公开记录
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 02:50 UTC

kubeai-project / kubeai

AI Inference Operator for Kubernetes. The easiest way to serve ML models in production. Supports VLMs, LLMs, embeddings, and speech-to-text.

Go · Jupyter NotebookApache-2.0★ 1,226 星标⑂ 130 复刻始于 2023年10月在 GitHub 上查看 ↗

kubeai-project/kubeai 的健康指数为 100 分中的 72 分,处于「良好」区间。 其得分最高的类别是Engineering Quality(85/100),最低的是Security(62/100)。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。

72
总分 / 100
良好

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。

72
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

9 关注者1 个公开仓库始于 2025年9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。

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
Gogithub.com/kubeai-project/kubeaiv0.23.3-474 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?

82良好 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
12.5/36提交节奏 — 52 周中有 18 周有提交
17.1/18提交量 — 最近一年 80 次提交
10/10OpenSSF Scorecard:Maintained — 26 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year80
human_commit_share0.75
days_since_last_push0
active_weeks_last_year18

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 99 个发布版本
36/36发布时效 — 最近一次发布版本于 1 天前
27/27发布节奏 — 约每 26.4 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — Project has not signed or included provenance with any releases.
所用输入
releases_count99
latest_release_tagv0.23.3
releases_from_tags
days_since_latest_release1
mean_days_between_releases26.4

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?

63中等 · 占总体的 18%
评分方式
50.1/60星标 — 1,226 个星标
17.6/25复刻 — 130 个复刻
5.8/15关注者 — 12 位关注者
所用输入
forks130
stars1,226
watchers12
growth_stateorganic
growth_factor_pct100

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
0/18CONTRIBUTING 指南
0/13.5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?

66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
11.9/22.5提交分布 — 头号贡献者编写了 47% 的提交
13.5/13.5贡献者广度 — 33 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 5 contributing companies or organizations
所用输入
bus_factor2
contributors_sampled33
top_contributor_share0.472
评分方式
28.6/46.8议题解决 — 61% 的议题已关闭
26.8/38.3PR 接受 — 已裁定的 PR 中 326/465 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs326
open_issues82
closed_issues129
issue_closed_ratio0.611
closed_unmerged_prs139
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
7.2/25所有者影响力 — kubeai-project 有 9 位关注者
3.9/25既往记录 — 1 个公开仓库,账户约 0 年
所用输入
followers9
owner_typeOrganization
is_verified
owner_loginkubeai-project
public_repos1
account_age_days309
评分方式
25/25已发布且可解析 — go 上有 1 个软件包
35/35发布时效 — 最近一次发布于 4 天前
20/20版本历史 — 47 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesgithub.com/kubeai-project/kubeai
ecosystemsgo
any_deprecated
min_days_since_publish4

工程质量

基础的工程与文档实践是否到位?

85优秀 · 占总体的 20%

工程实践

82良好
评分方式
24/24CI 工作流 — 10 个工作流
24/24存在测试
16/16Linter 配置 — .golangci.yml
0/9.6Pre-commit 钩子
0/6.4.editorconfig
18/20OpenSSF Scorecard:CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://www.kubeai.org
10/10仓库描述
10/10主题标签 — 13 个主题标签
0/10Wiki
所用输入
topicsk8s, llm, openai-api, autoscaler, ollama, vllm, ollama-operator, vllm-operator, ai, kubernetes, whisper, inference-operator, faster-whisper
has_wiki
homepagehttps://www.kubeai.org
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?

62中等 · 占总体的 16%

安全态势

53中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 5 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 26 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
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 — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 87 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.3
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
0/25间接依赖不含已知公告 — 在此范围内,传递依赖集合无法与开发和测试依赖区分
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories7
affected_packages5
assessed_packages161
unassessed_packages11
affected_by_severitycritical 1, high 1, moderate 1, unknown 2
direct_affected_packages0
已排除计分(无数据或不适用):间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 161 个已解析依赖与 OSV 比对。 有 11 项无法评估——没有已解析的版本、生态系统不受支持,或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包,因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起,因此仅对声明的运行时依赖计分;传递性发现仅作为背景信息列出,不计入评分。 未对可达性进行分析。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

66中等 · 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)
40/40可读的提交历史 — 75 次人类提交中有 73 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_share0.973
agent_instruction_files
agent_instruction_max_bytes
评分方式
18/18一条命令的引导启动 — Makefile, benchmarks/multi-turn-chat-go/Makefile, benchmarks/multi-turn-chat-k6/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .golangci.yml
11/11静态类型检查 — Go(静态类型)
10/10可复现环境 — Dockerfile, lockfile
2/10已体现的代理实践 — 最近 100 次提交中有 1 次由代理编写或署名代理
8/8自动化维护 — 最近 100 次提交中有 24 次为自动依赖更新
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesgo.sum, uv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile, benchmarks/multi-turn-chat-go/Makefile, benchmarks/multi-turn-chat-k6/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0.01
toolchain_manifestsbenchmarks/multi-turn-chat-go/go.mod, examples/private-deep-chat/go.mod, go.mod
dependency_bot_commit_share0.24
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 112 个源文件中有 0 个超过 60KB
所用输入
primary_languageGo
largest_source_bytes48,739
source_files_sampled112
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

1,226GitHub 星标
33贡献者
80最近 12 个月提交数
0距最近推送天数
99发布版本数
2巴士系数(bus factor)
82开放议题
Go, PyPI软件包生态系统数

更多细节

Star 与 Fork 历史 1,226 ★ / 130 ⇿
1,226Star
130Fork
98发布

每颗 star 和每个 fork 的添加时间,来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方,二者可相互对照:稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时,它会作为增长真实性予以报告。

仅显示最近的历史——该仓库超出采集窗口,因此未采集最早的历史记录。

02505007501,0001,2501,226129382023-122025-042026-07
主版本 0次版本 23修订 16

每个点涵盖 3 天。

OpenSSF Scorecard 5.3 / 10
5.3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 · 2026-07-22 02:49 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests28 out of 30 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained26 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow 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
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities87 existing vulnerabilities detected
直接依赖 26
注册表软件包版本约束清单文件
Gogithub.com/cespare/xxhashv1.1.0go.mod
Gogithub.com/go-json-experiment/jsonv0.0.0-20250223041408-d3c622f1b874go.mod
Gogithub.com/go-playground/validator/v10v10.22.0go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/onsi/ginkgo/v2v2.32.0go.mod
Gogithub.com/prometheus/client_golangv1.24.0go.mod
Gogithub.com/prometheus/client_modelv0.6.2go.mod
Gogithub.com/prometheus/commonv0.70.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.67.0go.mod
Gogo.opentelemetry.io/otelv1.44.0go.mod
Gogo.opentelemetry.io/otel/exporters/prometheusv0.56.0go.mod
Gogo.opentelemetry.io/otel/metricv1.44.0go.mod
Gogo.opentelemetry.io/otel/sdk/metricv1.43.0go.mod
Gogocloud.devv0.46.0go.mod
Gogocloud.dev/pubsub/kafkapubsubv0.40.0go.mod
Gogocloud.dev/pubsub/natspubsubv0.43.0go.mod
Gogocloud.dev/pubsub/rabbitpubsubv0.40.0go.mod
Gogolang.org/x/expv0.0.0-20240719175910-8a7402abbf56go.mod
Gok8s.io/apiv0.34.2go.mod
Gok8s.io/apimachineryv0.34.2go.mod
Gok8s.io/client-gov0.34.1go.mod
Gok8s.io/utilsv0.0.0-20250604170112-4c0f3b243397go.mod
Gosigs.k8s.io/controller-runtimev0.22.1go.mod
Gosigs.k8s.io/yamlv1.6.0go.mod
Gogopkg.in/evanphx/json-patch.v4v4.13.0go.mod
全部依赖 172

来自 GitHub 依赖图的完整解析依赖集合:27 个直接依赖与 145 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
Gogithub.com/cespare/xxhashv1.1.0直接
Gogithub.com/go-json-experiment/jsonv0.0.0-20250223041408-d3c622f1b874直接
Gogithub.com/go-playground/validator/v10v10.22.0直接
Gogithub.com/google/uuidv1.6.0直接
Gogithub.com/onsi/ginkgo/v2v2.32.0直接
Gogithub.com/prometheus/client_golangv1.24.0直接
Gogithub.com/prometheus/client_modelv0.6.2直接
Gogithub.com/prometheus/commonv0.70.0直接
Gogithub.com/stretchr/testify1.10.0直接
Gogithub.com/stretchr/testifyv1.11.1直接
Gogo.opentelemetry.io/contrib/instrumentation/net/http/otelhttpv0.67.0直接
Gogo.opentelemetry.io/otelv1.44.0直接
Gogo.opentelemetry.io/otel/exporters/prometheusv0.56.0直接
Gogo.opentelemetry.io/otel/metricv1.44.0直接
Gogo.opentelemetry.io/otel/sdk/metricv1.43.0直接
Gogocloud.devv0.46.0直接
Gogocloud.dev/pubsub/kafkapubsubv0.40.0直接
Gogocloud.dev/pubsub/natspubsubv0.43.0直接
Gogocloud.dev/pubsub/rabbitpubsubv0.40.0直接
Gogolang.org/x/expv0.0.0-20240719175910-8a7402abbf56直接
Gogopkg.in/evanphx/json-patch.v4v4.13.0直接
Gok8s.io/apiv0.34.2直接
Gok8s.io/apimachineryv0.34.2直接
Gok8s.io/client-gov0.34.1直接
Gok8s.io/utilsv0.0.0-20250604170112-4c0f3b243397直接
Gosigs.k8s.io/controller-runtimev0.22.1直接
Gosigs.k8s.io/yamlv1.6.0直接
Gocloud.google.com/go/authv0.18.2间接
Gocloud.google.com/go/auth/oauth2adaptv0.2.8间接
Gocloud.google.com/go/compute/metadatav0.9.0间接
Gocloud.google.com/go/iamv1.5.3间接
Gocloud.google.com/go/pubsubv1.50.1间接
Gocloud.google.com/go/pubsub/v2v2.4.0间接
Gogithub.com/aws/aws-sdk-go-v2v1.41.9间接
Gogithub.com/aws/aws-sdk-go-v2/configv1.32.20间接
Gogithub.com/aws/aws-sdk-go-v2/credentialsv1.19.19间接
Gogithub.com/aws/aws-sdk-go-v2/feature/ec2/imdsv1.18.25间接
Gogithub.com/aws/aws-sdk-go-v2/internal/configsourcesv1.4.25间接
Gogithub.com/aws/aws-sdk-go-v2/internal/endpoints/v2v2.7.25间接
Gogithub.com/aws/aws-sdk-go-v2/internal/v4av1.4.26间接
Gogithub.com/aws/aws-sdk-go-v2/service/internal/accept-encodingv1.13.10间接
Gogithub.com/aws/aws-sdk-go-v2/service/internal/presigned-urlv1.13.25间接
Gogithub.com/aws/aws-sdk-go-v2/service/signinv1.1.1间接
Gogithub.com/aws/aws-sdk-go-v2/service/snsv1.39.14间接
Gogithub.com/aws/aws-sdk-go-v2/service/sqsv1.42.24间接
Gogithub.com/aws/aws-sdk-go-v2/service/ssov1.30.19间接
Gogithub.com/aws/aws-sdk-go-v2/service/ssooidcv1.36.2间接
Gogithub.com/aws/aws-sdk-go-v2/service/stsv1.42.3间接
Gogithub.com/aws/smithy-gov1.26.0间接
Gogithub.com/azure/azure-amqp-common-go/v3v3.2.3间接
Gogithub.com/azure/azure-sdk-for-go/sdk/azcorev1.21.0间接
Gogithub.com/azure/azure-sdk-for-go/sdk/azidentityv1.13.1间接
Gogithub.com/azure/azure-sdk-for-go/sdk/internalv1.11.2间接
Gogithub.com/azure/azure-sdk-for-go/sdk/messaging/azservicebusv1.10.0间接
Gogithub.com/azure/go-amqpv1.5.1间接
Gogithub.com/azuread/microsoft-authentication-library-for-gov1.7.0间接
Gogithub.com/beorn7/perksv1.0.1间接
Gogithub.com/cespare/xxhash/v2v2.3.0间接
Gogithub.com/davecgh/go-spew1.1.1间接
Gogithub.com/davecgh/go-spewv1.1.2-0.20180830191138-d8f796af33cc间接
Gogithub.com/eapache/go-resiliencyv1.7.0间接
Gogithub.com/eapache/go-xerial-snappyv0.0.0-20230731223053-c322873962e3间接
Gogithub.com/eapache/queuev1.1.0间接
Gogithub.com/emicklei/go-restful/v3v3.12.2间接
Gogithub.com/evanphx/json-patch/v5v5.9.11间接
Gogithub.com/felixge/httpsnoopv1.0.4间接
Gogithub.com/fsnotify/fsnotifyv1.9.0间接
Gogithub.com/fxamacker/cbor/v2v2.9.0间接
Gogithub.com/gabriel-vasile/mimetypev1.4.3间接
Gogithub.com/go-logr/logrv1.4.3间接
Gogithub.com/go-logr/stdrv1.2.2间接
Gogithub.com/go-logr/zaprv1.3.0间接
Gogithub.com/go-openapi/jsonpointerv0.21.0间接
Gogithub.com/go-openapi/jsonreferencev0.20.2间接
Gogithub.com/go-openapi/swagv0.23.0间接
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Gogithub.com/go-playground/universal-translatorv0.18.1间接
Gogithub.com/go-task/slim-sprig/v3v3.0.0间接
Gogithub.com/gogo/protobufv1.3.2间接
Gogithub.com/golang-jwt/jwt/v5v5.3.1间接
Gogithub.com/golang/snappyv0.0.4间接
Gogithub.com/google/btreev1.1.3间接
Gogithub.com/google/gnostic-modelsv0.7.0间接
Gogithub.com/google/go-cmpv0.7.0间接
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Gogithub.com/google/s2a-gov0.1.9间接
Gogithub.com/google/wirev0.7.0间接
Gogithub.com/googleapis/enterprise-certificate-proxyv0.3.14间接
Gogithub.com/googleapis/gax-go/v2v2.19.0间接
Gogithub.com/gorilla/websocketv1.5.4-0.20250319132907-e064f32e3674间接
Gogithub.com/hashicorp/errwrapv1.1.0间接
Gogithub.com/hashicorp/go-multierrorv1.1.1间接
Gogithub.com/hashicorp/go-uuidv1.0.3间接
Gogithub.com/ibm/saramav1.43.3间接
Gogithub.com/jcmturner/aescts/v2v2.0.0间接
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Gogithub.com/jcmturner/goforkv1.7.6间接
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Gogithub.com/josharian/internv1.0.0间接
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Gogithub.com/rcrowley/go-metricsv0.0.0-20201227073835-cf1acfcdf475间接
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Gogo.opentelemetry.io/auto/sdkv1.2.1间接
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Gogo.opentelemetry.io/otel/sdkv1.43.0间接
Gogo.opentelemetry.io/otel/tracev1.44.0间接
Gogo.uber.org/multierrv1.11.0间接
Gogo.uber.org/zapv1.27.1间接
Gogo.yaml.in/yaml/v2v2.4.4间接
Gogo.yaml.in/yaml/v3v3.0.4间接
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Gogolang.org/x/modv0.36.0间接
Gogolang.org/x/netv0.56.0间接
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Gogoogle.golang.org/protobufv1.36.11间接
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Gogopkg.in/yaml.v3v3.0.1间接
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Gok8s.io/klog/v2v2.130.1间接
Gok8s.io/kube-openapiv0.0.0-20250710124328-f3f2b991d03b间接
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PyPIaiohttp间接
PyPIdatasets间接
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PyPImatplotlib间接
PyPImkdocs间接
PyPImkdocs-awesome-pages-plugin间接
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PyPIpytest8.3.3间接
PyPItransformers间接
依赖安全公告 5

该仓库未发布可被索引解析的包,因此评估的是其自身的依赖图——共 161 个包,其中也包含从不交付的开发与测试版本固定:5 个存在已知公告,0 个为直接依赖。 有 11 个无法评估——没有已解析的版本、生态系统不受支持,或不在所列包清单之内。

软件包版本关系严重程度公告数修复版本
google.golang.org/grpcv1.79.3间接严重11.82.1
github.com/moby/spdystreamv0.5.0间接20.5.1
pytest8.3.3间接29.0.3
golang.org/x/cryptov0.53.0间接未知1
golang.org/x/textv0.38.0间接未知10.39.0

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析,且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

原始 JSON 报告 机器可读
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      "recent_commits": [
        {
          "oid": "7cf6f90bfd3b2651a992802e4680e4df8e8b4768",
          "body": "Bumps the actions-all group with 2 updates:\n[actions/setup-python](https://github.com/actions/setup-python) and\n[actions/setup-go](https://github.com/actions/setup-go).\n\nUpdates `actions/setup-python` from 6 to 7\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "….0 (#705)\n\nBumps\n[go.opentelemetry.io/otel/metric](https://github.com/open-telemetry/opentelemetry-go)\nfrom 1.43.0 to 1.44.0.\n<details>\n<summary>Changelog</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/open-telemetry/opentelemetry-go/blob/main/CHANGELOG.md\">go.opentelemetry.io/otel/metri\n[…]\n1.43.0...v1.44.0\">compare\nview</a></li>\n</ul>\n</details>\n<br />\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "Bumps [gocloud.dev](https://github.com/google/go-cloud) from 0.43.0 to\n0.46.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/google/go-cloud/releases\">gocloud.dev's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v0.46.0</h2>\n<p><strong>BREAKING_CHANGE</strong>:<\n[…]\nff-by: dependabot[bot] <support@github.com>\nSigned-off-by: ffais <ffais@fbk.eu>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: ffais <ffais@fbk.eu>",
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          "headline": "build(deps): bump gocloud.dev from 0.43.0 to 0.46.0 (#706)",
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          "oid": "70dc10453c13e33d89b5dbb94963fb09ae452152",
          "body": "…1.24.0 (#707)\n\nBumps\n[github.com/prometheus/client_golang](https://github.com/prometheus/client_golang)\nfrom 1.22.0 to 1.24.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/prometheus/client_golang/releases\">github.com/prometheus/client_golang's\nreleases\n[…]\n <ffais@fbk.eu>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: ffais <ffais@fbk.eu>\nCo-authored-by: ffais <42377700+ffais@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/prometheus/client_golang from 1.22.0 to …",
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          "body": "Bumps [github.com/onsi/ginkgo/v2](https://github.com/onsi/ginkgo) from\n2.22.0 to 2.32.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/onsi/ginkgo/releases\">github.com/onsi/ginkgo/v2's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v2.32.0</h2>\n<h2>2.32.0</h2>\n<\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "body": "Bumps [k8s.io/api](https://github.com/kubernetes/api) from 0.34.1 to\n0.34.2.\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a\nhref=\"https://github.com/kubernetes/api/commit/e28454b761fa43bde930ba0364941bb1592d19f6\"><code>e28454b</code></a>\nUpdate dependencies to v0.34.2 tag</li>\n<li>See full diff in\n[…]\nbled on this pull request as it has\nbeen open for over 30 days.\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump k8s.io/api from 0.34.1 to 0.34.2 (#625)",
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          "body": "Bumps [golang.org/x/net](https://github.com/golang/net) from 0.54.0 to\n0.55.0.\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a\nhref=\"https://github.com/golang/net/commit/7770ec48d03fec35e378665337b4faca93c38423\"><code>7770ec4</code></a>\ngo.mod: update golang.org/x dependencies</li>\n<li><a\nhref=\"htt\n[…]\n0.54.0...v0.55.0\">compare\nview</a></li>\n</ul>\n</details>\n<br />\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "is_bot": false,
          "headline": "feat: add support for /v1/responses (#667)",
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          "headline": "(feat): add support for external LB (#655)",
          "author_name": "Davide Rutigliano",
          "author_login": "DavideRutigliano",
          "committed_at": "2026-06-15T09:21:03Z",
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          "body": "Inject model-specific labels into pods by copying existing labels from\nthe model to the pod label map.\n\n---------\n\nSigned-off-by: ffais <ffais@fbk.eu>\nCo-authored-by: Davide Rutigliano <davide.ruti@gmail.com>",
          "is_bot": false,
          "headline": "Inject model labels into pods (#657)",
          "author_name": "ffais",
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          "headline": "Fix broken links to vllm docs (#654)",
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          "committed_at": "2026-03-31T09:42:48Z",
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          "oid": "72ac7f852330b2bbeea24d2f03a49ffbed409136",
          "body": "Update the chart and application version to 0.23.2 to reflect recent\nchanges.\n\nSigned-off-by: ffais <ffais@fbk.eu>",
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          "headline": "Bump chart and app version to 0.23.2 (#658)",
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        {
          "oid": "ed6eb611701f2a3235c04b9ee4227eb0d92dd26f",
          "body": "Enhance model URL parsing to prevent command injection vulnerabilities\nand modify the ollama startup probe to pass arguments as separate slice\nelements.\n\n---------\n\nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "Fix command injection vulnerabilities and improve startup probe (#656)",
          "author_name": "ffais",
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          "body": "Limit the number of characters of model names in tests, to prevent all\nthe tests with names longer than the 40-character limit from failing,\n\n---------\n\nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "fix: trucante models name inside tests (#652)",
          "author_name": "ffais",
          "author_login": "ffais",
          "committed_at": "2026-02-23T08:11:30Z",
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          "body": "… (#648)\n\nReverts kubeai-project/kubeai#620\n\nReason:\n\n> @m4oc by the way, this PR most likely borked the ollama engine\nentirely, since now any ollama:// request that mean to start the ollama\nimage pod won't do anything anymore, a more proper check for the ollama\nwould be doing a match for ollama://<service name>:<port>/<model>\ninstead of the blanket ollama://",
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          "headline": "Revert \"Fix: Support external Ollama URLs without Pod reconciliation\"…",
          "author_name": "ffais",
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          "headline": "Update maintainers list in README.md (#649)",
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          "headline": "Fix Slack channel link in README (#651)",
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          "body": "Fixes: https://github.com/kubeai-project/kubeai/issues/501",
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          "headline": "Expose PVC size as parameter (#641)",
          "author_name": "Davide Rutigliano",
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        {
          "oid": "b9970aa83797d8f52dd09ef6d7595421a21dae51",
          "body": "# Fix: Support external Ollama URLs without Pod reconciliation\n\n## Problem\n\nModels configured with `spec.url` pointing to external Ollama services\n(using `ollama://`, `http://`, or `https://` schemes) and\n`spec.autoscalingDisabled: true` experience hanging requests. The\nLoadBalancer shows \"Waiting f\n[…]\niVersion: kubeai.org/v1\nkind: Model\nmetadata:\n  name: qwen2-5-7b\nspec:\n  url: \"ollama://open-webui-ollama.kubeai-system.svc.cluster.local:11434/qwen2.5:7b\"\n  autoscalingDisabled: true\n  engine: OLlama",
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          "headline": "Fix: Support external Ollama URLs without Pod reconciliation (#620)",
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          "oid": "ad4bdc5b197564cda7ac1db9a894f4d0a83558c6",
          "body": "Check if github release already exists before try to create one. This\nprevents the job \"Release pushed tag\" from failing when a release\nalready exists.\n\nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "fix: check if github release already exists. (#631)",
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          "oid": "0cb879d58d82ec3a957d748efd1e9a27bea01d93",
          "body": "Storage space on shared github runner is not enough to run some of our\ntests, like s3-model. Performing a cleanup job that remove unused\ndependecies before the test runs helps to solve the problem.\n \nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "fix: flaky s3-model test (#633)",
          "author_name": "ffais",
          "author_login": "ffais",
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          "headline": "Update Chart.yaml (#629)",
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          "headline": "Update Chart.yaml - 0.23.1 (#630)",
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        {
          "oid": "d53bc4fa65e97ce266c6b634f1c9e265beccb396",
          "body": "Fixes #559\n\nThis pull request introduces a new example values file for custom model\nconfigurations and enhances the Helm template rendering logic for model\nCRDs. The changes make it easier to define, customize, and deploy models\nwith advanced options such as autoscaling, environment variables, image\n[…]\ndditional fields,\nincluding `replicas`, `autoscalingDisabled`, `image`, `envFrom`,\n`priorityClassName`, and nested `loadBalancing` configuration,\nsupporting more flexible and robust model deployments.",
          "is_bot": false,
          "headline": "Model helm should expose all crd fields (#627)",
          "author_name": "Björn Brala",
          "author_login": "bbrala",
          "committed_at": "2025-12-02T09:26:17Z",
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          "oid": "ad853e77b8c6198a88e09cc43dde27b6d8ec8e4c",
          "body": "Just want to see if tests run, although there might be a reason to stay\non 0.10, but not found out why.",
          "is_bot": false,
          "headline": "bump: update vllm-openai images to version 0.11.2 (#626)",
          "author_name": "Björn Brala",
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          "committed_at": "2025-11-28T11:38:49Z",
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          "headline": "fix: chart release workflow",
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          "is_bot": false,
          "headline": "bump: kubeai and model helm charts (#621)",
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          "body": "Bumps [k8s.io/apimachinery](https://github.com/kubernetes/apimachinery)\nfrom 0.34.1 to 0.34.2.\n<details>\n<summary>Commits</summary>\n<ul>\n<li>See full diff in <a\nhref=\"https://github.com/kubernetes/apimachinery/compare/v0.34.1...v0.34.2\">compare\nview</a></li>\n</ul>\n</details>\n<br />\n\n\n[![Dependabot c\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump k8s.io/apimachinery from 0.34.1 to 0.34.2 (#624)",
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          "body": "Bumps the actions-all group with 1 update:\n[actions/checkout](https://github.com/actions/checkout).\n\nUpdates `actions/checkout` from 5 to 6\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/actions/checkout/releases\">actions/checkout's\nreleases</a>.</em></p>\n\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump actions/checkout from 5 to 6 in the actions-all group (#623)",
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          "body": "Bumps [golang.org/x/crypto](https://github.com/golang/crypto) from\n0.40.0 to 0.45.0.\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a\nhref=\"https://github.com/golang/crypto/commit/4e0068c0098be10d7025c99ab7c50ce454c1f0f9\"><code>4e0068c</code></a>\ngo.mod: update golang.org/x dependencies</li>\n<li><a\n\n[…]\n//github.com/kubeai-project/kubeai/network/alerts).\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump golang.org/x/crypto from 0.40.0 to 0.45.0 (#622)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-22T21:47:58Z",
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          "oid": "1e0ac3a6ff1ad6b2b15e76f4c1e73943ee565b1b",
          "body": "… group (#618)\n\nBumps the actions-all group with 1 update:\n[helm/chart-testing-action](https://github.com/helm/chart-testing-action).\n\nUpdates `helm/chart-testing-action` from 2.7.0 to 2.8.0\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/helm/chart-testing\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump helm/chart-testing-action from 2.7.0 to 2.8.0 in the actions-all…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-11-12T16:42:36Z",
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          "oid": "3b7416bd394eda0214a4dc3fe90f77a575f53074",
          "body": "…nd & tests (#619)\n\nThe Hugging Face CLI has been officially renamed from huggingface-cli to\nhf, this PR introduce the new hf command.\n\n---------\n\nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "fix: replace old and deprecated huggingface-cli with the new hf comma…",
          "author_name": "ffais",
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          "body": "This pull request introduces support for a new `/v1/responses` API\nendpoint in the multi-turn chat backend, enabling chat completion\nrequests to be processed and routed through the model proxy. The changes\ninclude updates to request parsing, endpoint registration, and\ncomprehensive testing to ensure\n[…]\no direct dependencies in\n`benchmarks/multi-turn-chat-go/go.mod` to support the new endpoint and\ntesting.\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add support for OpenAI Responses API endpoint  (#616)",
          "author_name": "Erwin",
          "author_login": "ErwinsExpertise",
          "committed_at": "2025-11-12T16:35:02Z",
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        },
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          "body": "Bumps the actions-all group with 2 updates:\n[actions/upload-artifact](https://github.com/actions/upload-artifact)\nand\n[actions/download-artifact](https://github.com/actions/download-artifact).\n\nUpdates `actions/upload-artifact` from 4 to 5\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced fr\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump the actions-all group with 2 updates (#614)",
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          "headline": "Release kubeai 0.22.1 chart (#610)",
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          "headline": "fix: vllm rerank endpoint and upgrade the documentation (#609)",
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          "body": "In the latest version of vLLM, the API response for the\n\"/v1/load_lora_adapter\" endpoint has changed. This prevents KubeAI from\nmarking the adapter as loaded.\n\n---------\n\nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "fix: vllm adapter loading function (#607)",
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          "body": "Build arm docker image with github arm runner, this will speed up the\nbuild process.\n\nFixed rollout e2e test adding new condition.\n\nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "Add Github ARM runner & fix flaky tests (#605)",
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          "headline": "Bump go.opentelemetry.io/otel/sdk/metric from 1.37.0 to 1.38.0 (#599)",
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          "headline": "Update build-push-kubeai.yml (#587)",
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          "author_login": "m4oc",
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          "is_bot": false,
          "headline": "fix: add security context to loader int-container and cache jobs (#583)",
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          "body": "Removed the default value of runAsUser (now setted as 0), which does not\nallow easy execution of runtimes in namespaces that have the standard\npod policy configured to restricted.\n\nSigned-off-by: ffais <ffais@fbk.eu>",
          "is_bot": false,
          "headline": "fix: remove default runAsUser value from chart values (#558)",
          "author_name": "ffais",
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          "is_bot": false,
          "headline": "feat: add /rerank endpoint integration (#565)",
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          "headline": "Update README.md",
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          "body": "this will fix deployments that reside in airgapped environments\n\nfixes https://github.com/substratusai/kubeai/issues/542\n\nalso adds ability to specify schedulerName",
          "is_bot": false,
          "headline": "fix(ollama): only pull manifest image if not present (#543)",
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          "is_bot": false,
          "headline": "Support multiple Kubeai installation in different namespace (#518)",
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          "headline": "update helm chart versions (#532)",
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          "body": "l4 family is ada-lovelace",
          "is_bot": false,
          "headline": "l4 family is ada-lovelace (#530)",
          "author_name": "Marco Cristofanilli",
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          "body": "Update chwbl load balancing to not add one to the endpoint's load when\ndetermining whether an endpoint can accommodate an additional request.\nPer the conversation in #519, this solution helps handle traffic better\nin situations where there are many endpoints and many requests with a\ncommon prefix.\n\nCo-authored-by: Michael Kouba <michael.kouba@calypsoai.com>",
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          "headline": "update chwbl load balancing to remove +1 to load (#528)",
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          "body": "…506)\n\nEnable use of Kubernetes [Pod Priority and\nPreemption](https://kubernetes.io/docs/concepts/scheduling-eviction/pod-priority-preemption/)\nto configure your models with different priority levels. This is useful\nwhen you have limited resources and want to ensure that high-priority\nmodels can preempt lower-priority models when necessary.\n\n---------\n\nCo-authored-by: Gilad Zamoschinski <gilad.z@taboola.com>",
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          "headline": "Add priorityClassName to the model spec and pass to generated pods (#…",
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          "body": "Add support for envFrom paremeter in model spec, this would allow us to\nload environment variables from existing secrets or configmaps.\nSupporting envFrom could be useful in several scenarios, for example if\nyou want to support different sets of credentials based on the model.\n\nExample 1\n```yaml\napi\n[…]\n s3://models/Meta-Llama-3.1-8B-Instruct-bnb-4bit\n  engine: VLLM\n  env:\n    AWS_ENDPOINT_URL: http://locals3:9000\n  envFrom:\n    - secretRef:\n        name: set2\n```\n\nSigned-off-by: ffais <ffais@fbk.eu>",
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          "body": "There are a few small issues that prevent loading llms via s3 without\nusing a cache profile:\n- remove rule enforcing s3 only with cache profile\n- if no cache profile and scheme is s3 then use original url and not a\npvc\n\n---------\n\nCo-authored-by: Sam Stoelinga <sammiestoel@gmail.com>",
          "is_bot": false,
          "headline": "allow s3 model urls without cache profile (#504)",
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          "body": "Adds support for applying arbitrary JSON 6902 / JSONPatch support for\nmodel server pods.\n\nFor example, our clusters have a number of mutating webhooks which\ninject special priority class names and various pre-emption policies\nbased on various labels, etc. This gives operators a way to set the pod\ntemplates up which can work in constrained clusters (i.e. those with OPA\ngatekeeper constraints).\n\n```yaml\n  jsonPatches:\n  - op: add\n    path: /spec/priorityClassName\n    value: kubeai-model-server\n```",
          "is_bot": false,
          "headline": "feat: support use of JSONPatch for model server pods (#497)",
          "author_name": "sam lockart",
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          "headline": "feat: Llama 4 support and vLLM 0.8.3 (#495)",
          "author_name": "Sam Stoelinga",
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                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 41,
            "inputs": {
              "followers": 9,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "kubeai-project",
              "public_repos": 1,
              "account_age_days": 309
            },
            "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": "9 followers of kubeai-project",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 9,
                      "login": "kubeai-project"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "1 public repos, account ~0 yr old",
                "points": 3.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 1
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/kubeai-project/kubeai"
              ],
              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 4
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 4 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 4
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "47 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 47
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 85,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "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": ".golangci.yml",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "k8s",
                "llm",
                "openai-api",
                "autoscaler",
                "ollama",
                "vllm",
                "ollama-operator",
                "vllm-operator",
                "ai",
                "kubernetes",
                "whisper",
                "inference-operator",
                "faster-whisper"
              ],
              "has_wiki": false,
              "homepage": "https://www.kubeai.org",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://www.kubeai.org",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "13 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 62,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 53,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 5.3
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "28 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "26 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "87 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 161 resolved dependencies against OSV; 11 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 161
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 11
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 7,
              "affected_packages": 5,
              "assessed_packages": 161,
              "unassessed_packages": 11,
              "affected_by_severity": "critical 1, high 1, moderate 1, unknown 2",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 161,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 10
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.973,
              "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": "73 of 75 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 73,
                      "sampled": 75
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "benchmarks/multi-turn-chat-go/Makefile",
                "benchmarks/multi-turn-chat-k6/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.01,
              "toolchain_manifests": [
                "benchmarks/multi-turn-chat-go/go.mod",
                "examples/private-deep-chat/go.mod",
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.24
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, benchmarks/multi-turn-chat-go/Makefile, benchmarks/multi-turn-chat-k6/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, benchmarks/multi-turn-chat-go/Makefile, benchmarks/multi-turn-chat-k6/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "1 of the last 100 commits agent-authored or agent-credited",
                "points": 2,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 1,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "24 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 24,
                      "sampled": 100
                    }
                  }
                ],
                "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",
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          },
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            "notes": [],
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            "inputs": {
              "primary_language": "Go",
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              "source_files_sampled": 112,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/112 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 112,
                      "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-22T02:50:19.512159Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/k/kubeai-project/kubeai.svg",
  "full_name": "kubeai-project/kubeai",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 v0.26.0—— 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Go.