公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-25 07:57 UTC

marin-community / marin

Open-source framework for the research and development of foundation models.

Python · HTMLApache-2.0★ 1,220 星标⑂ 142 复刻始于 2024年3月在 GitHub 上查看 ↗

marin-community/marin 的健康指数为 100 分中的 81 分,处于「良好」区间。 其得分最高的类别是Vitality(96/100),最低的是Security(57/100)。 最近一次更新在今天。 近期的大部分工作由 4 位贡献者完成。

81
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。

81
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

124 关注者24 个公开仓库始于 2025年5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
PyPImarin-fray0.2.58.dev202607250745-580 天前
PyPImarin-iris0.2.58.dev202607250745-580 天前
PyPImarin-core0.2.58.dev202607250745-580 天前
PyPImarin-haliax指向其他仓库——不计分0.2.58.dev202607250745-580 天前
PyPImarin-zephyr0.2.58.dev2026072507457,352580 天前
PyPImarin-dupekit0.1.169,8271978 天前
PyPImarin-finelog0.2.10-3638 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?

96优秀 · 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
36/36提交节奏 — 52 周中有 52 周有提交
18/18提交量 — 最近一年 3,134 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year3,134
human_commit_share0.93
days_since_last_push0
active_weeks_last_year52

发布纪律

90优秀
评分方式
27/27有发布版本 — 已发布 15 个发布版本
36/36发布时效 — 最近一次发布版本于 56 天前
27/27发布节奏 — 约每 7.4 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_count15
latest_release_tagmarin-finelog-latest
releases_from_tags
days_since_latest_release56
mean_days_between_releases7.4

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?

83良好 · 占总体的 18%
评分方式
50.1/60星标 — 1,220 个星标
17.9/25复刻 — 142 个复刻
6.8/15关注者 — 18 位关注者
所用输入
forks142
stars1,220
watchers18
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
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)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
has_pull_request_template
评分方式
65.2/80月度下载量 — pypi 合计每月 77,179 次下载
0/20注册表被依赖数 — 该生态系统不报告此项
所用输入
packagesmarin-fray, marin-iris, marin-core, marin-zephyr, marin-dupekit, marin-finelog
dependents
ecosystemspypi
total_downloads
monthly_downloads77,179
已排除计分(无数据或不适用):注册表被依赖数。 其余权重已重新归一化。

可持续性与治理

项目能否在其成员之外延续——巴士系数、响应能力、由谁支持,以及软件包的维护状况?

79良好 · 占总体的 24%
评分方式
43.2/54巴士系数 — 4 位贡献者贡献了半数提交
17.1/22.5提交分布 — 头号贡献者编写了 24% 的提交
13.5/13.5贡献者广度 — 85 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 27 contributing companies or organizations
所用输入
bus_factor4
contributors_sampled85
top_contributor_share0.24
评分方式
39.9/46.8议题解决 — 85% 的议题已关闭
31.6/38.3PR 接受 — 已裁定的 PR 中 3,635/4,406 已合并
7.5/15OpenSSF Scorecard:Code-Review — Found 15/29 approved changesets -- score normalized to 5
所用输入
merged_prs3,635
open_issues464
closed_issues2,683
issue_closed_ratio0.853
closed_unmerged_prs771
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
15.1/25所有者影响力 — marin-community 有 124 位关注者
12.6/25既往记录 — 24 个公开仓库,账户约 1 年
所用输入
followers124
owner_typeOrganization
is_verified
owner_loginmarin-community
public_repos24
account_age_days445
评分方式
25/25已发布且可解析 — pypi 上有 6 个软件包
35/35发布时效 — 最近一次发布于 0 天前
20/20版本历史 — 58 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
packagesmarin-fray, marin-iris, marin-core, marin-zephyr, marin-dupekit, marin-finelog
ecosystemspypi
any_deprecated
min_days_since_publish0

工程质量

基础的工程与文档实践是否到位?

86优秀 · 占总体的 20%

工程实践

84良好
评分方式
24/24CI 工作流 — 37 个工作流
24/24存在测试
16/16Linter 配置 — .flake8, eslint.config.mjs
0/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
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://marin.community
10/10仓库描述
0/10主题标签
10/10Wiki
所用输入
topics
has_wiki
homepagehttps://marin.community
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?

57中等 · 占总体的 16%

安全态势

55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
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 15/29 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 27 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 — 30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
5/5SAST — SAST tool is run on all commits
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 — 53 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.5
评分方式
8.8/35直接依赖不含已知公告 — 2 个受影响:click 8.3.1 (high 7.2), gitpython 3.1.50 (high 8.8)
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
40/40没有长期未处理的公告 — 没有公告公开超过 90 天
所用输入
sourceosv
advisories82
affected_packages31
assessed_packages2,685
unassessed_packages179
affected_by_severitycritical 1, high 18, moderate 9, low 1, unknown 2
direct_affected_packages2
已排除计分(无数据或不适用):间接依赖不含已知公告。 其余权重已重新归一化。 已将 2685 个已解析依赖与 OSV 比对。 有 179 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。

86优秀 · 占总体的 0%
评分方式
45/45代理指令 — AGENTS.md, CLAUDE.md, experiments/AGENTS.md, experiments/grug/moe/agent.md, lib/finelog/AGENTS.md, lib/fray/AGENTS.md, lib/haliax/AGENTS.md, lib/iris/AGENTS.md, lib/levanter/AGENTS.md, lib/marin/AGENTS.md, lib/zephyr/AGENTS.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 93 次人类提交中有 93 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_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, experiments/AGENTS.md, experiments/grug/moe/agent.md, lib/finelog/AGENTS.md, lib/fray/AGENTS.md, lib/haliax/AGENTS.md, lib/iris/AGENTS.md, lib/levanter/AGENTS.md, lib/marin/AGENTS.md, lib/zephyr/AGENTS.md
agent_instruction_max_bytes11,243
评分方式
18/18一条命令的引导启动 — Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .flake8, eslint.config.mjs
11/11静态类型检查 — infra/evaldash/dashboard/tsconfig.json, infra/grafana/marin-infra-panel/.config/tsconfig.json, infra/grafana/marin-infra-panel/tsconfig.json, lib/ducky/dashboard/tsconfig.json, lib/finelog/dashboard/tsconfig.json, lib/iris/dashboard/tsconfig.json, lib/marin/src/marin/inference/dashboard/tsconfig.json, lib/marin/src/marin/py.typed
10/10可复现环境 — devcontainer, 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 4 次为自动依赖更新
1/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
所用输入
has_nix
has_tests
lockfilesCargo.lock, package-lock.json, uv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile
has_devcontainer
has_linter_config
typecheck_configsinfra/evaldash/dashboard/tsconfig.json, infra/grafana/marin-infra-panel/.config/tsconfig.json, infra/grafana/marin-infra-panel/tsconfig.json, lib/ducky/dashboard/tsconfig.json, lib/finelog/dashboard/tsconfig.json, lib/iris/dashboard/tsconfig.json, lib/marin/src/marin/inference/dashboard/tsconfig.json, lib/marin/src/marin/py.typed
agent_commit_share0.01
toolchain_manifestslib/dupekit/rust/Cargo.toml, lib/finelog/rust/Cargo.toml, lib/finelog/rust/pyext/Cargo.toml, lib/iris/rust/Cargo.toml, lib/iris/rust/pyext/Cargo.toml
dependency_bot_commit_share0.04
评分方式
27/45可类型检查的代码 — Python,已配置类型检查(infra/evaldash/dashboard/tsconfig.json, infra/grafana/marin-infra-panel/.config/tsconfig.json, infra/grafana/marin-infra-panel/tsconfig.json, lib/ducky/dashboard/tsconfig.json, lib/finelog/dashboard/tsconfig.json, lib/iris/dashboard/tsconfig.json, lib/marin/src/marin/inference/dashboard/tsconfig.json, lib/marin/src/marin/py.typed)
54.1/55可控的文件大小 — 采样的 2,020 个源文件中有 33 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes190,066
source_files_sampled2,020
oversized_source_files33
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — lib/finelog/rust/proto/finelog_stats.proto, lib/finelog/rust/proto/logging.proto, lib/finelog/src/finelog/proto/finelog_stats.proto, lib/finelog/src/finelog/proto/logging.proto, lib/iris/src/iris/rpc/actor.proto, lib/iris/src/iris/rpc/controller.proto, lib/iris/src/iris/rpc/errors.proto, lib/iris/src/iris/rpc/iris_logging.proto, lib/iris/src/iris/rpc/job.proto, lib/iris/src/iris/rpc/query.proto, lib/iris/src/iris/rpc/time.proto, lib/iris/src/iris/rpc/vm.proto, lib/iris/src/iris/rpc/worker.proto
20/20MCP 服务器
40/40可运行示例 — examples, notebooks, recipes, samples
所用输入
example_dirsexamples, notebooks, recipes, samples
has_mcp_signal
api_schema_fileslib/finelog/rust/proto/finelog_stats.proto, lib/finelog/rust/proto/logging.proto, lib/finelog/src/finelog/proto/finelog_stats.proto, lib/finelog/src/finelog/proto/logging.proto, lib/iris/src/iris/rpc/actor.proto, lib/iris/src/iris/rpc/controller.proto, lib/iris/src/iris/rpc/errors.proto, lib/iris/src/iris/rpc/iris_logging.proto, lib/iris/src/iris/rpc/job.proto, lib/iris/src/iris/rpc/query.proto, lib/iris/src/iris/rpc/time.proto, lib/iris/src/iris/rpc/vm.proto, lib/iris/src/iris/rpc/worker.proto

关键数据

1,220GitHub 星标
85贡献者
3,134最近 12 个月提交数
0距最近推送天数
15发布版本数
4巴士系数(bus factor)
464开放议题
PyPI软件包生态系统数

数据采集警告

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'marin-root' from its registry
  • Could not fetch pypi package 'marin-ducky' from its registry
  • pypi package 'marin-haliax' points at a different repository (https://github.com/stanford-crfm/haliax); excluded from ecosystem scoring
  • deps.dev does not index pypi:marin-fray@0.2.58.dev202607250745; advisories assessed against the repository dependency graph instead

更多细节

Star 与 Fork 历史 0 ★ / 142 ⇿
0Star
142Fork
15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。

025507510012515014152025-052025-122026-07
主版本 0次版本 0修订 0

每个点涵盖 2 天。

OpenSSF Scorecard 5.5 / 10
5.5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 · 2026-07-25 07:56 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 15/29 approved changesets -- score normalized to 5
10Contributorsproject has 27 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 17 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
10SASTSAST tool is run on all commits
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
0Vulnerabilities53 existing vulnerabilities detected
直接依赖 175
注册表软件包版本约束清单文件
PyPImarin-irispyproject.toml
PyPImarin-fraypyproject.toml
PyPImarin-haliaxpyproject.toml
PyPImarin-levanterpyproject.toml
PyPImarin-corepyproject.toml
PyPImarin-riggingpyproject.toml
PyPImarin-zephyrpyproject.toml
PyPImarin-finelogpyproject.toml
PyPImarin-duckypyproject.toml
PyPIwatchdogpyproject.toml
PyPImarin-dupekitpyproject.toml
PyPImarin-finelog>= 0.2.0infra/grafana/pyproject.toml
PyPIgoogle-cloud-compute>= 1.19infra/grafana/pyproject.toml
PyPIstarlette>= 0.40infra/grafana/pyproject.toml
PyPIuvicorn>= 0.32infra/grafana/pyproject.toml
PyPIpyjwt>= 2.8infra/grafana/pyproject.toml
PyPIhttpx>= 0.28.1, < 1infra/grafana/pyproject.toml
PyPImarin-iris>= 0.2.0infra/probes/pyproject.toml
PyPImarin-finelog>= 0.2.0infra/probes/pyproject.toml
PyPImarin-rigging>= 0.2.0infra/probes/pyproject.toml
PyPIclick>= 8.0infra/probes/pyproject.toml
PyPIhttpx>= 0.28.1, < 1infra/probes/pyproject.toml
PyPImarin-irisinfra/pulumi/pyproject.toml
PyPImarin-rigginginfra/pulumi/pyproject.toml
PyPIpyyaml>=6.0infra/pulumi/pyproject.toml
PyPImarin-irislib/ducky/pyproject.toml
PyPIduckdb>=1.0.0lib/ducky/pyproject.toml
PyPIpyarrow>=23.0.0lib/ducky/pyproject.toml
PyPIstarlette>=0.37lib/ducky/pyproject.toml
PyPIuvicorn>=0.30lib/ducky/pyproject.toml
PyPIclick>=8.3.1lib/ducky/pyproject.toml
PyPIhttpx>=0.27lib/ducky/pyproject.toml
PyPImarin-dupekit-native>= 0.1.2.dev0lib/dupekit/pyproject.toml
PyPImarin-rigginglib/finelog/pyproject.toml
PyPIclick>=8.3.1lib/finelog/pyproject.toml
PyPIconnect-python>=0.9.0lib/finelog/pyproject.toml
PyPIduckdb>=1.0.0lib/finelog/pyproject.toml
PyPIfsspec>=2024.0.0lib/finelog/pyproject.toml
PyPIgcsfs>=2024.0.0lib/finelog/pyproject.toml
PyPIprotobuf>=5.0lib/finelog/pyproject.toml
PyPIpyarrow>=23.0.0lib/finelog/pyproject.toml
PyPIpyyaml>=6.0lib/finelog/pyproject.toml
PyPIzstandard>=0.22lib/finelog/pyproject.toml
PyPIcloudpickle>=3.1.2lib/fray/pyproject.toml
PyPIhumanfriendly>=10.0lib/fray/pyproject.toml
PyPImarin-irislib/fray/pyproject.toml
PyPImarin-rigginglib/fray/pyproject.toml
PyPIjax>= 0.9.2lib/haliax/pyproject.toml
PyPIequinox>=0.10.6lib/haliax/pyproject.toml
PyPIjaxtyping>=0.2.20lib/haliax/pyproject.toml
PyPIjmp>=0.0.4lib/haliax/pyproject.toml
PyPIsafetensors>=0.4.3lib/haliax/pyproject.toml
PyPIaqtp>=0.8.2lib/haliax/pyproject.toml
PyPImarin-rigginglib/iris/pyproject.toml
PyPImarin-finelog>= 0.2.10lib/iris/pyproject.toml
PyPImarin-finelog-server>= 0.2.10lib/iris/pyproject.toml
PyPImarin-iris-native>= 0.1.1lib/iris/pyproject.toml
PyPIclick>=8.3.1lib/iris/pyproject.toml
PyPIcloudpickle>=3.1.2lib/iris/pyproject.toml
PyPIconnect-python>=0.9.0lib/iris/pyproject.toml
PyPIfsspec>=2024.0.0lib/iris/pyproject.toml
PyPIgcsfs>=2024.0.0lib/iris/pyproject.toml
PyPIgoogle-auth>=2.0lib/iris/pyproject.toml
PyPIgoogle-cloud-tpu>=1.18.0lib/iris/pyproject.toml
PyPIs3fs>=2024.0.0lib/iris/pyproject.toml
PyPIgrpcio>=1.76.0lib/iris/pyproject.toml
PyPIhttpx>=0.28.1lib/iris/pyproject.toml
PyPIhumanfriendly>=10.0lib/iris/pyproject.toml
PyPIpydantic>=2.0lib/iris/pyproject.toml
PyPIPyJWT>=2.12.0lib/iris/pyproject.toml
PyPIpyyaml>=6.0lib/iris/pyproject.toml
PyPIsqlalchemy>=2.0lib/iris/pyproject.toml
PyPIstarlette>=0.50.0lib/iris/pyproject.toml
PyPItabulate>=0.9.0lib/iris/pyproject.toml
PyPItyping-extensions>=4.0lib/iris/pyproject.toml
PyPIuvicorn>=0.23.0lib/iris/pyproject.toml
PyPIzstandard>=0.22.0lib/iris/pyproject.toml
PyPImarin-haliaxlib/levanter/pyproject.toml
PyPImarin-irislib/levanter/pyproject.toml
PyPIequinox>=0.11.7,!=0.12.0lib/levanter/pyproject.toml
PyPIjax>=0.9.2,<0.12lib/levanter/pyproject.toml
PyPImarin-fraylib/levanter/pyproject.toml
PyPImarin-rigginglib/levanter/pyproject.toml
PyPImarin-zephyrlib/levanter/pyproject.toml
PyPIeinopslib/levanter/pyproject.toml
PyPIjaxtyping>=0.2.34lib/levanter/pyproject.toml
PyPItokenizers>=0.15.2lib/levanter/pyproject.toml
PyPItransformers>=5.5.3,<6.0lib/levanter/pyproject.toml
PyPIchex>=0.1.86lib/levanter/pyproject.toml
PyPIoptax>=0.1.9,<0.2.7lib/levanter/pyproject.toml
PyPIwandb>0.24.0lib/levanter/pyproject.toml
PyPIgitpython>=3.1.50lib/levanter/pyproject.toml
PyPIdraccus>=0.11.6lib/levanter/pyproject.toml
PyPIpyarrow>=23.0.0lib/levanter/pyproject.toml
PyPIzstandard>=0.18.0lib/levanter/pyproject.toml
PyPIdatasets>=3.1.0,<5.0lib/levanter/pyproject.toml
PyPIgcsfs>=2024.2,<2027lib/levanter/pyproject.toml
PyPIbraceexpand>=0.1.7lib/levanter/pyproject.toml
PyPIchex>=0.1.86lib/levanter/pyproject.toml
PyPIjmp>=0.0.3lib/levanter/pyproject.toml
PyPIfsspec>=2024.2,<2027lib/levanter/pyproject.toml
PyPItensorstore>=0.1.82,<0.1.85lib/levanter/pyproject.toml
PyPIpytimeparse>=1.1.8lib/levanter/pyproject.toml
PyPIhumanfriendly==10.0lib/levanter/pyproject.toml
PyPIsafetensors>=0.4.2,<0.7.0lib/levanter/pyproject.toml
PyPItblib>=1.7.0,<4.0.0lib/levanter/pyproject.toml
PyPIdataclasses-json~=0.6.4lib/levanter/pyproject.toml
PyPIpydantic<3lib/levanter/pyproject.toml
PyPIfilelock~=3.13lib/levanter/pyproject.toml
PyPIasync-lru~=2.0lib/levanter/pyproject.toml
PyPItqdm-loggable>=0.2lib/levanter/pyproject.toml
PyPIdeepdiff>=8.6.2lib/levanter/pyproject.toml
PyPIlenseslib/levanter/pyproject.toml
PyPIjinja2lib/levanter/pyproject.toml
PyPIprotobuf>=6lib/levanter/pyproject.toml
PyPIimmutabledictlib/levanter/pyproject.toml
PyPIbackports-zstd>=1.0.0lib/marin/pyproject.toml
PyPIbraceexpandlib/marin/pyproject.toml
PyPIdatasets<5.0.0lib/marin/pyproject.toml
PyPIdraccus>=0.11.6lib/marin/pyproject.toml
PyPIfasttext-wheel>=0.9.2lib/marin/pyproject.toml
PyPImarin-fraylib/marin/pyproject.toml
PyPImarin-irislib/marin/pyproject.toml
PyPImarin-rigginglib/marin/pyproject.toml
PyPIfsspec>=2025.3.0lib/marin/pyproject.toml
PyPIgcsfslib/marin/pyproject.toml
PyPIgoogle-api-python-client>=2.175.0lib/marin/pyproject.toml
PyPIgoogle-cloud-storagelib/marin/pyproject.toml
PyPIhuggingface-hublib/marin/pyproject.toml
PyPImarin-haliaxlib/marin/pyproject.toml
PyPIjax>=0.9.2,<0.12lib/marin/pyproject.toml
PyPIjaxopt>=0.8.3lib/marin/pyproject.toml
PyPImarin-levanterlib/marin/pyproject.toml
PyPItransformers>=5.5.3,<6.0lib/marin/pyproject.toml
PyPImarkdownify>=0.14.1lib/marin/pyproject.toml
PyPImcp>=1.28.1lib/marin/pyproject.toml
PyPInumpylib/marin/pyproject.toml
PyPIopenailib/marin/pyproject.toml
PyPIpandas>=2.0lib/marin/pyproject.toml
PyPIplotlylib/marin/pyproject.toml
PyPIpyarrow>=23.0.0lib/marin/pyproject.toml
PyPIregexlib/marin/pyproject.toml
PyPIrequests>=2.33.0lib/marin/pyproject.toml
PyPIresiliparse>=0.17.2lib/marin/pyproject.toml
PyPIs3fs>=2024lib/marin/pyproject.toml
PyPItqdmlib/marin/pyproject.toml
PyPItqdm-loggablelib/marin/pyproject.toml
PyPIwandb>0.24.0lib/marin/pyproject.toml
PyPImarin-zephyrlib/marin/pyproject.toml
PyPIbraceexpand>=0.1.7lib/rigging/pyproject.toml
PyPIclick>=8.3.1lib/rigging/pyproject.toml
PyPIconnect-python>=0.9.0lib/rigging/pyproject.toml
PyPIfsspec>=2024.0.0lib/rigging/pyproject.toml
PyPIgcsfs>=2024.0.0lib/rigging/pyproject.toml
PyPIgoogle-auth>=2.0.0lib/rigging/pyproject.toml
PyPIprometheus-client>=0.24lib/rigging/pyproject.toml
PyPIPyJWT>=2.12.0lib/rigging/pyproject.toml
PyPIpyyaml>=6.0lib/rigging/pyproject.toml
PyPIrequests>=2.0.0lib/rigging/pyproject.toml
PyPIs3fs>=2024.0.0lib/rigging/pyproject.toml
PyPIstarlette>=0.40lib/rigging/pyproject.toml
PyPImarin-irislib/zephyr/pyproject.toml
PyPImarin-rigginglib/zephyr/pyproject.toml
PyPImarin-fraylib/zephyr/pyproject.toml
PyPIclick>=8.0lib/zephyr/pyproject.toml
PyPIcloudpickle>=3.0lib/zephyr/pyproject.toml
PyPIhumanfriendly>=10.0lib/zephyr/pyproject.toml
PyPImsgspec>=0.18.0lib/zephyr/pyproject.toml
PyPInumpy>=2.0lib/zephyr/pyproject.toml
PyPIfsspec>=2023.1.0lib/zephyr/pyproject.toml
PyPIbraceexpand>=0.1.0lib/zephyr/pyproject.toml
PyPIzstandard>=0.18.0lib/zephyr/pyproject.toml
PyPIvortex-data>=0.61.0lib/zephyr/pyproject.toml
PyPIxxhash>=3.4lib/zephyr/pyproject.toml
PyPIpsutil>=5.9.0lib/zephyr/pyproject.toml
全部依赖 2,864

来自 GitHub 依赖图的完整解析依赖集合:204 个直接依赖与 2,660 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
PyPIaqtp直接
PyPIaqtp0.9.0直接
PyPIasync-lru直接
PyPIasync-lru2.0.5直接
PyPIbackports-zstd1.6.0直接
PyPIbraceexpand直接
PyPIbraceexpand0.1.7直接
PyPIchex直接
PyPIchex0.1.91直接
PyPIclick直接
PyPIclick8.3.1直接
PyPIclick8.4.1直接
PyPIclick8.4.2直接
PyPIcloudpickle直接
PyPIcloudpickle3.1.2直接
PyPIconnect-python直接
PyPIconnect-python0.9.0直接
PyPIdataclasses-json直接
PyPIdataclasses-json0.6.7直接
PyPIdatasets直接
PyPIdatasets4.8.5直接
PyPIdeepdiff直接
PyPIdeepdiff9.0.0直接
PyPIdraccus直接
PyPIdraccus0.11.6直接
PyPIduckdb直接
PyPIduckdb1.5.0直接
PyPIduckdb1.5.4直接
PyPIduckdb1.6.0.dev12直接
PyPIeinops直接
PyPIeinops0.8.1直接
PyPIequinox直接
PyPIequinox0.13.2直接
PyPIfasttext-wheel直接
PyPIfasttext-wheel0.9.2直接
PyPIfilelock直接
PyPIfilelock3.20.3直接
PyPIfsspec直接
PyPIfsspec2025.12.0直接
PyPIfsspec2026.1.0直接
PyPIfsspec2026.4.0直接
PyPIfsspec2026.6.0直接
PyPIgcsfs直接
PyPIgcsfs2026.1.0直接
PyPIgcsfs2026.4.0直接
PyPIgcsfs2026.7.0直接
PyPIgitpython直接
PyPIgitpython3.1.50直接
PyPIgoogle-api-python-client直接
PyPIgoogle-api-python-client2.188.0直接
PyPIgoogle-auth直接
PyPIgoogle-auth2.47.0直接
PyPIgoogle-auth2.53.0直接
PyPIgoogle-auth2.56.0直接
PyPIgoogle-cloud-compute1.50.0直接
PyPIgoogle-cloud-storage直接
PyPIgoogle-cloud-storage3.10.1直接
PyPIgoogle-cloud-storage3.13.0直接
PyPIgoogle-cloud-storage3.8.0直接
PyPIgoogle-cloud-tpu直接
PyPIgoogle-cloud-tpu1.26.0直接
PyPIgrpcio直接
PyPIgrpcio1.76.0直接
PyPIgrpcio1.81.0rc1直接
PyPIgrpcio1.82.1直接
PyPIhttpx直接
PyPIhttpx0.28.1直接
PyPIhuggingface-hub直接
PyPIhuggingface-hub1.2.3直接
PyPIhuggingface-hub1.21.0直接
PyPIhumanfriendly直接
PyPIhumanfriendly10.0直接
PyPIimmutabledict直接
PyPIimmutabledict4.3.0直接
PyPIjax直接
PyPIjax0.10.0直接
PyPIjax0.10.1直接
PyPIjax0.11.0直接
PyPIjax0.9.2直接
PyPIjaxopt直接
PyPIjaxopt0.8.5直接
PyPIjaxtyping直接
PyPIjaxtyping0.3.5直接
PyPIjinja2直接
PyPIjinja23.1.6直接
PyPIjmp直接
PyPIjmp0.0.4直接
PyPIlenses直接
PyPIlenses1.2.0直接
PyPImarin-core0.2.0直接
PyPImarin-ducky0.1.0直接
PyPImarin-dupekit直接
PyPImarin-dupekit0.1.2直接
PyPImarin-dupekit-native直接
PyPImarin-dupekit-native0.1.3.dev202607162252直接
PyPImarin-finelog直接
PyPImarin-finelog0.2.10直接
PyPImarin-finelog0.2.11直接
PyPImarin-finelog0.2.12.dev202606221149直接
PyPImarin-finelog-server直接
PyPImarin-finelog-server0.2.12.dev202606221149直接
PyPImarin-finelog-server0.2.12.dev202607090934直接
PyPImarin-fray直接
PyPImarin-fray0.2.0直接
PyPImarin-haliax直接
PyPImarin-iris直接
PyPImarin-iris0.2.0直接
PyPImarin-iris0.2.24.dev202606221125直接
PyPImarin-iris-native直接
PyPImarin-iris-native0.1.1直接
PyPImarin-levanter直接
PyPImarin-levanter0.2.0直接
PyPImarin-rigging直接
PyPImarin-rigging0.2.0直接
PyPImarin-rigging0.2.24.dev202606221125直接
PyPImarin-rigging0.2.49.dev202607160749直接
PyPImarin-zephyr直接
PyPImarin-zephyr0.2.0直接
PyPImarkdownify直接
PyPImarkdownify1.2.2直接
PyPImcp直接
PyPImcp1.28.1直接
PyPImsgspec直接
PyPImsgspec0.20.0直接
PyPInumpy直接
PyPInumpy2.3.5直接
PyPIopenai直接
PyPIopenai2.24.0直接
PyPIoptax直接
PyPIoptax0.2.6直接
PyPIpandas直接
PyPIpandas2.2.2直接
PyPIplotly直接
PyPIplotly6.5.1直接
PyPIprometheus-client直接
PyPIprometheus-client0.24.1直接
PyPIprotobuf直接
PyPIprotobuf6.33.6直接
PyPIprotobuf7.35.0直接
PyPIprotobuf7.35.1直接
PyPIpsutil直接
PyPIpsutil7.2.1直接
PyPIpyarrow直接
PyPIpyarrow23.0.1直接
PyPIpyarrow24.0.0直接
PyPIpyarrow25.0.0直接
PyPIpydantic直接
PyPIpydantic2.12.5直接
PyPIpydantic2.13.4直接
PyPIpyjwt直接
PyPIpyjwt2.13.0直接
PyPIpytimeparse直接
PyPIpytimeparse1.1.8直接
PyPIpyyaml直接
PyPIpyyaml6.0.3直接
PyPIregex直接
PyPIregex2026.1.14直接
PyPIrequests直接
PyPIrequests2.33.1直接
PyPIrequests2.34.2直接
PyPIresiliparse直接
PyPIresiliparse0.17.2直接
PyPIs3fs直接
PyPIs3fs2026.1.0直接
PyPIs3fs2026.4.0直接
PyPIs3fs2026.6.0直接
PyPIsafetensors直接
PyPIsafetensors0.6.2直接
PyPIsqlalchemy直接
PyPIsqlalchemy2.0.46直接
PyPIsqlalchemy2.1.0b2直接
PyPIstarlette直接
PyPIstarlette1.3.1直接
PyPItabulate直接
PyPItabulate0.10.0直接
PyPItabulate0.9.0直接
PyPItblib直接
PyPItblib3.2.2直接
PyPItensorstore直接
PyPItensorstore0.1.84直接
PyPItokenizers直接
PyPItokenizers0.22.2直接
PyPItqdm直接
PyPItqdm4.67.1直接
PyPItqdm-loggable直接
PyPItqdm-loggable0.2直接
PyPItransformers直接
PyPItransformers5.12.1直接
PyPItyping-extensions直接
PyPItyping-extensions4.15.0直接
PyPItyping-extensions4.16.0直接
PyPIuvicorn直接
PyPIuvicorn0.40.0直接
PyPIuvicorn0.47.0直接
PyPIuvicorn0.51.0直接
PyPIvortex-data直接
PyPIvortex-data0.61.0直接
PyPIwandb直接
PyPIwandb0.26.0直接
PyPIwatchdog6.0.0直接
PyPIxxhash直接
PyPIxxhash3.6.0直接
PyPIzstandard直接
PyPIzstandard0.25.0直接
crates.ioadler22.0.1间接
crates.ioahash0.8.12间接
crates.ioaho-corasick1.1.4间接
crates.ioalloc-no-stdlib2.0.4间接
crates.ioalloc-stdlib0.2.2间接
crates.ioallocator-api20.2.21间接
crates.ioandroid_system_properties0.1.5间接
crates.ioanstream0.6.21间接
crates.ioanstyle1.0.14间接
crates.ioanstyle-parse0.2.7间接
crates.ioanstyle-query1.1.5间接
crates.ioanstyle-wincon3.0.11间接
crates.ioanyhow1.0.102间接
crates.ioar_archive_writer0.5.1间接
crates.ioarrayref0.3.9间接
crates.ioarrayvec0.7.6间接
crates.ioarrayvec0.7.8间接
crates.ioarrow57.1.0间接
crates.ioarrow58.3.0间接
crates.ioarrow-arith57.1.0间接
crates.ioarrow-arith58.3.0间接
crates.ioarrow-array57.1.0间接
crates.ioarrow-array58.3.0间接
crates.ioarrow-buffer57.1.0间接
crates.ioarrow-buffer58.3.0间接
crates.ioarrow-cast57.1.0间接
crates.ioarrow-cast58.3.0间接
crates.ioarrow-csv58.3.0间接
crates.ioarrow-data57.1.0间接
crates.ioarrow-data58.3.0间接
crates.ioarrow-ipc57.1.0间接
crates.ioarrow-ipc58.3.0间接
crates.ioarrow-json58.3.0间接
crates.ioarrow-ord57.1.0间接
crates.ioarrow-ord58.3.0间接
crates.ioarrow-pyarrow57.1.0间接
crates.ioarrow-row57.1.0间接
crates.ioarrow-row58.3.0间接
crates.ioarrow-schema57.1.0间接
crates.ioarrow-schema58.3.0间接
crates.ioarrow-select57.1.0间接
crates.ioarrow-select58.3.0间接
crates.ioarrow-string57.1.0间接
crates.ioarrow-string58.3.0间接
crates.ioasync-compression0.4.42间接
crates.ioasync-trait0.1.89间接
crates.ioasync-trait0.1.91间接
crates.ioatoi2.0.0间接
crates.ioatomic-waker1.1.2间接
crates.ioautocfg1.5.0间接
crates.ioautocfg1.5.1间接
crates.ioaxum间接
crates.ioaxum0.7.9间接
crates.ioaxum0.8.9间接
crates.ioaxum-core0.4.5间接
crates.ioaxum-core0.5.6间接
crates.iobase16ct0.2.0间接
crates.iobase640.22.1间接
crates.iobase64ct1.8.3间接
crates.iobigdecimal0.4.10间接
crates.iobitflags2.10.0间接
crates.iobitflags2.13.1间接
crates.ioblake20.10.6间接
crates.ioblake31.8.3间接
crates.ioblake31.8.5间接
crates.ioblock-buffer0.10.4间接
crates.iobrotli8.0.2间接
crates.iobrotli-decompressor5.0.0间接
crates.iobuffa0.6.0间接
crates.iobuffa-codegen0.6.0间接
crates.iobuffa-descriptor0.6.0间接
crates.iobuffa-types0.6.0间接
crates.iobumpalo3.19.1间接
crates.iobumpalo3.20.3间接
crates.iobyteorder1.5.0间接
crates.iobytes1.11.1间接
crates.iobytes1.12.1间接
crates.iobzip20.6.1间接
crates.iocc1.2.51间接
crates.iocc1.3.0间接
crates.iocfg-if1.0.4间接
crates.iocfg_aliases0.2.1间接
crates.iocfg_aliases0.2.2间接
crates.iochacha200.10.0间接
crates.iochacha200.10.1间接
crates.iochrono0.4.44间接
crates.iochrono-tz0.10.4间接
crates.ioclap4.5.60间接
crates.ioclap_builder4.5.60间接
crates.ioclap_derive4.5.55间接
crates.ioclap_lex1.1.0间接
crates.iocolorchoice1.0.5间接
crates.iocomfy-table7.2.2间接
crates.iocompression-codecs0.4.38间接
crates.iocompression-core0.4.32间接
crates.ioconnectrpc0.6.1间接
crates.ioconnectrpc-build0.6.1间接
crates.ioconnectrpc-codegen0.6.1间接
crates.ioconst-oid0.9.6间接
crates.ioconst-random0.1.18间接
crates.ioconst-random-macro0.1.16间接
crates.ioconstant_time_eq0.4.2间接
crates.iocore-foundation0.10.1间接
crates.iocore-foundation-sys0.8.7间接
crates.iocpufeatures0.2.17间接
crates.iocpufeatures0.3.0间接
crates.iocrc32fast1.5.0间接
crates.iocrossbeam-channel0.5.16间接
crates.iocrossbeam-epoch0.9.20间接
crates.iocrossbeam-utils0.8.21间接
crates.iocrossbeam-utils0.8.22间接
crates.iocrunchy0.2.4间接
crates.iocrypto-bigint0.5.5间接
crates.iocrypto-common0.1.6间接
crates.iocrypto-common0.1.7间接
crates.iocsv1.4.0间接
crates.iocsv-core0.1.13间接
crates.iocurve25519-dalek4.1.3间接
crates.iocurve25519-dalek-derive0.1.1间接
crates.iodashmap6.2.1间接
crates.iodatafusion53.1.0间接
crates.iodatafusion-catalog53.1.0间接
crates.iodatafusion-catalog-listing53.1.0间接
crates.iodatafusion-common53.1.0间接
crates.iodatafusion-common-runtime53.1.0间接
crates.iodatafusion-datasource53.1.0间接
crates.iodatafusion-datasource-arrow53.1.0间接
crates.iodatafusion-datasource-csv53.1.0间接
crates.iodatafusion-datasource-json53.1.0间接
crates.iodatafusion-datasource-parquet53.1.0间接
crates.iodatafusion-doc53.1.0间接
crates.iodatafusion-execution53.1.0间接
crates.iodatafusion-expr53.1.0间接
crates.iodatafusion-expr-common53.1.0间接
crates.iodatafusion-functions53.1.0间接
crates.iodatafusion-functions-aggregate53.1.0间接
crates.iodatafusion-functions-aggregate-common53.1.0间接
crates.iodatafusion-functions-nested53.1.0间接
crates.iodatafusion-functions-table53.1.0间接
crates.iodatafusion-functions-window53.1.0间接
crates.iodatafusion-functions-window-common53.1.0间接
crates.iodatafusion-macros53.1.0间接
crates.iodatafusion-optimizer53.1.0间接
crates.iodatafusion-physical-expr53.1.0间接
crates.iodatafusion-physical-expr-adapter53.1.0间接
crates.iodatafusion-physical-expr-common53.1.0间接
crates.iodatafusion-physical-optimizer53.1.0间接
crates.iodatafusion-physical-plan53.1.0间接
crates.iodatafusion-pruning53.1.0间接
crates.iodatafusion-session53.1.0间接
crates.iodatafusion-sql53.1.0间接
crates.ioder0.7.10间接
crates.ioderanged0.5.8间接
crates.iodigest0.10.7间接
crates.iodisplaydoc0.2.6间接
crates.ioecdsa0.16.9间接
crates.ioed255192.2.3间接
crates.ioed25519-dalek2.2.0间接
crates.ioeither1.16.0间接
crates.ioelliptic-curve0.13.8间接
crates.ioequivalent1.0.2间接
crates.ioerrno0.3.14间接
crates.iofallible-iterator0.3.0间接
crates.iofallible-streaming-iterator0.1.9间接
crates.iofastrand2.4.1间接
crates.ioff0.13.1间接
crates.iofiat-crypto0.2.9间接
crates.iofind-msvc-tools0.1.6间接
crates.iofind-msvc-tools0.1.9间接
crates.iofixedbitset0.5.7间接
crates.ioflatbuffers25.12.19间接
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PyPImarshmallow3.26.2间接
PyPImatplotlib间接
PyPImatplotlib3.10.8间接
PyPImatplotlib-inline0.2.1间接
PyPImaturin间接
PyPImbstrdecoder1.1.4间接
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PyPImemray1.19.2间接
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PyPImergedeep间接
PyPImergedeep1.3.4间接
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PyPImkdocs间接
PyPImkdocs1.6.1间接
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PyPImkdocs-include-markdown-plugin间接
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PyPImkdocs-macros-plugin1.5.0间接
PyPImkdocs-material间接
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PyPInbconvert7.17.1间接
PyPInbformat间接
PyPInbformat5.10.4间接
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PyPInodeenv1.10.0间接
PyPInotebook7.5.6间接
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PyPInvidia-cutlass-dsl4.6.0间接
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PyPInvidia-cutlass-dsl-libs-core4.6.0间接
PyPInvidia-cutlass-dsl-libs-cu124.6.0间接
PyPInvidia-cutlass-dsl-libs-cu134.6.0间接
PyPInvidia-nccl-cu122.28.9间接
PyPInvidia-nccl-cu13间接
PyPInvidia-nccl-cu132.28.9间接
PyPInvidia-nvjitlink13.0.88间接
PyPInvidia-nvjitlink-cu1212.8.93间接
PyPInvidia-nvshmem-cu123.4.5间接
PyPInvidia-nvshmem-cu133.4.5间接
PyPInvidia-nvtx-cu1212.8.90间接
PyPInvidia-nvvm13.2.78间接
PyPIoauthlib3.3.1间接
PyPIopenai-agents0.6.5间接
PyPIopenai-harmony0.0.8间接
PyPIopenai-responses间接
PyPIopencv-python-headless4.13.0.92间接
PyPIopentelemetry-api1.39.1间接
PyPIopentelemetry-api1.42.1间接
PyPIopentelemetry-api1.44.0间接
PyPIopentelemetry-exporter-otlp1.39.1间接
PyPIopentelemetry-exporter-otlp-proto-common1.39.1间接
PyPIopentelemetry-exporter-otlp-proto-grpc1.39.1间接
PyPIopentelemetry-exporter-otlp-proto-http1.39.1间接
PyPIopentelemetry-proto1.39.1间接
PyPIopentelemetry-sdk1.39.1间接
PyPIopentelemetry-semantic-conventions0.60b1间接
PyPIopentelemetry-semantic-conventions-ai0.5.1间接
PyPIopt-einsum3.4.0间接
PyPIoptree0.18.0间接
PyPIorbax-checkpoint0.11.31间接
PyPIorbax-export0.0.8间接
PyPIorderly-set5.5.0间接
PyPIorjson3.11.9间接
PyPIoutlines-core0.2.14间接
PyPIpackaging25.0间接
PyPIpackaging26.2间接
PyPIpaginate0.5.7间接
PyPIpandocfilters1.5.1间接
PyPIparameterized0.9.0间接
PyPIparso0.8.5间接
PyPIpartial-json-parser0.2.1.1.post7间接
PyPIparver1.0间接
PyPIpathlib-abc0.5.2间接
PyPIpathspec1.0.3间接
PyPIpathvalidate3.3.1间接
PyPIpathwaysutils0.1.3间接
PyPIpeft间接
PyPIpeft0.18.1间接
PyPIpexpect4.9.0间接
PyPIpillow间接
PyPIpillow12.3.0间接
PyPIpip间接
PyPIpip26.1.2间接
PyPIplatformdirs4.5.1间接
PyPIplaywright间接
PyPIplaywright1.57.0间接
PyPIpluggy1.6.0间接
PyPIpooch1.8.2间接
PyPIportalocker3.2.0间接
PyPIportpicker1.6.0间接
PyPIpostgrest2.31.0间接
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PyPIpre-commit4.5.1间接
PyPIprime间接
PyPIprime0.4.3间接
PyPIprime-sandboxes0.2.27间接
PyPIprometheus-fastapi-instrumentator8.0.0间接
PyPIprompt-toolkit间接
PyPIprompt-toolkit3.0.52间接
PyPIpropcache0.4.1间接
PyPIpropcache0.5.2间接
PyPIproto-plus1.27.0间接
PyPIproto-plus1.28.0间接
PyPIproto-plus1.28.1间接
PyPIptyprocess0.7.0间接
PyPIpulumi间接
PyPIpulumi3.224.0间接
PyPIpulumi-cloudflare间接
PyPIpulumi-cloudflare6.15.0间接
PyPIpulumi-command间接
PyPIpulumi-command1.2.1间接
PyPIpulumi-docker-build间接
PyPIpulumi-docker-build0.0.15间接
PyPIpulumi-gcp间接
PyPIpulumi-gcp9.23.0间接
PyPIpulumi-github间接
PyPIpulumi-github6.13.1间接
PyPIpulumi-kubernetes间接
PyPIpulumi-kubernetes4.30.0间接
PyPIpure-eval0.2.3间接
PyPIpy1.11.0间接
PyPIpy-cpuinfo9.0.0间接
PyPIpyasn10.6.3间接
PyPIpyasn10.6.4间接
PyPIpyasn1-modules0.4.2间接
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PyPIpybind113.0.1间接
PyPIpycountry24.6.1间接
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PyPIpycparser3.0间接
PyPIpydantic-core2.41.5间接
PyPIpydantic-core2.46.4间接
PyPIpydantic-extra-types2.11.0间接
PyPIpydantic-settings2.14.2间接
PyPIpydub0.25.1间接
PyPIpyee13.0.0间接
PyPIpygments间接
PyPIpygments2.19.2间接
PyPIpygments2.20.0间接
PyPIpylatexenc间接
PyPIpylatexenc2.10间接
PyPIpymdown-extensions间接
PyPIpymdown-extensions10.21.3间接
PyPIpyopenssl26.3.0间接
PyPIpyparsing3.3.1间接
PyPIpyproject-hooks1.2.0间接
PyPIpyqwest0.4.1间接
PyPIpyqwest0.6.0间接
PyPIpyqwest0.6.2间接
PyPIpyreadline33.5.4间接
PyPIpyreadline33.5.6间接
PyPIpyrefly间接
PyPIpyrefly1.0.0间接
PyPIpytablewriter1.2.1间接
PyPIpytest间接
PyPIpytest9.0.3间接
PyPIpytest9.1.1间接
PyPIpytest-asyncio间接
PyPIpytest-asyncio1.4.0间接
PyPIpytest-base-url2.1.0间接
PyPIpytest-benchmark间接
PyPIpytest-benchmark5.2.3间接
PyPIpytest-cov间接
PyPIpytest-flakefinder间接
PyPIpytest-flakefinder1.1.0间接
PyPIpytest-forked间接
PyPIpytest-forked1.6.0间接
PyPIpytest-memray间接
PyPIpytest-memray1.8.0间接
PyPIpytest-memray1.9.0间接
PyPIpytest-mock3.15.1间接
PyPIpytest-playwright间接
PyPIpytest-playwright0.7.2间接
PyPIpytest-profiling间接
PyPIpytest-profiling1.8.1间接
PyPIpytest-timeout间接
PyPIpytest-timeout2.4.0间接
PyPIpytest-xdist间接
PyPIpytest-xdist3.8.0间接
PyPIpython-dateutil2.9.0.post0间接
PyPIpython-dotenv1.2.2间接
PyPIpython-json-logger4.0.0间接
PyPIpython-multipart0.0.31间接
PyPIpython-slugify8.0.4间接
PyPIpytokens0.4.1间接
PyPIpytz2025.2间接
PyPIpywin32311间接
PyPIpywinpty3.0.2间接
PyPIpyyaml-env-tag1.1间接
PyPIpyzmq27.1.0间接
PyPIquack-kernels0.5.0间接
PyPIqwix0.1.2间接
PyPIqwix0.1.5间接
PyPIray2.55.1间接
PyPIreadchar4.2.2间接
PyPIrealtime2.31.0间接
PyPIreferencing0.37.0间接
PyPIrequests-oauthlib2.0.0间接
PyPIrfc3339-validator0.1.4间接
PyPIrfc3986-validator0.1.1间接
PyPIrich14.2.0间接
PyPIrich-toolkit0.17.1间接
PyPIrignore0.7.6间接
PyPIrouge-score0.1.2间接
PyPIrpds-py0.30.0间接
PyPIrsa4.9.1间接
PyPIruff0.14.3间接
PyPIrunai-model-streamer0.15.9间接
PyPIrunai-model-streamer-gcs0.15.9间接
PyPIrunai-model-streamer-s30.15.9间接
PyPIs3transfer0.15.0间接
PyPIsacrebleu2.6.0间接
PyPIsafehttpx0.1.7间接
PyPIscantree0.0.4间接
PyPIscikit-learn间接
PyPIscikit-learn1.8.0间接
PyPIscipy间接
PyPIscipy1.17.0间接
PyPIsemantic-version2.10.0间接
PyPIsemver3.0.4间接
PyPIsend2trash2.1.0间接
PyPIsentencepiece0.2.1间接
PyPIsentry-sdk2.49.0间接
PyPIsetproctitle1.3.7间接
PyPIsetuptools82.0.1间接
PyPIsetuptools-rust1.12.1间接
PyPIsetuptools-scm9.2.2间接
PyPIshellingham1.5.4间接
PyPIshortuuid1.0.13间接
PyPIsimplejson3.20.2间接
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PyPIsmmap5.0.2间接
PyPIsniffio1.3.1间接
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PyPIsoundfile0.13.1间接
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PyPIsympy1.13.3间接
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PyPItcolorpy0.1.7间接
PyPItenacity9.1.2间接
PyPItensorboard间接
PyPItensorboard2.20.0间接
PyPItensorboard-data-server0.7.2间接
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PyPItensorboardx2.6.5间接
PyPItensorflow2.20.0间接
PyPItermcolor3.3.0间接
PyPIterminado0.18.1间接
PyPItext-unidecode1.3间接
PyPItextual6.10.0间接
PyPItextual7.2.0间接
PyPItfp-nightly0.26.0.dev20260304间接
PyPIthreadpoolctl3.6.0间接
PyPItiktoken0.12.0间接
PyPItinycss21.4.0间接
PyPItokamax间接
PyPItokamax0.0.6间接
PyPItoml间接
PyPItoml0.10.2间接
PyPItomlkit0.13.3间接
PyPItoolz1.1.0间接
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PyPItorch2.10.0间接
PyPItorch2.11.0间接
PyPItorch2.11.0+cpu间接
PyPItorch2.11.0+cu128间接
PyPItorch-c-dlpack-ext0.1.5间接
PyPItorchax0.0.11间接
PyPItorchcodec间接
PyPItorchcodec0.10.0间接
PyPItorchvision0.25.0间接
PyPItorchvision0.26.0间接
PyPItorchvision0.26.0+cpu间接
PyPItorchvision0.26.0+cu128间接
PyPItornado6.5.7间接
PyPItpu-inference0.19.0间接
PyPItpu-inference0.23.0间接
PyPItpu-info0.7.1间接
PyPItqdm-multiprocess0.0.11间接
PyPItrackio间接
PyPItrackio0.15.0间接
PyPItraitlets5.14.3间接
PyPItreescope0.1.10间接
PyPItriton间接
PyPItriton3.6.0间接
PyPItypeguard2.13.3间接
PyPItypepy1.3.4间接
PyPItyper0.21.1间接
PyPItyper-slim0.20.0间接
PyPItypes-pyyaml间接
PyPItypes-pyyaml6.0.12.20250915间接
PyPItypes-requests间接
PyPItypes-requests2.32.4.20260107间接
PyPItyping-inspect0.9.0间接
PyPItyping-inspection0.4.2间接
PyPItzdata2025.3间接
PyPIuc-micro-py1.0.3间接
PyPIuniplot0.21.5间接
PyPIuniversal-pathlib0.3.10间接
PyPIuri-template1.3.0间接
PyPIuritemplate4.2.0间接
PyPIurllib32.7.0间接
PyPIuv-build间接
PyPIuvloop0.22.1间接
PyPIverifiers0.1.5间接
PyPIvirtualenv20.36.1间接
PyPIvllm0.20.1rc1.dev1465+gafb267194.tpu间接
PyPIvllm-tpu0.19.0间接
PyPIwadler-lindig0.1.7间接
PyPIwarcio间接
PyPIwatchfiles1.1.1间接
PyPIwatchfiles1.2.0间接
PyPIwcmatch10.1间接
PyPIwcwidth0.2.14间接
PyPIwebcolors25.10.0间接
PyPIwebencodings0.5.1间接
PyPIwebsocket-client1.9.0间接
PyPIwebsockets15.0.1间接
PyPIwebsockets16.0间接
PyPIwerkzeug3.1.6间接
PyPIwheel0.46.3间接
PyPIwidgetsnbextension4.0.15间接
PyPIwin32-setctime1.2.0间接
PyPIword2number1.1间接
PyPIwrapt1.17.3间接
PyPIwrapt2.2.0间接
PyPIwrapt2.2.2间接
PyPIxgrammar0.2.2间接
PyPIxprof间接
PyPIxprof2.22.3间接
PyPIyapf0.43.0间接
PyPIyarl1.22.0间接
PyPIyarl1.24.2间接
PyPIzipp3.23.0间接
依赖安全公告 31

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 2,685 个包,其中也包含从不交付的开发与测试版本固定:31 个存在已知公告,2 个为直接依赖。 有 179 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
vllm0.20.1rc1.dev1465+gafb267194.tpu间接严重230.24.0
click8.3.1直接18.3.3
gitpython3.1.50直接93.1.55
brace-expansion1.1.16间接15.0.8
brace-expansion2.1.2间接15.0.8
brace-expansion5.0.7间接15.0.8
gradio6.15.1间接16.16.0
httplib20.31.1间接20.32.0
jupyterlab4.5.9间接54.6.2
keras3.13.2间接13.14.0
postcss8.5.15间接18.5.18
postcss8.5.16间接18.5.18
pyasn10.6.3间接50.6.4
pyo30.26.0间接40.29.0
quick-xml0.39.4间接20.41.0
quinn-proto0.11.14间接20.11.15
ray2.55.1间接22.56.0
sqlitedict2.1.0间接2
torch2.10.0间接22.13.0
diskcache5.6.3间接2
pymdown-extensions10.21.3间接111.0.0
react-router6.30.4间接27.18.0
rsa0.9.10间接1
setuptools82.0.1间接283.0.0
thrift0.17.0间接10.23.0
torch2.11.0间接12.13.0
torch2.11.0+cpu间接12.13.0
torch2.11.0+cu128间接12.13.0
pygments2.19.2间接22.20.0
anyhow1.0.102间接未知11.0.103
paste1.0.15间接未知1

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

原始 JSON 报告 机器可读
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 727250,
      "has_wiki": true,
      "homepage": "https://marin.community",
      "languages": {
        "C++": 749,
        "CSS": 21785,
        "Vue": 652285,
        "Cuda": 63969,
        "HTML": 11663619,
        "Rust": 1016532,
        "Shell": 44073,
        "Python": 19216103,
        "Makefile": 4584,
        "Dockerfile": 35736,
        "JavaScript": 7782,
        "TypeScript": 193516,
        "Go Template": 5514,
        "Jupyter Notebook": 33017
      },
      "pushed_at": "2026-07-25T05:30:51Z",
      "created_at": "2024-03-22T06:29:42Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-25T04:43:44Z",
      "description": "Open-source framework for the research and development of foundation models.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "HTML"
      ]
    },
    "owner": {
      "blog": "https://marin.community",
      "name": "The Marin Project",
      "type": "Organization",
      "login": "marin-community",
      "company": null,
      "location": "United States of America",
      "followers": 124,
      "avatar_url": "https://avatars.githubusercontent.com/u/210491432?v=4",
      "created_at": "2025-05-06T07:02:19Z",
      "is_verified": null,
      "public_repos": 24,
      "account_age_days": 445
    },
    "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": "marin-finelog-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:01:01Z"
        },
        {
          "tag": "marin-haliax-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:00:56Z"
        },
        {
          "tag": "marin-levanter-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:00:52Z"
        },
        {
          "tag": "marin-zephyr-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:00:47Z"
        },
        {
          "tag": "marin-rigging-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:00:43Z"
        },
        {
          "tag": "marin-fray-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:00:38Z"
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        {
          "tag": "marin-iris-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:00:34Z"
        },
        {
          "tag": "marin-latest",
          "kind": "other",
          "published_at": "2026-05-29T09:00:28Z"
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        {
          "tag": "dupekit-0.1.0-04674af",
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          "published_at": "2026-05-07T15:54:03Z"
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          "tag": "dupekit-0.1.0-40ac799",
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          "published_at": "2026-03-23T18:02:34Z"
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          "published_at": "2026-03-21T23:36:21Z"
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        {
          "tag": "dupekit-0.1.0-099386c",
          "kind": "other",
          "published_at": "2026-03-21T01:58:08Z"
        },
        {
          "tag": "dupekit-latest",
          "kind": "other",
          "published_at": "2026-05-07T15:54:06Z"
        },
        {
          "tag": "dupekit-0.1.0-41b51df",
          "kind": "other",
          "published_at": "2026-03-19T23:32:27Z"
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      ],
      "recent_commits": [
        {
          "oid": "d8c07ff55f1d0f3b629a0af4fd5f425aa5688274",
          "body": "Declare the production `ops` profile as Codex `gpt-5.6-sol` at xhigh\neffort with access to all built-in MCP groups. The live database already\ncarries this revision, but Marin Pulumi could not serialize\n`mcp_access`; the next unrelated activation would otherwise overwrite it\nwith the older Claude/no-\n[…]\nsis](https://loom.rjp.io/s/yt2e505z/artifacts/profile-lifecycle)\nrecords the current production state and rollout recommendation.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[loom] Reconcile deployment-managed profiles (#7633)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-25T04:43:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d7a848d7d72dd243acf319bd9b4b8a4959b9297e",
          "body": "A serving endpoint on a CoreWeave child mints a capability URL against\nthe\nchild's own origin, which is not world-visible, so an external caller\nsuch as\nDaytona gets a 403. Route these URLs through the public parent instead.\n\nThe child mints and owns the capability token as before, but when it has\na\n[…]\n relay lives in marin-iris-native, bumped to 0.1.2; the iris pin\nmoves to it\nonce that wheel publishes.\n\nFixes #7607\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Relay a child's capability URL through the public parent (#7627)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-25T02:51:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c39cbf9da11204415bdd36c08ad1b4348d1c1314",
          "body": "Resolve Pod-owned Kueue Workloads by Pod UID so singleton Kubernetes\ntasks retain Kueue's exact QuotaReserved admission verdict instead of\nonly the generic SchedulingGated condition. The motivating\ncw-us-east-02a task was blocked because none of 32 H100 nodes fit its 48\nCPU and 1 TiB request; Kueue \n[…]\nPod and Workload queries that expose admission state without\nprinting literal task environment values.\n\nThis changes diagnostics only. Kueue admission, priority, and preemption\nbehavior are unchanged.",
          "is_bot": false,
          "headline": "[iris] Surface singleton Kueue admission diagnostics (#7631)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-25T01:02:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0e0c70705741e8278a7644cc85cc261595ea9066",
          "body": "Persist vLLM compilation artifacts in a manager-owned ZIP archive backed\nby Marin region-local 30-day temp storage. Workspace, TPU, and CUDA\nlaunchers receive the same JAX/XLA, vLLM, TorchInductor, Triton, and\nCUDA cache environment, while caller-managed mode preserves explicitly\nsupplied paths.\n\nRe\n[…]\ne design and validation plan are recorded in the [design\nartifact](https://loom.oa.dev/s/gxkgnrrq/artifacts/design).\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[inference] Persist vLLM compilation caches (#7615)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-25T00:29:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2c27eac147a9421a1fbb8f9c208e74f9b36919f7",
          "body": "* follow-up to #7530 (and sibling of #7531): a skill + CLI so agents can\nsearch the marin-context corpus and cite hits by URL\n* `scripts/context_search.py` — three modes against `chunks` (73k+\ngithub issues/PRs/comments + discord messages, re-synced every 10 min):\n* `search` — semantic via pgvector,\n[…]\neply-ancestry context but\ndisplay as single messages, so cosine distances run higher (~0.28) and\nhits need `show`/the URL before citing\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "agents: context-search skill + cli over the echo corpus (#7535)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-24T23:50:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9442a1ea7e9d9bbde85312251bbf08b81ece1b95",
          "body": "Copy completed Harbor trial directories through `StoragePath` so restore\nand\nupload honor the configured `gs://` or `s3://` filesystem. CoreWeave\nHarbor\nruns previously passed an `s3://` destination to the GCS-only uploader\nand\nfailed with `Invalid bucket name s3:`.\n\nTreat a Harbor result containing\n[…]\nmetadata/runs/20260724-203420-qwen3-32b-tb2-lite-68ba/record.json`;\nthe capability 403 remains tracked separately in #7607.\n\nPart of #6865\n\n---------\n\nCo-authored-by: loom <claude-max-1@openathena.ai>",
          "is_bot": false,
          "headline": "[evals] Support S3 Harbor trial artifacts (#7625)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-24T23:02:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "87c369d275353bf2e26bc2ea373fdd119578b260",
          "body": null,
          "is_bot": false,
          "headline": "Cleanup yamls - remove fields that conflict with our vllm fork (#7624)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T22:39:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f2438105cca74fab36073c553625508a304821db",
          "body": "Resolve Loom's default branch to a full commit SHA before passing its\nremote\nGit context to `pulumi-docker-build`. The provider hashes local contexts\nbut\ndoes not resolve changes behind a stable remote URL, so previews could\nleave\n`loom-release-image` unchanged after Loom advanced.\n\nPreserve explici\n[…]\nraded\nchecks,\nand the following preview reported 24 unchanged resources.\n\nThe focused test file completed five synchronous tests before the first\nexisting Pulumi async test timed out after 60 seconds.",
          "is_bot": false,
          "headline": "[loom] Pin remote image builds to the branch SHA (#7614)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T20:39:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1a5cf8cf2574639b3f8e479331137a92446d2f11",
          "body": "> seed: fdde80c5\n>\n> Dead branches pruned clean\n> the quiet tree breathes again —\n> old paths fall away\n\nTwo independent cleanups from the nightly scout pass, one per\nsubproject, touching disjoint files.\n\n- levanter: remove three inference-scheduler members with no callers\nsince they were added in S\n[…]\nrsions to\npolymorphic methods was dropped at review request.\n\npre-commit passes. The affected marin and levanter test suites pass.\n\n---------\n\nCo-authored-by: Nightshift Scout <nightshift@marin.local>",
          "is_bot": true,
          "headline": "[nightshift] 20260724 multi-cleanup (#7592)",
          "author_name": "marin-ops-agent[bot]",
          "author_login": "marin-ops-agent[bot]",
          "committed_at": "2026-07-24T20:38:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fa95f845d8748532f7d2888032c7c1c645c74ea7",
          "body": "Let the CoreWeave Kubernetes provider source credentials from\n`KUBECONFIG`\ninstead of persisting a machine-local path or kubeconfig contents as a\nprovider\ninput. The reviewed `kube_context` still selects the target, while\ncredentials\nremain execution-local.\n\nThe CoreWeave preview workflow exports th\n[…]\ne export. A full\n`cw-us-west-04a` preview showed one provider update removing\n`kubeconfig` and 28\nunchanged resources; subsequent previews will not diff credential paths\nor\nbytes.\n\nFollow-up to #7610.",
          "is_bot": false,
          "headline": "[iac] Keep kubeconfig out of Pulumi provider state (#7611)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T20:25:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3434531019d5a3d6623fa2e950aebd561a3cdd93",
          "body": "Normalize `CW_READ_TOKEN` before building Kubernetes Authorization\nheaders and\nkeep transport exception text out of Grafana bridge errors. A trailing\nnewline\npreserved by Secret Manager caused httpx to reject every CoreWeave\nrequest and\nexposed the rejected bearer header in Cloud Logging, firing\n`We\n[…]\nManager versions 1 and 2 are disabled, and revision\n`marin-grafana-cw-token-v3` restored healthy bridge results. The current\nread\ntoken appeared in logs during the incident and must still be replaced.",
          "is_bot": false,
          "headline": "[grafana] Harden CoreWeave observer credentials (#7610)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T20:12:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2a456c8482a8b3916d2f1ce654685e3663f7b41",
          "body": "…in cluster (#7609)\n\nAdds a Jobs dashboard (grafana.oa.dev/d/marin-jobs) and a landing-page\nat-a-glance for fleet job state, and fixes the finelog federation bug\nthat kept CoreWeave job state from being attributable per cluster.\n\n## Finelog federation stamping fix\n\nThe hub now stamps a `WriteRows` b\n[…]\nmespace for alert\nfirings and node/rack-loss — in\n`.agents/projects/2026-07-24_grafana_unified_jobs_and_finelog_federation.md`.\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[grafana] Fleet jobs dashboard; stamp forwarded finelog stats by orig…",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-24T19:59:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ecdf1430c75dd15c57cd47b00909a211ba9c18d7",
          "body": "Record the July 24 `cw-us-east-08a` investigation of an apparently\nstalled\nIris controller. The controller was healthy, while Kubernetes node-list\ncalls\ntook 6.2-6.9 seconds and the GB200 NodePool exposed 201 of 216 target\nnodes.\n\nExplain that Kueue's `group has fewer runnable pods than expected`\nwa\n[…]\niled 16-pod gang generation. The\nreplacement\ngeneration admitted and ran all 16 pods. The record leaves the JAX\nrank-incarnation failure, 15 missing GB200 nodes, and Kubernetes API\nlatency\nunresolved.",
          "is_bot": false,
          "headline": "[ops] Record GB200 controller latency diagnosis (#7608)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T19:57:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b73b1cff8239b05e10d42f7c0496dd10a574257",
          "body": "Pin the Marin and Levanter CUDA 13 extras to JAX 0.11.0 and widen their\nshared JAX ranges to admit the 0.11 line.\n\nThis fixes #7421 because 0.11.0 includes\nhttps://github.com/openxla/xla/commit/4c1b00509e646d13a9cf443cd10c866810ed923d\n(see\nhttps://github.com/marin-community/marin/issues/7421#issueco\n[…]\n TPU-test environments on JAX 0.10.1\nbecause the pinned tpu-inference 0.23.0 fork requires it. The existing\nuv conflicts isolate those environments from the GPU lock split.\n\nUnblocks #6880\nFixes #7421",
          "is_bot": false,
          "headline": "[deps] Bump GPU JAX to 0.11.0 (#7436)",
          "author_name": "Matt Wittmann",
          "author_login": "mcwitt",
          "committed_at": "2026-07-24T19:52:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "556aaf51c00567d1026ce5981e12f3c80409fcdd",
          "body": "Route each firing Grafana notification through Loom's actor-scoped\n`operator` channel using an IAC-managed `ops` profile. Distinct alerts\nnow update one live `Grafana operator` session, while retries of one\nalert keep their existing idempotency key.\n\nSet one concurrent operator, a 100-turn budget, a\n[…]\n to the current UTC day.\nIts fixed July 17 run fell outside the seven-day projection and blocked\nthe Grafana workflow on July 24.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[infra] Fold Grafana alerts into one operator session (#7605)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T19:31:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c78cf37303ae2873854ad2dd962b233bf08d62d6",
          "body": "Absorb the OT-Agent evaluations proposed in #7246 into the evaluation\nlauncher\nmerged in #7570. Replace the parallel YAML serve schema, vLLM lifecycle,\nharness backends, and `hf_upload` result path with the shared model\nprotocol,\nendpoint execution, and evaldash v2 records.\n\nKeep model catalogs, ben\n[…]\nk/artifacts/eval-config-cleanup-v2).\n\nCloses #7246. Part of #7559.\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>\nCo-authored-by: loom <claude-max-1@openathena.ai>",
          "is_bot": false,
          "headline": "[eval] Unify agentic evals on one model/serve config protocol (#7575)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-24T19:20:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c5d48683a48ca14b517f5e771b7f038f02b1506c",
          "body": "Require `marin-iris-native>=0.1.1` and lock the stable wheels published\nfrom\nthe merged #7598 commit. Frozen installs now receive the authentication\nhandoff\nchanges from #7583 and native RPC metrics without activating Rust\nsource-build\nmode.\n\nKeep one process-level Iris RPC collector when tests host\n[…]\ntion tests pass against the\ninstalled PyPI\nwheel. The complete local Iris smoke suite passes 24 tests with one\nskipped,\nincluding the checkpoint restart that previously raised `Duplicated\ntimeseries`.",
          "is_bot": false,
          "headline": "[iris] Pin native proxy 0.1.1 and share RPC collector (#7604)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T19:16:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2f327e7a374fb6459ef3bb5c83e94f5cda7f2520",
          "body": "Move controller RPC measurements into the Rust public listener. The\nproxy records per-service/method request and response-status counters,\nin-flight gauges, and Prometheus latency histograms;\n`upstream=\"controller\"` identifies the listener's loopback handoff to\nPython.\n\nThe dashboard reads the resul\n[…]\nge, tag the corresponding `main` commit as `iris-native-v0.1.1`\nand replace the nightly lock with the stable wheel.\n\nPart of #610\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Move RPC metrics into the native proxy (#7598)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T18:26:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "da88d150cdc4f968141f81383f3fdc5cd0a22f43",
          "body": "Default CoreWeave Kueue managers to 2 GiB memory requests and limits,\nand reject lower per-cluster values. The `cks-kueue` chart's 512 MiB\ndefault OOM-killed `cw-us-east-02a` during a resync of 820 Workloads and\n1,743 Pods, removing the admission webhook endpoint after 16 restarts.\n\nA fleet audit fo\n[…]\nook\nendpoint is serving.\n\nPulumi remains the sole owner of the Kueue Deployment. Iris controller\nlifecycle behavior is unchanged.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iac] Reserve 2 GiB for every Kueue manager (#7602)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T18:06:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "62fab9bcdbe65d183db04159f773d7eace1a57d7",
          "body": "Standardize durable infrastructure and debugging records under\n`.agents/ops/YYYY-MM-DD-<slug>.md`, and align shared, Iris, Zephyr,\ndebug,\nrecovery, and ops-steward guidance on that convention. Move the four\nremaining\n`docs/debug-log-*` files to their dated incident paths.\n\nNormalize live skill refer\n[…]\nremain separate because\nthey\nserve experiment continuity, design work, and archived agent guidance\nrather\nthan incident response.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[docs] Standardize agent artifact locations (#7603)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T18:06:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2184bedcc49971b16da1a1d8b9c1b54cbbbb16ee",
          "body": "Restore Iris controller checkpoints through a validated directory swap\nand\nidentify local state with a persisted checkpoint epoch instead of\nfilesystem\ntimestamps. Database-backed health checks catch malformed controller or\nfederation state before a rollout is committed, and restart preflight\nresolv\n[…]\nd\nworker\nIDs; active tasks increased from 451 to 466, while failed,\nworker-failed, and\ncoscheduling-failed counts did not change.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[ops] Harden Iris and finelog rollouts (#7583)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T17:41:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aeebec0e822b7e37e7437fc9fefd931039c2d71c",
          "body": "* echo: a shared context store for everyone's agents — the `context`\ndatabase on the shared `marin-metadata` Cloud SQL instance, plus the\n`echo-sync` Cloud Run job that mirrors the marinmirror corpus into it\n* `chunks` — the github+discord slice of the marinmirror corpus (73k+\nissues/PRs/comments/di\n[…]\n`read:org` only —\nmarinmirror authorizes by the token owner's Open-Athena membership, so\nthe scope is membership proof, not repo access\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "echo: shared agent-context database + marinmirror sync (#7530)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-24T17:27:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2d99584153cb999eb277f627679c410a6b27e2aa",
          "body": "…e (#7586)\n\nTwo spurious `pulumi preview` annoyances:\n\n- The CoreWeave k8s provider recorded `kubeconfig`/`context` verbatim,\nso every preview diffed them across machines; both are now\n`ignore_changes`.\n- The `infra/pulumi/README.md` setup steps now note the one-time\n`gcloud` command to silence google-auth's ADC quota-project warning.",
          "is_bot": false,
          "headline": "[iac] Stop pulumi preview from flagging kubeconfig/quota-project nois…",
          "author_name": "Will Moss",
          "author_login": "wmoss",
          "committed_at": "2026-07-24T16:24:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "403ebb001889c10db7d9a5f1965c52f3a8309400",
          "body": "cw-rno2a's `auth.allowed_submitters` admitted only `*@openathena.ai`, so\nthe marin hub's federation handoff on behalf of\n`github-iris@hai-gcp-models.iam.gserviceaccount.com` was rejected with\n\"is not admitted for federation to this cluster\". The MarinSkyRL nightly\nsingle-H100 GRPO gate federates to \n[…]\nthe handoff.\n\nContext: marin-community/MarinSkyRL#125 (triage) and\nmarin-community/MarinSkyRL#126, which removes the `pipefail` mask that\nreported these rejections as green nightly runs for nine days.",
          "is_bot": false,
          "headline": "[iris] Admit github-iris for federation to cw-rno2a (#7597)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-24T16:23:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8f1ba5363db7c3a05c4102f51fe70516cd507b43",
          "body": "* part of https://github.com/marin-community/marin/issues/7201\n* pin FA4's CUTLASS DSL dependency to `4.6.0`\n* remove the temporary `4.5.2` base-wheel suppression now that CUTLASS\npackages base, core, and CUDA libraries without overlapping files\n* 64×GB200 full-stack run completed 12 steps at 255,746 tok/s median and\n23.106% median MFU\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "deps: upgrade CUTLASS DSL to 4.6.0 (#7587)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-24T04:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f9eb434e0223b753db68ce3e207eec1e640d554",
          "body": "…es (#7590)\n\nThe always-on xprof service hit two walls processing large multi-host\nprofiles, both from the same heavy overview_page work:\n\n- The container OOM-killed (exit 137) while generating derived\ntimelines, which orphaned its `/xprof` endpoint registration until the\nlease expired.\n- `overview_\n[…]\n 16 CPU / 64 GB and\nregisters `/xprof` with `proxy_timeout_seconds=600`. This PR brings\n`main` in line so the next `pulumi up` does not revert it.\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[xprof] Raise /ops/xprof resources and proxy timeout for large profil…",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-24T04:47:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "51964171c37efacf15644d9e70a01e1a5650fbda",
          "body": "* remove custom `XprofUploadConfig.path` destinations so captures use\n`MARIN_PREFIX` TTL storage\n* keep captures local when `MARIN_PREFIX` lacks lifecycle-backed\n`ttl=Nd` storage\n* restrict hosted viewer roots to `gs://` and `s3://` paths containing\n`ttl=Nd/xprof/<run>`\n* keep the 30-day default configurable through\n`XprofUploadConfig.ttl_days`\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "profiling: restrict xprof paths to ttl storage (#7582)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-24T01:25:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5132df92c5099de4456725e4de0c4649fee2b1e3",
          "body": "Run `pulumi preview` for every `infra/pulumi` stack when a pull request\nchanges the Pulumi program or Iris cluster configuration, and post each\nplan to the pull request. Manual dispatch from `main` runs the same\nchecks without posting a comment. CI never runs `pulumi up`.\n\nAuthenticate same-reposito\n[…]\n 30-day\ncleanup policy. The verified adoption plan imports four repositories and\ntwo addresses, updates two descriptions and one cleanup-policy\nidentifier in place, and has no replacements or deletes.",
          "is_bot": false,
          "headline": "[iac] Post Pulumi previews for infrastructure changes (#7532)",
          "author_name": "Will Moss",
          "author_login": "wmoss",
          "committed_at": "2026-07-24T01:04:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "118a3a803715d2ef349d1ad766b0eac7cf771285",
          "body": "…at (#7570)\n\nMarin served a model once and ran either evalchemy (lm-eval) or Harbor\nbenchmarks against it; the two paths recorded results differently and\nonly evalchemy reached evaldash. This routes both through the group\nlauncher: one serve, one `EvalRunRecord` per eval in\n`gs://marin-eval-metadata\n[…]\nopulated from\nnew runs.\n\nCloses #7559. Supersedes #7476 and #7552.\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>\nCo-authored-by: loom <claude-max-1@openathena.ai>",
          "is_bot": false,
          "headline": "[eval] Unify Harbor and evalchemy behind one launcher and record form…",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-24T01:00:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "125d65e5941e63aa2097ff74cf7a49df5ffe67af",
          "body": "Use Loom's remote Git repository as the Docker build context when\n`buildContext` is unset. `pulumi up --cwd infra/loom` now builds the\ncurrent\nHEAD of Loom's default branch without requiring a local Loom checkout.\n\nUse Pulumi's native `-c buildContext=/path/to/loom` option to deploy\nuncommitted\nchanges from a validated local worktree. Removing the setting restores\nthe\nremote repository HEAD default.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[infra] Deploy Loom repository HEAD by default (#7581)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-24T00:27:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "165c63d69711f0d423c1e3cb953e968ee4530917",
          "body": "* colocate the supported datakit operator and reproduction commands with\nthe experiments they manage\n* remove three standalone scripts whose work is superseded or whose\nworkflow lane has been disabled since May\n* require `--source-path` for tier-2 uploads because the previous\ndefault was a three-day TTL prefix\n* align the tier-1 runbook with the active canary workflow and its\nminhash and fuzzy-dedup stages\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "datakit: move and prune helper scripts (#7574)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-23T22:54:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "483dca5f1470256da412552b075e5467bff97ad9",
          "body": "Upload opt-in JAX XPlane captures to either an explicit\n`trainer.profiler.upload.path` or a run-specific `MARIN_PREFIX` TTL\nlocation.\nTTL uploads default to 30 days and can be disabled independently of\nlocal\ncapture. HLO metadata is opt-in; plain captures disable JAX's default\nHLO\ncollection. Perfet\n[…]\nopened with trace, kernel, operation, and memory-profile tools\nbut\nwithout graph or memory viewers; the HLO profile added both viewers.\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[profiling] Upload XProf traces to an Iris-hosted viewer (#7539)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-23T22:46:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "409fa1c9aec518b89a4fe8dcd475e5cdc491cdd0",
          "body": "Publish `marin-iris-native` from scheduled or manually dispatched\nnightly builds using a version one patch above the latest stable. Stable\n`iris-native-v*` cuts and manual build smokes use the same resolver, and\nuser-mode uv installs now consume the PyPI wheel. The build matrix\ncovers x86_64 Linux, \n[…]\n v5e-4\nattempts, and a forced US-West slice hit the project serving quota. The\npending job was cancelled without starting a task.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Add native nightlies and fast dev rollouts (#7573)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T22:45:04Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "025708cba2560c21efc591f964642cf94bb0aee3",
          "body": "Follow-up to #7533, which landed FederationDns but kept requiring a\nmanually exported CLOUDFLARE_API_TOKEN. Replaces that with loading it\nfrom Secrets Manager.\n\nDoes not create a pulumi diff since I'd already done this in\nhttps://github.com/marin-community/marin/pull/7526",
          "is_bot": false,
          "headline": "[iac] Resolve the Cloudflare API token from Secret Manager (#7562)",
          "author_name": "Will Moss",
          "author_login": "wmoss",
          "committed_at": "2026-07-23T22:03:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa9ac269142c0e3ceaead7d110a2747eafeb22c3",
          "body": "> _seed ce2b3231_\n>\n> Four forks of one path—\n> the canonical helper called;\n> fractions round to true.\n\nThree scouts each found a hand-rolled copy of logic the codebase already\ncentralizes, and replaced it with the canonical helper. A fourth\nsubproject\n(zephyr) was reviewed and left unchanged.\n\n**i\n[…]\n_callbacks_core` (28 passed); iris `test_k8s_parsers`,\n`test_node_status`\n(23 passed); marin `test_trace_labeled_eval` (2 passed).\n\n---------\n\nCo-authored-by: Nightshift Scout <nightshift@marin.local>",
          "is_bot": true,
          "headline": "[nightshift] 20260723 multi-cleanup (#7550)",
          "author_name": "marin-ops-agent[bot]",
          "author_login": "marin-ops-agent[bot]",
          "committed_at": "2026-07-23T22:02:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fc4a78455d4898724525b677945591dfc7285ff8",
          "body": "Generate `FSSPEC_S3` with a 30-second connect timeout, 120-second read\ntimeout, and five standard retries. CoreWeave task environments now\napply the same finite botocore bounds to raw fsspec consumers as the\nrigging filesystem wrappers, so wedged uploads fail into the existing\ntask retry path.\n\nPres\n[…]\nreWeave endpoints and explicit\ncaller-supplied `FSSPEC_S3` values.\n\nFixes #6719\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>\nCo-authored-by: Russell Power <russell.power@gmail.com>",
          "is_bot": false,
          "headline": "[rigging] Add timeouts to ambient S3 config (#7547)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-23T21:54:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "15775c8c405726b4d36ab5a310dc1f1236db6fb8",
          "body": "…rives (#7567)\n\ntrigger_sources gains a --sources filter so a specific set of datakit\nsources can be re-driven instead of walking all of them; unknown names\nfail fast with the available list. This lets a single failed or missing\nsource be retried, or moved to a different cluster, without re-checking\nevery chain.\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[datakit] Add a --sources filter to trigger_sources for targeted re-d…",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-23T21:45:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df74715ab12ddfcbd5fd7532fc9947286e64a8a4",
          "body": "Replace the controller's Python endpoint proxy with a Rust/PyO3 listener\nthat\nalways owns the configured public host and port, including production\nport\n10000. Uvicorn now binds an ephemeral loopback port for dashboard, RPC,\nhealth,\nbodyless policy decisions, and remote federation forwarding. The\nco\n[…]\nlog-proxy-handoff-pool.md)\ncontains the balanced baseline, thread/process/Traefik alternatives, and\nreproduction commands.\n\nBuilds on #7533.\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Replace controller endpoint proxy with Rust (#7537)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T21:14:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0697b4f0ea14df35a8d55f812550c0641cd70d85",
          "body": "…#7546)\n\nDesign proposal for a fixed operator vocabulary in the iris CLI,\nmotivated by the\ncw-us-east-02a job-loss incident (#7542): the CLI could report that 15\njobs had\nfailed but not why any single one did, and no command showed the pod an\nattempt\nowned. Debugging fell through to raw SQL over tas\n[…]\nt\nstop\nshould fold into the uniform verb, the process-group dissolution, and\nwhere to\nsplit the PRs.\n\nPart of #7543.\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Propose a uniform noun-verb vocabulary for operator commands (…",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-23T21:06:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "59f64fcd7e49f0ba2e2beb6a1b315046e348bcf1",
          "body": "Raise the ceiling on a scoped endpoint /proxy token's TTL from 24 hours\nto\n7 days. A long-running datagen or eval server renews its endpoint lease\nand\nstays healthy for days, but the capability token embedded in its\napi_base is\nminted once and was capped at 24 hours, so callers began getting 401s\nwh\n[…]\nll 1 hour,\nand the\niris endpoints mint and marin-serve CLIs still request 24 hours unless a\ncaller\nasks for more.\n\nFixes #7551.\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Allow endpoint capability tokens up to a week (#7561)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-23T19:36:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a8d6ace0d1693969e772d7101632730a90ead7fb",
          "body": "The infra dashboard's commit panel crashed with \"Expected one data frame\ncontaining short_oid; received 0\" whenever the bridge's /github/builds\nroute\nreturned no data. That route runs a GraphQL query, which GitHub requires\nauth\nfor even on public repos, so it depended on a long-lived personal token\n\n[…]\nsecret, then deploy. The old\nmarin-status-page-github-token secret can then be deleted. See\ninfra/grafana/README.md.\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[grafana] Authenticate infra panels with a GitHub App token (#7557)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-23T17:56:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cb520d84b482e88a8550fd2fe3cfb20ce203ddf0",
          "body": "Manage the loom.oa.dev GCE host, retained data disk, reserved address,\nCloudflare record, Secret Manager shell, Artifact Registry, and\nscheduled disk snapshots through the protected `marin-loom` Pulumi\nstack. Secret payloads stay outside Pulumi state.\n\nEach update builds the local Loom worktree for \n[…]\ned in Pulumi or Secret Manager.\n\nThe migration and restart design is recorded at\nhttps://loom.rjp.io/s/0h363ack/artifacts/design.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[infra] Manage Loom deployment with Pulumi (#7528)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T17:07:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "89d09abe08963521591720f48ed3cce9e8719410",
          "body": "Resolve a running attempt's pod by trying the current uid-embedded name\nand falling back to the pre-uid name, instead of recomputing only the\ncurrent name.\n\n#7518 added `attempt_uid` to the pod name. Migration 0027 backfills\n`attempt_uid` for every attempt, so attempts dispatched before that\ndeploy \n[…]\ne pod-name\nderivation, since the name is recomputed at poll time rather than\nrecorded at dispatch. Recording the name on the attempt row would remove\nthat class of break; this change does not do that.",
          "is_bot": false,
          "headline": "[iris] Find task pods named before the name embedded attempt_uid (#7542)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T03:32:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c8b40937fa9490982f3fb2e86b224b889cd63786",
          "body": "Kubernetes finelog mirrors could spend more than a minute reopening a\nnetwork-backed store, while liveness began after 15 seconds. An ingest\nor compaction stall could therefore turn one slow recovery into a\nrepeated restart loop.\n\nReserve 2 CPUs and 16 GiB of memory for every Kubernetes finelog\ndepl\n[…]\ns and\nlimits, probe presence, PVC provisioning, and recent matching Kubernetes\nwarnings. The runbook now distinguishes liveness-driven exit 137 from\nOOM and shows how to read the startup phase events.",
          "is_bot": false,
          "headline": "[finelog] Stabilize Kubernetes mirrors under ingest bursts (#7540)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T03:16:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1e1b30e762eaff79568c01eb255447edbeb474e6",
          "body": "Apply Cloud Run's default min/max instance limits at service level. The\nservice\nkeeps one warm instance and caps traffic-serving revisions at one\ncombined\ninstance instead of applying both limits independently to every\nrevision.\n\nZero-traffic, untagged revisions remain retained because they do not\nconsume\nresources. Cloud Run may temporarily overlap instances while a new\nrevision\nbecomes ready.\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iac] Apply Cloud Run scaling at service level (#7538)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T02:22:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75f12cac8ca410f39f3d2b0a4c88764786818f8b",
          "body": "Read one row from the marin finelog `log` namespace to exercise the\nrotated-log query path, and expose CoreWeave mirror readiness on the K8s\ndashboard. Kubernetes calls `/health` for finelog readiness and\nliveness; the Grafana bridge discovers each mirror through the read-only\nKubernetes API without\n[…]\n stays NotReady, mirror discovery fails, or the health\ndatasource fails. The critical route uses the existing Slack and email\ncontact point.\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[grafana] Monitor finelog fleet health (#7536)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T01:47:52Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2a72199e1ab5d6e5654433f7086e7b0d7c8e800a",
          "body": "Raise Kueue's Kubernetes-client limit from its 20-QPS/30-burst defaults\nto an Iris-wide default of 100 QPS/200 burst, while retaining typed\nper-cluster overrides. The July 22 `cw-rno2a` outage was not an OOM:\nevent writes waited more than 11 seconds during a roughly\n4,843-Pod/3,080-Workload resync, \n[…]\ns. The 59 focused tests,\nchanged-file lint and type checks, local proxy smoke, Pulumi previews,\nand the agentic lint review pass.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[infra] Stabilize CoreWeave control planes (#7533)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-23T00:57:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b75188b9cb0dbb7912023e484808bc43b4ec296f",
          "body": "Resubmitting a job whose previous run left a pod behind failed instantly\nwith the previous attempt's log tail. Pod names were deterministic in\n(task_hash, attempt_id), and attempt_id resets to 0 on resubmit, so the\nfresh attempt collided with the stale pod; pod apply was\ncreate-if-absent, so it kept\n[…]\nt_uids_for) and TaskTarget so\npoll/profile/exec rebuild the name. Empty uid keeps the pre-uid name for\nnon-dispatch paths.\n\nFixes #7516\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[iris] Replace stale terminal pod on job resubmit (#7518)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-22T23:14:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "384409ced3179fd301c1d3ca54acf6f635bfa430",
          "body": "Prevent the CUTLASS DSL base and CUDA-specific library wheels from installing overlapping files with different contents. The extracted fix makes the incompatible base variant unsatisfiable while retaining the CUDA-specific wheel",
          "is_bot": false,
          "headline": "deps: prevent CUTLASS DSL CUDA wheel shadowing (#7491)",
          "author_name": "Matt Wittmann",
          "author_login": "mcwitt",
          "committed_at": "2026-07-22T22:55:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "150c9f5b703bb9fdddd15e767a92048540a33e61",
          "body": "…502)\n\n🤖 Completes the CoreWeave IaC rollout: every cluster (`cw-us-west-04a`,\n`cw-us-east-02a`, `cw-rno2a`, `cw-us-east-08a`) is now adopted into\n`gs://marin-iac-state` and the sole owner of its RBAC/NodePools, and the\n`infra/pulumi` docs are reworked to reflect the finished state instead\nof the in\n[…]\nchange).\nRelates to #6961 (still open — this PR does not add the cross-service\nkey-provisioning script it asks for).\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iac] Adopt all CoreWeave clusters into Pulumi state; rework docs (#7…",
          "author_name": "Will Moss",
          "author_login": "wmoss",
          "committed_at": "2026-07-22T22:23:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e76a8a38f8b4062ae31f6fb888f82de8966ef03d",
          "body": "…s (#7521)\n\nAdd a \"GPU rack tray inventory\" table and horizontal bar chart to\nk8s.json,\nfed by a new /k8s/gpu_racks bridge route that groups GB200 NVL72 nodes\n(nvidia.com/gpu capacity, instance type containing \"gb200\") by their\nCoreWeave physical rack, reporting trays registered vs. Ready per rack.\n\n[…]\nughout: built the real image, ran it standalone and\nagainst the fixture bridge, and rendered every affected dashboard to\nconfirm panels resolve and previously-blank or wrong columns show\ncorrect\ndata.",
          "is_bot": false,
          "headline": "[grafana] Add rack alerting, home dashboard, and dedupe drifted panel…",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-22T22:09:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f7b45afe8adeb41a0a5bba2e5cc462aaac74cb75",
          "body": "duckdb is only used by the SEC-EDGAR shard reader (added in #7520), so\nit does not belong in every marin install. Move it from the core\ndependencies to the `datakit` optional extra, alongside luxical/faiss,\nand import it lazily inside the reader so importing datakit sources no\nlonger requires duckdb\n[…]\nitance path\nmirrors the validated reference_pipeline pattern but was not re-run on a\ncluster in this change; a datakit download smoke confirms it.\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[datakit] Move duckdb off marin core deps into the datakit extra (#7522)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-22T21:41:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "09222d68e9eaa79531a05785257a915427e46852",
          "body": "…7520)\n\nSEC-EDGAR shards store multi-MB documents in the `content` column, whose\nper-page parquet statistics produce page headers that PyArrow 23's\nThrift decoder cannot deserialize -- `Couldn't deserialize thrift: No\nmore data to read` (apache/arrow#46404) -- even with the string and\ncontainer size\n[…]\n shard reads fully via DuckDB\nand re-encodes to a pyarrow-readable file with the schema preserved.\nAdds `duckdb` as a marin dependency.\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[datakit] Read SEC-EDGAR shards with DuckDB for giant page headers (#…",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-22T21:21:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "69a7678003b00dbdd4130e89508f5ba209bb2995",
          "body": "`evaldash` was the only one with state in `gs://marin-iac-state`, which\nwas migrated. The other two had no state, so they were just init'd with\nkms.\n\nFixes #7459",
          "is_bot": false,
          "headline": "[pulumi] Move everything to KMS (#7511)",
          "author_name": "Will Moss",
          "author_login": "wmoss",
          "committed_at": "2026-07-22T20:41:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bccc4ca7ab0fc0508009a272672b4c1849257a73",
          "body": "Replace seven paired Claude invocation and result-classification\nsequences with `marin-style/actions/consult-agent@main`. The shared\naction owns `continue-on-error`, treats only quota exhaustion as a\nskipped consultation, and propagates other Claude failures. It also\nforwards structured output for t\n[…]\nies. The Iris-specific canary triage and\nPulumi deployment actions remain in the monorepo.\n\nDepends on marin-community/marin-style#9, which must merge first so the\nfloating `@main` reference resolves.",
          "is_bot": false,
          "headline": "Use shared consult-agent and Slack actions (#7515)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-22T19:44:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c26285a61654a9e6a9029cfdb3d018badc35d71c",
          "body": "Disable Marin's legacy prose-cleanup workflow. Its automated edits to\nagent-generated issue and pull request descriptions are causing unwanted\nchanges. The workflow stays in place so it can be re-enabled later, and\nwill not run until the marin-style cleanup action is reviewed.\n\n---\n[Original\ndescription](https://github.com/marin-community/marin/pull/7509#issuecomment-5049558378)\n<!-- marin-prose-cleanup -->\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Disable automated prose cleanup (#7509)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-22T17:58:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b117d2279e6b2b8db7bc62dee95366d7b95aafab",
          "body": "Pass the current PR or issue body to the prose cleanup model as\ndelimited,\nuntrusted source text. The model previously received only instructions\nand\nrepository read access, so it could return a request for the missing\ndescription\nthat the cleanup job then published.\n\nFixes #7503\n\nCo-authored-by: Will Moss <187472+wmoss@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[ci] Pass descriptions to prose cleanup (#7508)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-22T17:37:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ea497311cc0f6b8b6d7ad7b4ca9b8a38c02af250",
          "body": "Replace the pretrain-only reference with a two-pass driver that runs a\ntestbed sample through full datakit processing, a tiny pretrain over the\nresulting per-(cluster, quality) store, and an eval readout: the \"does\nthe whole path still work, and what does my change do to the numbers\"\nharness. Inject\n[…]\ns`, but Grug\nwrites orbax checkpoints with no HF export, so `--stop-after` defaults\nto `train` until that export exists.\n\nPart of #7273\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[references] canonical e2e pipeline: datakit -> pretrain -> eval (#7461)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-22T02:22:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6de71f95acf6babb2ad02a37c9673c433b4b2bfc",
          "body": "Global labels merged over each metric's own labels, so a metric\nlabelling its own\nseries `source=...` lost that label — twice, since `source`/`run` were\nthen popped into\ntheir typed columns. A colliding global of any other name overwrote it\nonce.\n\nFixes #7497",
          "is_bot": false,
          "headline": "[telltale] Let a metric's own labels win inside its label map (#7498)",
          "author_name": "Romain Yon",
          "author_login": "yonromai",
          "committed_at": "2026-07-22T01:58:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b66edbc5f6cc9b21dce1702a655398675237d0a5",
          "body": "Log the telltale listener address before Uvicorn startup so Iris JAX\ntasks record\nthe ephemeral port even if startup or endpoint registration fails.\n\nWarn when a task lacks the Iris controller client needed to register its\ntelltale endpoint. The investigated 16-task Grug job reached\n`initialize_jax`\non every task but recorded no telltale startup line.\n\nhttps://loom.oa.dev/s/wmgnmw24",
          "is_bot": false,
          "headline": "[iris] Log telltale listener startup (#7501)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-22T01:44:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39023401ea317cb78de431df9c7591dd5850b86c",
          "body": "Treat Claude quota exhaustion as a skipped agent run instead of a build\nfailure. CLI callers classify JSON HTTP 429 results; action callers\nclassify the execution trace after the agent step and emit a rate-limit\nwarning. Malformed output and non-rate-limit failures remain red.\n\nThe autofix job loads\n[…]\nain`\nbecause its working tree contains pull request code. The prose cleanup\npublisher does not run without structured output, and failed cleanup\nscouts no longer report successful no-ops.\n\nFixes #7486",
          "is_bot": false,
          "headline": "[ci] Distinguish Claude rate limits from agent failures (#7496)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-22T01:35:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a86c1c9af2cc2ce421d685f0efc998e7ec4429cd",
          "body": "Set Grafana's GF_SERVER_ROOT_URL from custom_domain. Grafana otherwise\nemits alert source and silence links using its localhost:8080 listener;\nproduction alerts now use https://grafana.oa.dev.\n\nhttps://loom.oa.dev/s/el4yb1y6\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[grafana] Set alert links to the public domain (#7500)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-22T01:35:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "127757547ca46b5b4ca299b982b57c3f603f4914",
          "body": "… (#7499)\n\nThe SEC-EDGAR downloader passed a bare `s3://` string to\n`pq.ParquetWriter`, so pyarrow built a default S3 client using\npath-style addressing. CoreWeave object storage only accepts\nvirtual-hosted requests and rejects the multipart upload that large\nshards trigger (`CreateMultipartUpload` \n[…]\nuet_sink` for reuse\noutside the module. Verified against `s3://marin-us-east-02a` on\ncw-rno2a: the path-style rejection is gone and shards upload.\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "[datakit] Write SEC-EDGAR shards through a virtual-host S3 filesystem…",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-22T00:56:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "71dd3fad6d93c349c0ecda289ae807715e7f4438",
          "body": "…t-format wiring (#7455)\n\nAdd the Qwen3 tools-aware opencode chat template and a\n`ChatLmDatasetFormat` builder for Levanter SFT. `{% generation %}`\nmarkers cover assistant reasoning, content, tool calls, and `<|im_end|>`\nwhile leaving the assistant header prompt-side, enabling\n`mask_user_turns=True`\n[…]\n------\n\nCo-authored-by: Benjamin Feuer <penfever@gmail.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(sft): opencode tools-aware chat template resource + Levanter cha…",
          "author_name": "Ben Feuer",
          "author_login": "penfever",
          "committed_at": "2026-07-21T23:48:41Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "baf7abe9df902cb13c52f45c852f9caaf1350cbf",
          "body": "Configure stock and Marin-fork CUDA vLLM subprocesses to force boto3\nvirtual-hosted S3 addressing. `marin-serve`'s default 14-day model cache\nturns Hugging Face model IDs into regional `s3://` paths, and CoreWeave\nrejects Run:ai's default path-style `ListObjectsV2` requests with\n`PathStyleRequestNot\n[…]\nive H100. The readiness chat probe\nreturned 200 and Iris registered the endpoint. The temporary job was\nstopped after validation.\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[inference] Use virtual-hosted S3 for stock GPU vLLM (#7487)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-21T23:24:42Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9d68cf0caca334a8c48363546594aee1fa914260",
          "body": "Accept wire-form prefixes such as `/power/` in `iris job stop --prefix`\nand\n`iris job kill --prefix`. Prefixes no longer pass through `JobName`\nparsing,\nwhich rejected namespace prefixes ending in `/`.\n\nResolve nonterminal matches through one client path for both dry-run and\nlive\ntermination. Prefix\n[…]\n instead of echoing the input prefix as one\njob.\n\nOn the production Marin controller, `/power/` matched 10 active jobs.\nThe live\nstop terminated all 10, and a second dry-run found zero active matches.",
          "is_bot": false,
          "headline": "[iris] Accept namespace prefixes in job stop (#7485)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-21T22:43:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b22baf7b5bd5298faa2e944d8072ffed260f4561",
          "body": "Remove the controller-wide 100-connection cap shared by all proxied\nendpoints. Long-running federated inference calls exhausted that pool\nand made later capability requests wait for their full 600-second\ntimeout; traffic to one CoreWeave peer also blocked every other peer.\n\nKeep connection reuse dis\n[…]\ns after dispatch, while a\nseparate client reached the peer ingress in 0.35 seconds. Transport\nerrors now log their exception representation so empty-string exceptions\nremain identifiable.\n\nFixes #7448",
          "is_bot": false,
          "headline": "[iris] Remove the endpoint proxy connection cap (#7479)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-21T22:01:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f8afdb3700ee92de085fb1ce3c3dec6213379f2f",
          "body": "…e (#7395)\n\n* reworks #7222 (`--profile nsys`), which landed too embedded in the\nscheduler: ~500 LOC of nsys inside iris and a per-task nsight install\nthat never cached (task workdir is an emptyDir)\n* iris no longer injects profiling or multi-process GPU setup; both are\nhooks a caller composes into \n[…]\nep tree from source. this was\nalready latent — the weekly job published amd64-only and the multi-arch\ntags were being restored by hand.\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>",
          "is_bot": false,
          "headline": "iris: shed profiling from the scheduler; bake nsys into the task imag…",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-21T22:00:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f1e26bdb524903e7885fa45244bb1c9ca569e232",
          "body": "…ser (#7470)\n\n`username_segment()` now resolves the launch identity carried in\n`MARIN_PROVENANCE` (`built_by`, stamped into the job env by the\nsubmitting client since #7000) before falling back to the OS login. On\nan Iris worker the OS login is `root`, so `users/<seg>/` checkpoints\nfrom remote runs \n[…]\n/marin-community/marin/pull/7470\n\n<!-- Synced with\nhttps://gist.github.com/7d313123371f2a3f958abbb91382093a/4efede702b7bd8453996f8ca7d7eecccbfa04e3f\nvia [ghpr](https://github.com/runsascoded/ghpr) -->",
          "is_bot": false,
          "headline": "[rigging] `username_segment`: prefer launch identity over worker OS u…",
          "author_name": "Ryan Williams",
          "author_login": "ryan-williams",
          "committed_at": "2026-07-21T21:56:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "080bf0cdcf36af375c85fa98703adb2216bccf61",
          "body": "…471)\n\nGet cw-us-east-02a, cw-rno2a, and cw-us-east-08a ready for real Pulumi\nadoption (matching cw-us-west-04a already), and remove the Iris\ncontroller code that would otherwise fight Pulumi for ownership of RBAC\nand NodePools.\n\nVerified and fixed provisioning drift against live `pulumi preview` on\n[…]\negion).\n\nThe controller no longer creates RBAC and NodePools on every start; it\nonly verifies they exist and fails fast naming what's missing, so it can\nnever fight Pulumi for ownership of them again.",
          "is_bot": false,
          "headline": "[iac] Ready CoreWeave clusters for pulumi up; cede RBAC/NodePools (#7…",
          "author_name": "Will Moss",
          "author_login": "wmoss",
          "committed_at": "2026-07-21T21:47:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "55ceabbfcacdb28ed0c3a6c6a75257c1286a14ed",
          "body": "Preserve the active jobs-list query when navigating into job details and\nwhen following the Jobs or parent-job breadcrumb. User, name, state,\nsort, page, backend, and cluster filters now survive the round trip.\n\nKeep plain `uv run pytest` as the safe local path. Root defaults now\nalso exclude Iris `\n[…]\nger replaces the full configured marker\nexpression with `-m \"not slow\"`, which can select live-cluster tests.\n\nFixes #7473\n\n---------\n\nCo-authored-by: Will Moss <187472+wmoss@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Preserve job filters and safe local test defaults (#7477)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-21T21:46:35Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "91e6d76b41434204e6dc75b5d564b791afca87fb",
          "body": "Match `iris job stop` and `iris job kill` targets exactly by default.\nPrefix matching now requires `--prefix`; `--exact` is also available\nexplicitly. Exact cancellation continues to cascade through true child\njobs in the controller without selecting sibling job IDs that merely\nshare characters.\n\nWh\n[…]\np to five prefix matches in the\nCLI error. Scripts and agents receive candidate IDs without taking\naction on them.\n\nFixes #7456\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[iris] Make job termination exact by default (#7478)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-21T21:45:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7cb0ae696c65061eb342746d6c7d92d38347f487",
          "body": "…xport (#7458)\n\n`to_hf_config` wrote two spellings for 11 fields, so a published\n`config.json` said most things twice. The backends disagree on which\nname wins, and once an artifact is on the Hub, keys can be added but\nnever removed. It now emits one name per field: universal transformers\nspellings \n[…]\nng gate — byte-identical inputs gave 0.0925 and\n0.0964 across two runs.\n\nDelete the old `781bc329` tree once this merges.\n\n---------\n\nCo-authored-by: yoblin <268258002+yoblin@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[grug] Emit a single config.json name per field for the Snowball HF e…",
          "author_name": "Romain Yon",
          "author_login": "yonromai",
          "committed_at": "2026-07-21T21:30:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "26f32165e05769f6f30ea5ac81fffac39fc33a19",
          "body": "…ss 1 directory (#7472)\n\nBumps the uv group with 1 update in the /infra/probes directory:\n[pyasn1](https://github.com/pyasn1/pyasn1).\n\nUpdates `pyasn1` from 0.6.3 to 0.6.4\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/pyasn1/pyasn1/releases\">pyasn1's\nrele\n[…]\n//github.com/marin-community/marin/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 pyasn1 from 0.6.3 to 0.6.4 in /infra/probes in the uv group acro…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-21T21:12:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fcfd46bb9e411a1b7e2fc8f66e0c9c04b69103f9",
          "body": "Restore the high-density infrastructure cockpit inside Grafana. The\nfirst viewport now carries the seven-day nightly matrix with duration\nand direct workflow links, an equal-width main-CI history, current\nservice and workload health, and aggregate fleet capacity. Detailed\nfleet, provisioning, contro\n[…]\n.rjp.io/s/aoe4sxhi/artifacts/infra-operations-screenshot,\nhttps://loom.rjp.io/s/aoe4sxhi/artifacts/infra-hero-training-screenshot\n\n---------\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Restore compact Grafana infra dashboard (#7469)",
          "author_name": "Russell Power",
          "author_login": "rjpower",
          "committed_at": "2026-07-21T20:14:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2d9b72c0192f2d6bac71563ec91218accb2a2581",
          "body": "test_auto_page_sizing_uses_explicit_axis_resources builds a mesh of\njax.device_count() and shards the cache kv_head axis over it, while\nDummyModel.initial_cache asked for a fixed Axis(\"kv_head\", 1).\nKvPageCache.init\npacks K and V into a single 2 * kv_heads axis, so the materialized axis\nwas\nalways 2\n[…]\n/levanter/**, so it is skipped on main\nand the\nbreakage surfaced only as a red required check on PRs touching levanter.\n\nFixes #7467\n\nCo-authored-by: yoblin <268258002+yoblin@users.noreply.github.com>",
          "is_bot": false,
          "headline": "[levanter] Size the test KV cache to the device count (#7468)",
          "author_name": "Romain Yon",
          "author_login": "yonromai",
          "committed_at": "2026-07-21T20:12:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "180d5beb835f91dc42e521731bbdf94ff9c5ae60",
          "body": "Allow shared Grug training jobs to tolerate 10 cumulative task failures\nand June v4-2048 hero runs to tolerate 100 before Iris fails the job.\nThis lets the existing per-task failure retries reschedule the gang\nafter transient JAX coordination-service crashes without adding a\nsupervisor process.\n\nFixes #7430\n\n---------\n\nCo-authored-by: loom <claude-max-1@openathena.ai>\nCo-authored-by: Russell Power <russell.power@gmail.com>",
          "is_bot": false,
          "headline": "[iris] Increase Grug task failure budgets (#7451)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-21T19:22:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f9ea9385b0c9ee9beb8ccf4e45536c4f997654d1",
          "body": "* fixes marin-community/marin#7431\n* enforce `--timeout` for gang jobs on the K8s backend, which previously\nhad no wall-clock timeout enforcement — a hung gang held its GPU nodes\nindefinitely\n* the controller's execution-timeout scan was gated on the cluster\nhaving a worker-daemon backend (`controll\n[…]\never runs — which is why it was\ndeliberately dropped for gangs.\n\n---------\n\nCo-authored-by: Rafal Wojdyla <ravwojdyla@gmail.com>\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>",
          "is_bot": false,
          "headline": "iris: enforce execution timeout for K8s gang jobs (#7432)",
          "author_name": "Rafal Wojdyla (Agent)",
          "author_login": "ravwojdyla-agent",
          "committed_at": "2026-07-21T17:49:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c95f9f24461e00d91a395779fda61f1a8883308a",
          "body": "Make agent-authored issues, commits, and pull requests read as permanent\nchangelog entries: lead with changed behavior and rationale, retain\nconcrete symptoms, benchmarks, baselines, and caveats, and remove\nheadings, diff and test inventories, hype, and rhetorical framing.\nLength follows useful info\n[…]\nsher archives the exact prior\ndescription in a bot comment, links it from the edited body, and uses\ncontent hashes, byte limits, and stale-body checks to avoid duplicate\narchives or overwritten edits.",
          "is_bot": false,
          "headline": "[agents] Enforce concise GitHub prose (#7457)",
          "author_name": "weaverbot",
          "author_login": "weaverbot",
          "committed_at": "2026-07-21T16:25:59Z",
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          "headline": "Bump brace-expansion from 2.1.1 to 2.1.2 in /lib/ducky/dashboard in t…",
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          "headline": "Bump pillow from 12.2.0 to 12.3.0 in the uv-security group across 1 d…",
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          "headline": "[iac] Use WIF and KMS for service deploys (#7440)",
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          "body": "Add sf.office.shared.openathena@gmail.com to the Grafana IAP viewer\nallowlist so the San Francisco office dashboard TV can reach\ngrafana.oa.dev. The existing individual and openathena.ai domain grants\nremain unchanged.\n\nSession: https://loom.rjp.io/s/zurltagy\n\nCo-authored-by: rjpower <rjpower@users.noreply.github.com>",
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          "is_bot": false,
          "headline": "Register Focus Crawl artifact (#7382)",
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          "body": "…g-driven registry mirrors (#7389)\n\nFollow-on to #7288 (Run Harbor sandboxes as Iris jobs), addressing\nrjpower's review notes: drop the click-context machinery in the iris\nclient connect path, and route public-registry pulls through the AR\npull-through mirrors with a single config-driven map.\n\n`conn\n[…]\no resolve.\n\n---------\n\nCo-authored-by: Russell Power <607207+rjpower@users.noreply.github.com>\nCo-authored-by: loom <claude-max-1@openathena.ai>\nCo-authored-by: Russell Power <russell.power@gmail.com>",
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            "value": 82,
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        ],
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                "key": "code_review",
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                "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": "30 commit(s) and 17 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 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "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": "53 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 2685 resolved dependencies against OSV; 179 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 2685
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 179
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 65,
            "inputs": {
              "source": "osv",
              "advisories": 82,
              "affected_packages": 31,
              "assessed_packages": 2685,
              "unassessed_packages": 179,
              "affected_by_severity": "critical 1, high 18, moderate 9, low 1, unknown 2",
              "direct_affected_packages": 2
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "2 affected: click 8.3.1 (high 7.2), gitpython 3.1.50 (high 8.8)",
                "points": 8.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 2,
                      "packages": "click 8.3.1 (high 7.2), gitpython 3.1.50 (high 8.8)"
                    }
                  }
                ],
                "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 has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "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": 2685,
              "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": 12
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 86,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md",
                "experiments/AGENTS.md",
                "experiments/grug/moe/agent.md",
                "lib/finelog/AGENTS.md",
                "lib/fray/AGENTS.md",
                "lib/haliax/AGENTS.md",
                "lib/iris/AGENTS.md",
                "lib/levanter/AGENTS.md",
                "lib/marin/AGENTS.md",
                "lib/zephyr/AGENTS.md"
              ],
              "agent_instruction_max_bytes": 11243
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, experiments/AGENTS.md, experiments/grug/moe/agent.md, lib/finelog/AGENTS.md, lib/fray/AGENTS.md, lib/haliax/AGENTS.md, lib/iris/AGENTS.md, lib/levanter/AGENTS.md, lib/marin/AGENTS.md, lib/zephyr/AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, experiments/AGENTS.md, experiments/grug/moe/agent.md, lib/finelog/AGENTS.md, lib/fray/AGENTS.md, lib/haliax/AGENTS.md, lib/iris/AGENTS.md, lib/levanter/AGENTS.md, lib/marin/AGENTS.md, lib/zephyr/AGENTS.md"
                    }
                  }
                ],
                "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": "93 of 93 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 93,
                      "sampled": 93
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "infra/evaldash/dashboard/tsconfig.json",
                "infra/grafana/marin-infra-panel/.config/tsconfig.json",
                "infra/grafana/marin-infra-panel/tsconfig.json",
                "lib/ducky/dashboard/tsconfig.json",
                "lib/finelog/dashboard/tsconfig.json",
                "lib/iris/dashboard/tsconfig.json",
                "lib/marin/src/marin/inference/dashboard/tsconfig.json",
                "lib/marin/src/marin/py.typed"
              ],
              "agent_commit_share": 0.01,
              "toolchain_manifests": [
                "lib/dupekit/rust/Cargo.toml",
                "lib/finelog/rust/Cargo.toml",
                "lib/finelog/rust/pyext/Cargo.toml",
                "lib/iris/rust/Cargo.toml",
                "lib/iris/rust/pyext/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0.04
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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": ".flake8, eslint.config.mjs",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8, eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "infra/evaldash/dashboard/tsconfig.json, infra/grafana/marin-infra-panel/.config/tsconfig.json, infra/grafana/marin-infra-panel/tsconfig.json, lib/ducky/dashboard/tsconfig.json, lib/finelog/dashboard/tsconfig.json, lib/iris/dashboard/tsconfig.json, lib/marin/src/marin/inference/dashboard/tsconfig.json, lib/marin/src/marin/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "infra/evaldash/dashboard/tsconfig.json, infra/grafana/marin-infra-panel/.config/tsconfig.json, infra/grafana/marin-infra-panel/tsconfig.json, lib/ducky/dashboard/tsconfig.json, lib/finelog/dashboard/tsconfig.json, lib/iris/dashboard/tsconfig.json, lib/marin/src/marin/inference/dashboard/tsconfig.json, lib/marin/src/marin/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, 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": "4 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 4,
                      "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 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 190066,
              "source_files_sampled": 2020,
              "oversized_source_files": 33
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (infra/evaldash/dashboard/tsconfig.json, infra/grafana/marin-infra-panel/.config/tsconfig.json, infra/grafana/marin-infra-panel/tsconfig.json, lib/ducky/dashboard/tsconfig.json, lib/finelog/dashboard/tsconfig.json, lib/iris/dashboard/tsconfig.json, lib/marin/src/marin/inference/dashboard/tsconfig.json, lib/marin/src/marin/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "infra/evaldash/dashboard/tsconfig.json, infra/grafana/marin-infra-panel/.config/tsconfig.json, infra/grafana/marin-infra-panel/tsconfig.json, lib/ducky/dashboard/tsconfig.json, lib/finelog/dashboard/tsconfig.json, lib/iris/dashboard/tsconfig.json, lib/marin/src/marin/inference/dashboard/tsconfig.json, lib/marin/src/marin/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "33/2020 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 2020,
                      "oversized": 33
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples",
                "notebooks",
                "recipes",
                "samples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "lib/finelog/rust/proto/finelog_stats.proto",
                "lib/finelog/rust/proto/logging.proto",
                "lib/finelog/src/finelog/proto/finelog_stats.proto",
                "lib/finelog/src/finelog/proto/logging.proto",
                "lib/iris/src/iris/rpc/actor.proto",
                "lib/iris/src/iris/rpc/controller.proto",
                "lib/iris/src/iris/rpc/errors.proto",
                "lib/iris/src/iris/rpc/iris_logging.proto",
                "lib/iris/src/iris/rpc/job.proto",
                "lib/iris/src/iris/rpc/query.proto",
                "lib/iris/src/iris/rpc/time.proto",
                "lib/iris/src/iris/rpc/vm.proto",
                "lib/iris/src/iris/rpc/worker.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "lib/finelog/rust/proto/finelog_stats.proto, lib/finelog/rust/proto/logging.proto, lib/finelog/src/finelog/proto/finelog_stats.proto, lib/finelog/src/finelog/proto/logging.proto, lib/iris/src/iris/rpc/actor.proto, lib/iris/src/iris/rpc/controller.proto, lib/iris/src/iris/rpc/errors.proto, lib/iris/src/iris/rpc/iris_logging.proto, lib/iris/src/iris/rpc/job.proto, lib/iris/src/iris/rpc/query.proto, lib/iris/src/iris/rpc/time.proto, lib/iris/src/iris/rpc/vm.proto, lib/iris/src/iris/rpc/worker.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lib/finelog/rust/proto/finelog_stats.proto, lib/finelog/rust/proto/logging.proto, lib/finelog/src/finelog/proto/finelog_stats.proto, lib/finelog/src/finelog/proto/logging.proto, lib/iris/src/iris/rpc/actor.proto, lib/iris/src/iris/rpc/controller.proto, lib/iris/src/iris/rpc/errors.proto, lib/iris/src/iris/rpc/iris_logging.proto, lib/iris/src/iris/rpc/job.proto, lib/iris/src/iris/rpc/query.proto, lib/iris/src/iris/rpc/time.proto, lib/iris/src/iris/rpc/vm.proto, lib/iris/src/iris/rpc/worker.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, notebooks, recipes, samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, notebooks, recipes, samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'marin-root' from its registry",
    "Could not fetch pypi package 'marin-ducky' from its registry",
    "pypi package 'marin-haliax' points at a different repository (https://github.com/stanford-crfm/haliax); excluded from ecosystem scoring",
    "deps.dev does not index pypi:marin-fray@0.2.58.dev202607250745; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T07:57:00.412483Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/marin-community/marin.svg",
  "full_name": "marin-community/marin",
  "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 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.