input corpus returns identical totals; the\nreport now notes that today's severity split (8 warning / 18 info) and\nclean-chart count (10 of 12) supersede the pre-fix headline figures.\nReading the K\n[…]\nk case. Queue the rule change (exclude Ray kinds from\nshm-too-small) before any launch. Align the README action example and\nJSON sample with v0.2.1 output.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Record pre-launch verification: clean-state reproduction and Ray retr…",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T22:13:40Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2e235fed7c73a188dbcc9ef11f6dc00508a9562b",
"body": "Users could only get the image by cloning the repo and running make\ndocker. Add a dockers_v2 GoReleaser pipeline (the classic dockers\nsyntax is deprecated) with a dedicated Dockerfile that copies the\nprebuilt per-platform binary into distroless, publishing\nghcr.io/emphity1/reap as one amd64+arm64 ma\n[…]\n login via GITHUB_TOKEN. Verified locally with a\nsnapshot build: both arch images run against the fixtures with the\ndocumented mount and stdin invocations.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Publish multi-arch Docker images to GHCR on release",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T16:44:36Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b3af0e4cf7c7aeb42008a2a3b6f20d39ee0016dd",
"body": "The README described the output but never showed it. Record a VHS tape\nof reap linting a small GPU manifest crafted to produce one finding per\nseverity, each with its fix and the colored summary line. The tape and\nthe demo manifest are committed alongside the GIF, so the recording is\nreproducible with `vhs demo.tape` rather than being a one-off screen\ncapture.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add a demo GIF to the README",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T15:56:18Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1985c74ce99f9c5c25aa910b3489aa73da0dd470",
"body": "Verify the parser fix by its denominator: pod specs 54->59, containers\n59->64, GPU containers 14->15, with exactly the four array-nested\ninputs changing and no map-nested input moving. Record the v0.2.0\nrelease verification (checksummed binary and go install both run) and\nrevise the vllm-stack shm-t\n[…]\nllelSize knob is\nset — found while preparing an upstream patch that was then correctly\nnot opened. The correction stays visible instead of silently edited.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add verification addendum and revise one shm verdict",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T12:58:35Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "37ef9678a04cacdf377ebb3c28e2af92560d4d47",
"body": "The example output block showed a real fixture path with a finding\ncount the fixture no longer produces; move it to the same illustrative\nmanifest the JSON example already uses. Update the rules table to the\nsettled decisions (batch/v1 scope for job-no-deadline, KServe serving\nruntimes in the probes\n[…]\n what the parser can see — including\narray-nested CRD templates — and point to the committed dogfood harness\nas evidence. Pin the action example to v0.2.0.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Align README with current behavior ahead of v0.2.0",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T11:49:17Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "6dbe34dc4eb816c45a6a63a57c940bd9911b0404",
"body": "Resolve the dogfood CRD-visibility item as positioning, not code:\npod-level findings on KServe InferenceService or Kubeflow Trainer v2\nTrainJob would be unfixable or wrong, because the operator injects\nprobes, autoscales natively, or holds the pod template in a referenced\nruntime. The README now exp\n[…]\necked\"\nwith the stdin workaround, updates the shm-too-small row to match the\nrule's new wording, and the dogfood report records all follow-ups as\nresolved.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Document the operator-managed CRD boundary",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T11:44:26Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "495017c9a5c2ab5e1ed35ab7d719331fccb97559",
"body": "On a noisy input the one warning printed after three info findings, so\na first-time reader met the tail before the headline. Sort severity\n(highest first) between object and rule ID in the engine, shared by\ntext and JSON output. Also fix the write-baseline message to pluralize\n\"entry\" properly instead of printing \"entr(y/ies)\".\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Order findings by severity within an object",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T11:44:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5e4537404abed2d364cdb6198f0ae471266305a9",
"body": "The dogfood run showed the rule firing on runtimes where the message's\nPyTorch DataLoader claim rings false (ollama, Triton). The rule stays\ndeliberately broad — the fix is cheap and harmless, and a narrower\ndetector would silently miss real cases — but the message now names the\nactual shared-memory\n[…]\ne hatch: runtimes that never touch shared\nmemory should baseline the finding. Rationale recorded in the rule's\ndoc comment; a test guards the escape hatch.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Stop overclaiming PyTorch in the shm-too-small finding",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T11:44:26Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c082d6b6c23b2ec44cda1f851dc258279aa07e30",
"body": "Add pinned TrainJob v2 examples and the AKS GPU tutorial Job, plus\nderived GPU probes (upstream base and delta documented per file) that\nmake the gang-scheduling and notebook-culling oracles real: each\nsuppression case has a control that must fire, proving the test is not\nvacuous. All four pass. The re-run confirms both parser and detector\nfixes on the original corpus: zero confirmed false positives remain.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Extend dogfood corpus with gap probes and record the post-fix re-run",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T11:31:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "766d8bfbbfbec4809d1db4f70fbc3c01130993a8",
"body": "The bare \"kserve/\" pattern matched kserve/kserve-controller, so a\nstock kserve-resources render got inference-no-hpa and no-pdb findings\non its controller-manager. Replace it with KServe's six serving-runtime\nimages, verified against upstream config/runtimes/kustomization.yaml;\nthe remaining runtime\n[…]\nimages other patterns already cover.\nThe e2e harness gains an absence assertion so the regression fixture\nfails loudly if the detector ever broadens again.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Stop detecting the KServe control plane as a model server",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T11:31:11Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e4839e33401ff63ab79e4f7d50467b91efdf48f9",
"body": "findPodSpecs only recursed into maps, so any pod template inside a\nlist — RayCluster workerGroupSpecs, Volcano Job tasks — was invisible,\nhiding the GPU-bearing half of every Ray manifest. Recurse into arrays,\nand gate the core-kind pod-spec paths on the API group so a same-named\nCRD kind (Volcano's\n[…]\nb-no-deadline to group \"batch\"\nin the same change: with arrays visible, GPU Volcano Jobs would\notherwise be flagged for a field their schema does not have.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Make pod templates nested in arrays visible to the parser",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T11:31:11Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "8b95af3e498703607e0dc40c9c2fe9899e8772df",
"body": "Lint reap against 12 pinned vendor charts (default + GPU-enabled\nrenders) and 12 upstream example manifests. Median findings per chart\nis zero and severity discipline holds, but the run found two\nrelease-blocking bugs: the parser never recurses into arrays, hiding\nRay workerGroupSpecs and Volcano ta\n[…]\nrve controller as a model server. Findings,\noracle results, and prioritized fixes are in hack/dogfood/report.md;\nthe rendered corpus stays out of the repo.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add dogfood corpus, scripts, and first real-world run report",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-19T00:57:31Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "67070a862563033354d7e9b9c22cb7200104f3a9",
"body": "Add CI/release/license badges, a who-is-it-for section, and a mermaid\ndiagram showing where reap sits in the workflow. Reorder install paths\neasiest-first now that v0.1.0 ships prebuilt binaries, pin the action\nexample to the release tag, and replace the stale planned-rules\nparagraph: all ten rules are implemented, so it now documents the\nseverity discipline and what reap deliberately does not check.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Rework README for first-time readers",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T22:15:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8491f0896040b0f4fd4837b6be96e7f2f16cdf28",
"body": "Group findings by file, then object, with the severity tag on its own\nline and a blank line between findings; wrap messages at 100 columns\nwith a hanging indent instead of letting the terminal break lines\nmid-word. Severity-colored output via -color (auto/always/never):\nauto colors only on a TTY and\n[…]\nOR, so piped and CI\noutput stays plain. Summary line uses real plurals. JSON output is\nunchanged; stable tokens ([error], fix:, rule IDs) remain greppable.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Restructure text output: grouping, wrapping, ANSI color",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T21:56:10Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7a1d81ccc65041f38394ad81f821e2a1752034ff",
"body": "The repo doubles as a composite GitHub Action (path, fail-on, baseline,\nversion inputs; installs via go install). A copyable GitLab CI job\nlives in docs/ci/. GoReleaser builds linux/darwin/windows binaries for\namd64/arm64 on v* tags; config validated with goreleaser check and a\nsnapshot build. Publishing the Docker image to a registry is a\ndeliberate follow-up, since it needs registry credentials.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add CI packaging: GitHub Action, GitLab template, GoReleaser",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T21:47:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f8124664d802eed8ab8c75d8f9f3dcdcf159ba7a",
"body": "Multi-stage build producing a ~5 MB static image on distroless: no\nshell, no package manager, matching the tool's offline-only design.\nLints mounted directories or stdin. README documents the Docker usage\nand the two-command baseline adoption flow.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add distroless Docker image and document adoption flows",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T21:44:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e3aa5ccd0ac2c66a3e85be5b2b28cdc8ae9c0576",
"body": "A baseline is a set of finding fingerprints: -write-baseline accepts\ntoday's findings (deduped, sorted for stable diffs, with per-entry\ncontext and an optional reason field), -baseline suppresses them on\nlater runs so CI gates only on new problems. Suppression happens before\nreporting and exit-code \n[…]\nnd stale entries — fingerprints that matched nothing and can\nbe pruned. The two flags are mutually exclusive: refreshing a baseline\nmeans writing it again.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add baseline mechanism for adopting reap on existing repos",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T21:44:39Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "b44febf9a1bd4784cf63c048dd44655cd8d7ca26",
"body": "Add the four remaining rules. multinode-no-topology-affinity flags\nmulti-replica GPU training with no placement intent, before NCCL\ncollectives fall back to the slow network path. notebook-no-idle-culling\nflags GPU notebooks with no visible culling config — heuristic by\ndesign, since platform-side c\n[…]\nas one input set in the e2e test,\nso their fixtures use a unique namespace per file to avoid cross-file\nsuppression — recorded as a fixture-authoring rule.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Complete the rule set: topology, notebooks, and set-level rules",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T21:37:51Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "7b48694a5e06a76ec58959b3e6fdb9dea6b20437",
"body": "GPU node pools are commonly tainted; a GPU pod with no nodeSelector,\nnode affinity, or tolerations sits Pending indefinitely on such\nclusters, and the autoscaler will not scale a tainted pool up for a\npod that does not tolerate it.\n\nFirst info-severity rule: suppression errs on acceptance (any of th\n[…]\nobject to keep fingerprints unique across multi-template CRDs. GPU\nfixtures of other rules gain the canonical nvidia.com/gpu toleration\nto stay orthogonal.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add gpu-no-node-targeting rule",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T13:33:19Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "9270f0e07af6cff41fca8ba56b6592726feeba29",
"body": "Kubernetes caps /dev/shm at 64 MB by default; PyTorch DataLoader\nworkers and NCCL/tensor-parallel inference exchange tensors through\nshared memory and crash with cryptic bus errors when it fills — one of\nthe most common and least obvious ML-on-Kubernetes failures. Flag GPU\ncontainers that don't moun\n[…]\n(volumes now; node\ntargeting and affinity for upcoming rules). Existing GPU fixtures gain\nthe shm mount so each fixture keeps triggering only its own rule.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add shm-too-small rule",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T13:26:34Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "e839972337a06e1a7aff4cc25362af5f4e881bae",
"body": "Flag multi-replica GPU Kubeflow jobs (PyTorchJob, TFJob, MPIJob,\nXGBoostJob, PaddleJob) with no gang-scheduling evidence in the\nmanifest: without it, replicas that start first hold their GPUs\nwaiting for peers that may never be scheduled.\n\nEvidence lists err on acceptance and only ever suppress a fi\n[…]\nifest. Ray kinds are deliberately out: KubeRay >= 1.3\nconfigures the batch scheduler at the operator level, so a static\ncheck would systematically misfire.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add distributed-training-no-gang-scheduling rule",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T13:20:01Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c7899103516534a2ccccf3ec3b72ef435fd154c9",
"body": "Detect well-known inference servers (vLLM, Triton, TGI, TorchServe,\nSGLang, Ollama, KServe, NIM, LMDeploy) by curated image substrings and\nflag containers with no readinessProbe: Kubernetes routes traffic the\nmoment the container starts, minutes before an LLM finishes loading\nweights. The fix recomm\n[…]\nin a shared helper for the\nupcoming inference-no-hpa and no-pdb rules. Per-rule fixtures now use\nneutral images so each fixture triggers only its own rule.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add model-server-no-probes rule",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T13:09:21Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d1c38430136f90bf140d5d957e01673d4d47ab3c",
"body": "Findings carry a deterministic identity: a versioned hash of rule ID,\nobject reference, and a semantic detail key (container and resource\nnames, never positional indices). Message wording, severity, fix, and\nfile path are metadata and stay out of the hash, so the same chart\nfingerprints identically \n[…]\non 1 with a per-severity\nsummary. Empty namespaces stay empty in identities: the same Helm chart\nmust fingerprint the same regardless of install namespace.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Add JSON output with stable finding fingerprints",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T13:01:09Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "5c1e8c12d82327adadd82a1486743ee625ff0d6e",
"body": "Signed-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Remove CLAUDE.md from version control",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T13:00:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b582bb48ce6a99c0298f84ec00a6c326f30270cd",
"body": "Establish the vertical slice for the open-source linter: a\nmulti-document YAML parser (files, directories, stdin for piped\nhelm/kustomize output), a Rule interface, an engine, a text\nreporter, and CI-friendly exit codes (0 clean, 1 findings at or\nabove -fail-on, 2 input error).\n\nShip two rules, each\n[…]\netes\nstructs: half the target kinds are CRDs (PyTorchJob, MPIJob) that\nthe typed APIs do not cover, and this keeps gopkg.in/yaml.v3 as\nthe only dependency.\n\nSigned-off-by: Dmytro <dmytro.kozak@smc.it>",
"is_bot": false,
"headline": "Bootstrap reap CLI with first two GPU lint rules",
"author_name": "Dmytro",
"author_login": null,
"committed_at": "2026-07-18T12:25:08Z",
"body_truncated": true,
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},
{
"oid": "45723a8a5e8b2030ddfc202ec1acaf3f10f91808",
"body": null,
"is_bot": false,
"headline": "Initial commit",
"author_name": "Dimitri",
"author_login": "emphity1",
"committed_at": "2026-07-17T23:03:59Z",
"body_truncated": false,
"is_coding_agent": false
}
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},
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},
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}
]
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}
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}
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{
"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"
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},
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"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
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