公开记录
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-27 19:49 UTC

amd / gaia

Build AI agents for your PC

PythonMIT★ 1,507 星标⑂ 134 复刻始于 2024年12月在 GitHub 上查看 ↗
#ai#amd#genai#ryzenai#agents#aipc#local#privacy

amd/gaia 的健康指数为 100 分中的 80 分，处于「良好」区间。 其得分最高的类别是Vitality（93/100），最低的是Security（66/100）。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。

80
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。

80
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

AMD组织
1,871 关注者116 个公开仓库始于 2010年10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
PyPIamd-gaia0.22.03,6332910 天前
Gogithub.com/amd/gaiav0.22.0-6111 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？

93优秀 · 占总体的 22%

开发活跃度

91优秀
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
27/36提交节奏 — 52 周中有 39 周有提交
18/18提交量 — 最近一年 904 次提交
10/10OpenSSF Scorecard：Maintained — 30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year904
human_commit_share0.58
days_since_last_push0
active_weeks_last_year39

发布纪律

96优秀
评分方式
27/27有发布版本 — 已发布 50 个发布版本
36/36发布时效 — 最近一次发布版本于 10 天前
27/27发布节奏 — 约每 6.9 天发布一次
6/10OpenSSF Scorecard：Signed-Releases — 4 out of the last 5 releases have a total of 4 signed artifacts.
所用输入
releases_count50
latest_release_tagv0.22.0
releases_from_tags否
days_since_latest_release10
mean_days_between_releases6.9

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？

72良好 · 占总体的 18%

流行度与采用

76良好
评分方式
51.5/60星标 — 1,507 个星标
17.7/25复刻 — 134 个复刻
6.8/15关注者 — 18 位关注者
所用输入
forks134
stars1,507
watchers18
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

77良好
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证（MIT）
18/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme是
has_license是
has_contributing是
has_issue_template否
has_code_of_conduct否
has_pull_request_template是

生态采用（下载量）

59中等
评分方式
47.5/80月度下载量 — go, pypi 合计每月 3,633 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
packagesamd-gaia, github.com/amd/gaia
dependents—
ecosystemsgo, pypi
total_downloads—
monthly_downloads3,633
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？

75良好 · 占总体的 24%

维护者韧性（巴士系数）

59中等
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
14.6/22.5提交分布 — 头号贡献者编写了 35% 的提交
13.5/13.5贡献者广度 — 33 位贡献者
6/10OpenSSF Scorecard：Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor2
contributors_sampled33
top_contributor_share0.352

议题与 PR 响应能力

72良好
评分方式
24.4/46.8议题解决 — 52% 的议题已关闭
32.9/38.3PR 接受 — 已裁定的 PR 中 968/1,127 已合并
15/15OpenSSF Scorecard：Code-Review — all changesets reviewed
所用输入
merged_prs968
open_issues670
closed_issues732
issue_closed_ratio0.522
closed_unmerged_prs159

所有权与托管责任

78良好
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
23.5/25所有者影响力 — amd 有 1,871 位关注者
25/25既往记录 — 116 个公开仓库，账户约 15 年
所用输入
followers1,871
owner_typeOrganization
is_verified—
owner_loginamd
public_repos116
account_age_days5,772

软件包维护

100优秀
评分方式
25/25已发布且可解析 — go, pypi 上有 2 个软件包
35/35发布时效 — 最近一次发布于 10 天前
20/20版本历史 — 61 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
packagesamd-gaia, github.com/amd/gaia
ecosystemsgo, pypi
any_deprecated否
min_days_since_publish10

工程质量

基础的工程与文档实践是否到位？

90优秀 · 占总体的 20%

工程实践

84良好
评分方式
24/24CI 工作流 — 70 个工作流
24/24存在测试
16/16Linter 配置 — .pylintrc
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是
has_tests是
has_editorconfig否
has_linter_config是
has_precommit_config否

文档

100优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://github.com/amd/gaia
10/10仓库描述
10/10主题标签 — 8 个主题标签
10/10Wiki
所用输入
topicsai, amd, genai, ryzenai, agents, aipc, local, privacy
has_wiki是
homepagehttps://github.com/amd/gaia
has_readme是
has_docs_dir是
has_description是

安全

可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？

66中等 · 占总体的 16%

安全态势

57中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — 无数据
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
7.5/7.5Code-Review — all changesets reviewed
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflow — 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 30 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
1/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
3.5/5SAST — SAST tool is not run on all commits -- score normalized to 7
5/5Security-Policy — security policy file detected
4.5/7.5Signed-Releases — 4 out of the last 5 releases have a total of 4 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 126 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.7
已排除计分（无数据或不适用）：branch_protection。 其余权重已重新归一化。

依赖安全公告

100优秀
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages70
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:amd-gaia@0.22.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 70 个软件包。 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。

83良好 · 占总体的 0%

AI 代理上下文与指引

85优秀
评分方式
45/45代理指令 — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md
0/15机器可读文档（llms.txt）
40/40可读的提交历史 — 58 次人类提交中有 58 次说明了意图（结构化标题或解释性正文）
所用输入
has_llms_txt否
legible_history_share1
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes61,269

验证循环（构建 / 测试 / 类型检查）

92优秀
评分方式
18/18一条命令的引导启动 — tui/Makefile
22/22自动化测试
11/11Lint / 格式化配置 — .pylintrc
11/11静态类型检查 — hub/agents/email/npm/tsconfig.json, src/gaia/apps/webui/tsconfig.json, src/vscode/gaia/tsconfig.json, website/tsconfig.json, workers/agent-hub/tsconfig.json
10/10可复现环境 — devcontainer, Dockerfile, lockfile
10/10已体现的代理实践 — 最近 100 次提交中有 29 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 12 次为自动依赖更新
2/10OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2
所用输入
has_nix否
has_tests是
lockfilesgo.sum, package-lock.json, uv.lock
has_dockerfile是
typed_language否
bootstrap_filestui/Makefile
has_devcontainer是
has_linter_config是
typecheck_configshub/agents/email/npm/tsconfig.json, src/gaia/apps/webui/tsconfig.json, src/vscode/gaia/tsconfig.json, website/tsconfig.json, workers/agent-hub/tsconfig.json
agent_commit_share0.29
toolchain_manifeststui/go.mod
dependency_bot_commit_share0.12

面向模型的代码可读性

80良好
评分方式
27/45可类型检查的代码 — Python，已配置类型检查（hub/agents/email/npm/tsconfig.json, src/gaia/apps/webui/tsconfig.json, src/vscode/gaia/tsconfig.json, website/tsconfig.json, workers/agent-hub/tsconfig.json）
53.3/55可控的文件大小 — 采样的 1,599 个源文件中有 50 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes321,331
source_files_sampled1,599
oversized_source_files50

机器可读接口

60中等
评分方式
0/40API 模式（OpenAPI/GraphQL/proto）
20/20MCP 服务器
40/40可运行示例 — example, examples, notebooks
所用输入
example_dirsexample, examples, notebooks
has_mcp_signal是
api_schema_files—

关键数据

1,507GitHub 星标
33贡献者
904最近 12 个月提交数
0距最近推送天数
50发布版本数
2巴士系数（bus factor）
670开放议题
Go, npm, 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

更多细节

Star 与 Fork 历史 0 ★ / 134 ⇿
0Star
134Fork
47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。

025507510012515013452025-032025-112026-07
主版本 0次版本 14修订 27

每个点涵盖 2 天。

OpenSSF Scorecard 5.7 / 10
5.7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 · 2026-07-27 19:49 UTC

10Binary-Artifactsno binaries found in the repo
不适用Branch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
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
10Code-Reviewall changesets reviewed
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 30 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
2Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 2
7SASTSAST tool is not run on all commits -- score normalized to 7
10Security-Policysecurity policy file detected
6Signed-Releases4 out of the last 5 releases have a total of 4 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities126 existing vulnerabilities detected
直接依赖 17
注册表软件包版本约束清单文件
npm@prisma/client^7.8.0package.json
npmprisma^7.8.0package.json
npmzod^4.4.3package.json
Gogithub.com/charmbracelet/bubblesv1.0.0tui/go.mod
Gogithub.com/charmbracelet/bubbleteav1.3.10tui/go.mod
Gogithub.com/charmbracelet/glamourv1.0.0tui/go.mod
Gogithub.com/charmbracelet/lipglossv1.1.1-0.20250404203927-76690c660834tui/go.mod
Gogithub.com/charmbracelet/x/ansiv0.11.6tui/go.mod
Gogithub.com/charmbracelet/x/termv0.2.2tui/go.mod
Gogithub.com/spf13/cobrav1.10.2tui/go.mod
Gogolang.org/x/sysv0.38.0tui/go.mod
npm@astrojs/check^0.9.4website/package.json
npm@astrojs/tailwind^5.1.4website/package.json
npmastro^4.16.18website/package.json
npmprismjs^1.30.0website/package.json
npmtailwindcss^3.4.17website/package.json
npmtypescript^5.7.2website/package.json
全部依赖 2,068

来自 GitHub 依赖图的完整解析依赖集合：21 个直接依赖与 2,047 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。

注册表软件包版本关系
Gogithub.com/charmbracelet/bubblesv1.0.0直接
Gogithub.com/charmbracelet/bubbleteav1.3.10直接
Gogithub.com/charmbracelet/glamourv1.0.0直接
Gogithub.com/charmbracelet/lipglossv1.1.1-0.20250404203927-76690c660834直接
Gogithub.com/charmbracelet/x/ansiv0.11.6直接
Gogithub.com/charmbracelet/x/termv0.2.2直接
Gogithub.com/spf13/cobrav1.10.2直接
Gogolang.org/x/sysv0.38.0直接
npm@astrojs/check0.9.6直接
npm@astrojs/tailwind5.1.5直接
npm@prisma/client7.8.0直接
npmastro4.16.19直接
npmprisma7.8.0直接
npmprismjs1.30.0直接
npmtailwindcss3.4.19直接
npmtypescript5.4.5直接
npmtypescript5.9.3直接
npmtypescript7.0.2直接
npmzod3.22.3直接
npmzod3.25.76直接
npmzod4.4.3直接
Gogithub.com/alecthomas/chroma/v2v2.20.0间接
Gogithub.com/atotto/clipboardv0.1.4间接
Gogithub.com/aymanbagabas/go-osc52/v2v2.0.1间接
Gogithub.com/aymerick/douceurv0.2.0间接
Gogithub.com/charmbracelet/colorprofilev0.4.1间接
Gogithub.com/charmbracelet/x/cellbufv0.0.15间接
Gogithub.com/charmbracelet/x/exp/slicev0.0.0-20250327172914-2fdc97757edf间接
Gogithub.com/clipperhouse/displaywidthv0.9.0间接
Gogithub.com/clipperhouse/stringishv0.1.1间接
Gogithub.com/clipperhouse/uax29/v2v2.5.0间接
Gogithub.com/dlclark/regexp2v1.11.5间接
Gogithub.com/erikgeiser/coninputv0.0.0-20211004153227-1c3628e74d0f间接
Gogithub.com/gorilla/cssv1.0.1间接
Gogithub.com/inconshreveable/mousetrapv1.1.0间接
Gogithub.com/lucasb-eyer/go-colorfulv1.3.0间接
Gogithub.com/mattn/go-isattyv0.0.20间接
Gogithub.com/mattn/go-localereaderv0.0.1间接
Gogithub.com/mattn/go-runewidthv0.0.19间接
Gogithub.com/microcosm-cc/bluemondayv1.0.27间接
Gogithub.com/muesli/ansiv0.0.0-20230316100256-276c6243b2f6间接
Gogithub.com/muesli/cancelreaderv0.2.2间接
Gogithub.com/muesli/reflowv0.3.0间接
Gogithub.com/muesli/termenvv0.16.0间接
Gogithub.com/rivo/unisegv0.4.7间接
Gogithub.com/sahilm/fuzzyv0.1.1间接
Gogithub.com/spf13/pflagv1.0.9间接
Gogithub.com/xo/terminfov0.0.0-20220910002029-abceb7e1c41e间接
Gogithub.com/yuin/goldmarkv1.7.13间接
Gogithub.com/yuin/goldmark-emojiv1.0.6间接
Gogolang.org/x/netv0.38.0间接
Gogolang.org/x/termv0.36.0间接
Gogolang.org/x/textv0.30.0间接
npm@adobe/css-tools4.5.0间接
npm@alloc/quick-lru5.2.0间接
npm@amd-gaia/electron1.0.0间接
npm@asamuzakjp/css-color5.1.11间接
npm@asamuzakjp/dom-selector7.1.1间接
npm@asamuzakjp/generational-cache1.0.1间接
npm@asamuzakjp/nwsapi2.3.9间接
npm@astrojs/compiler2.13.1间接
npm@astrojs/internal-helpers0.4.1间接
npm@astrojs/language-server2.16.3间接
npm@astrojs/markdown-remark5.3.0间接
npm@astrojs/prism3.1.0间接
npm@astrojs/telemetry3.1.0间接
npm@astrojs/yaml2ts0.2.2间接
npm@azu/format-text1.0.2间接
npm@azu/style-format1.0.1间接
npm@azure/abort-controller2.1.2间接
npm@azure/core-auth1.10.1间接
npm@azure/core-client1.10.1间接
npm@azure/core-rest-pipeline1.22.2间接
npm@azure/core-tracing1.3.1间接
npm@azure/core-util1.13.1间接
npm@azure/identity4.13.0间接
npm@azure/logger1.3.0间接
npm@azure/msal-browser4.26.1间接
npm@azure/msal-common15.13.1间接
npm@azure/msal-node3.8.2间接
npm@babel/code-frame7.27.1间接
npm@babel/code-frame7.28.6间接
npm@babel/code-frame7.29.0间接
npm@babel/compat-data7.28.5间接
npm@babel/compat-data7.28.6间接
npm@babel/compat-data7.29.0间接
npm@babel/core7.28.5间接
npm@babel/core7.28.6间接
npm@babel/core7.29.0间接
npm@babel/generator7.28.5间接
npm@babel/generator7.28.6间接
npm@babel/generator7.29.1间接
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PyPIaccelerate—间接
PyPIaiohttp—间接
PyPIamd-gaia—间接
PyPIapscheduler—间接
PyPIbeautifulsoup4—间接
PyPIgaia-agent-routing—间接
PyPIkeyring—间接
PyPIopenai—间接
PyPIpillow—间接
PyPIpydantic—间接
PyPIpytest—间接
PyPIpython-dotenv—间接
PyPIpython-multipart—间接
PyPIpywin32—间接
PyPIrequests—间接
PyPIrich—间接
PyPIsetuptools—间接
PyPItavily-python—间接
PyPItomli—间接
PyPItomli-w—间接
PyPItransformers—间接
PyPIwatchdog—间接
依赖安全公告 0

安装 pypi:amd-gaia@0.22.0 会引入 70 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。

没有已知公告影响已评估的依赖。

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

原始 JSON 报告 机器可读
{
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      "homepage": "https://github.com/amd/gaia",
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        "PowerShell": 117105,
        "TypeScript": 1703416,
        "Jupyter Notebook": 45616
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      "pushed_at": "2026-07-27T19:42:21Z",
      "created_at": "2024-12-16T01:25:56Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-27T11:06:46Z",
      "description": "Build AI agents for your PC",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
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    "owner": {
      "blog": "http://www.amd.com",
      "name": "AMD",
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      "login": "amd",
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      "followers": 1871,
      "avatar_url": "https://avatars.githubusercontent.com/u/430818?v=4",
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      "recent_commits": [
        {
          "oid": "21d40c331057ebcc8f0590b4a8e512b6e1a3fca4",
          "body": "… work (#2497)\n\nGAIA told macOS users their Lemonade Server was not installed while it\nwas answering requests on the very port GAIA probes, and told everyone\nelse to fix a stopped server by running `lemonade-server serve` — a CLI\nmodern Lemonade removed. Both are the same defect: **code reporting a\n\n[…]\ninstall-path tests\ndo a real health probe against `localhost:13305`, so they pass or fail\npurely on whether Lemonade happens to be running — the sole cause of the\n31-vs-34 baseline drift seen locally.",
          "is_bot": false,
          "headline": "fix(llm): detect Lemonade on macOS; stop printing commands that don't…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T09:40:28Z",
          "body_truncated": true,
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        },
        {
          "oid": "e272fbae87479bd6d201f6fc72f17fe75847e989",
          "body": "Before: switch hub tabs, scroll a long list, switch back to a shorter\ntab, and the selection silently vanished — the `▸` marker disappeared\nand Enter did nothing, with no hint why. The cursor kept its index from\nthe previous tab, so on a tab with fewer rows (Installed often has 1\nagent, Available ha\n[…]\nry tab and asserts non-empty tabs always have a selection.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: Kalin Ovtcharov <kalin@extropolis.ai>",
          "is_bot": true,
          "headline": "fix(tui): keep a valid hub selection when switching tabs (#2482)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-27T09:36:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1d0454b6093b22806cfc927bd98756b77346d0aa",
          "body": "… (#2494)\n\nThe readiness gate reported **Mailbox: ready** whenever a provider was\nmerely *connected*. Driving it live: the gate showed 5 of 5 green, and\nthe very next thing — asking the agent to triage — failed immediately\nwith a Google credential error. A stored connection can be expired,\nrevoked o\n[…]\nsing scope ·\ncredentials rejected — produces a distinct row\n- [ ] A healthy mailbox still passes; the added cost is one bounded\nrelayed read\n- [ ] `cd tui && make lint && go test ./... -count=1 -race`",
          "is_bot": false,
          "headline": "fix(tui): prove the mailbox is usable before the gate clears a launch…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T09:31:03Z",
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        },
        {
          "oid": "ee54b7791a7d346fc186c3cf3fa6236f84d67934",
          "body": "… access (#2496)\n\nCloses #2469.\n\nDriving the TUI end to end today: preflight went green, I asked \"triage\nmy inbox\", and got back `CONNECTOR_ERROR: All connected mailboxes failed\nduring pre-scan: google:… (credential problem)` — followed by\nwell-written, completely unactionable advice to leave the te\n[…]\nain shortly\" rather\nthan claiming success it can't yet back — the daemon's hand-over is on a\n300s timer. Forwarding on demand right after a connect would close that\ngap and needs a daemon-side change.",
          "is_bot": false,
          "headline": "feat(email): agent-led mailbox onboarding — the agent sets up its own…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T09:30:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc73e24469a87ee91fde360711b45ddac67e92c5",
          "body": "The Agent Hub shipped `gaia-bash` as an **installed** agent. On any\nmachine that had not built the C++ binary from source — which is every\nmachine that installed GAIA normally — pressing enter opened a chat that\nsaid *\"Connected to: Bash\"*, and the failure only showed up after the\nuser typed their f\n[…]\no seed ships\ninstalled for it to attach to otherwise.\n- The live control-API tests no longer build on whatever daemon and\ninstalled agents the test machine happens to have; they drive a fixed\ncatalog.",
          "is_bot": false,
          "headline": "fix(tui): stop the hub offering agents it cannot run or launch (#2492)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T09:29:13Z",
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        {
          "oid": "5b378ebe723b13c4ad4c0eabf7c069cd2c73a65b",
          "body": "…ions (#2500)\n\n## Summary\n\nThree unit tests in `test_init_command.py` pass or fail depending on\nwhether a Lemonade server happens to be running on the developer's\nmachine. This PR makes the unit suite hermetic by:\n\n1. Adding a socket guard that blocks real outbound connections in unit\ntests\n2. Patch\n[…]\nhings I do - you can see my work history\n[here](https://github.com/kagura-agent/github-contribution). If you'd\nprefer not to receive AI-authored PRs, just let me know and I'll stop -\nno hard feelings.",
          "is_bot": false,
          "headline": "fix(tests): make unit suite hermetic by blocking real network connect…",
          "author_name": "Kagura",
          "author_login": "kagura-agent",
          "committed_at": "2026-07-27T09:22:42Z",
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        {
          "oid": "238fe9ac06363fac00dd3b6c8164a38313675bb9",
          "body": "The daemon could install agents but the interface had no way to ask: the\nhub listed email as Available with no key that did anything, and `gaia\ntui` had only `chat` and `hub`. The hub can now install and uninstall,\nand the CLI gained `list`, `install`, `uninstall`, `run` and `status`\nwith a genuine \n[…]\nsed, exit 1, names `--trust` and\nwhat it is trusting; `--trust` then installs\n- [ ] `tab`, `down`×2, `shift+tab` → an agent is still selected\n- [ ] Resize to 80x24 → the hub fits, footer does not wrap",
          "is_bot": false,
          "headline": "feat(tui): install, run and uninstall agents from the TUI (#2484)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T09:18:31Z",
          "body_truncated": true,
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        {
          "oid": "ce730876c923e3ab85060a00e396ba78c3b2604d",
          "body": "…-scan (#2485)\n\nAsking the email agent to triage your inbox produced one vague sentence.\nThat was not a prompt problem: the agent already emits a structured\npre-scan payload and is deliberately written **not** to describe the\nresults in prose, because it expects the client to draw a card. Nobody\nwas\n[…]\nive sections and an \"N of M\" count\n- [ ] An unknown `render` key degrades to a generic card with the raw\npayload, never a blank\n- [ ] A card value containing `\\u001b` renders as text and does not hang",
          "is_bot": false,
          "headline": "feat(tui): draw tool_result render cards, starting with the inbox pre…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T09:06:10Z",
          "body_truncated": true,
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        {
          "oid": "7fdd43eae28071c03d5f97c660bc97e1c6dcdeac",
          "body": "…s/jira/webui in the jira-app-dependencies group (#2501)\n\nBumps the jira-app-dependencies group in /src/gaia/apps/jira/webui with\n1 update: [electron](https://github.com/electron/electron).\n\nUpdates `electron` from 43.1.1 to 43.2.0\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhr\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump electron from 43.1.1 to 43.2.0 in /src/gaia/app…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-27T09:04:57Z",
          "body_truncated": true,
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        {
          "oid": "c940fd0a41ec1fb679d0550edaab3390d028931f",
          "body": "…s/example/webui in the example-app-dependencies group (#2502)\n\nBumps the example-app-dependencies group in /src/gaia/apps/example/webui\nwith 1 update: [electron](https://github.com/electron/electron).\n\nUpdates `electron` from 43.1.1 to 43.2.0\n<details>\n<summary>Release notes</summary>\n<p><em>Source\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump electron from 43.1.1 to 43.2.0 in /src/gaia/app…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-27T09:04:41Z",
          "body_truncated": true,
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        },
        {
          "oid": "7f56960501bc4461c5919ec4a5193f79cc57f50a",
          "body": "…on (#2477)\n\nInstalling an agent required the web UI — no CLI path, no daemon API —\nso a headless machine had no way to provision a sidecar. Adds catalog,\ninstall, install-status and uninstall to the daemon with `gaia hub\nlist|install|uninstall` on top, so the TUI, the CLI and the web UI share\none i\n[…]\n- [ ] `gaia hub install email --trust` → installs; `gaia hub list\n--installed` shows it\n- [ ] `gaia hub uninstall email` with the sidecar running → stops it\nfirst, or aborts loudly if the pid survives",
          "is_bot": false,
          "headline": "feat(daemon): install, uninstall and catalog hub agents from the daem…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T09:00:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "61ac101cb4118bc8aa0b43339362be9e1ecf57d4",
          "body": "The port plan was a list of capabilities, not a journey — it never said\nwhat a first-time user actually sees. This defines that end to end with\nemail as the driving case, and pushes back on the engineering plan where\nthe two disagree.\n\nThe finding that reshaped the plan: the readiness gate is not la\n[…]\nney.md` §7 (disagreements) against\n`docs/plans/email-agent-tui-port.md` §3b (accepted amendments) — they\nshould agree\n- [ ] Keybinding map matches what `hub/model.go` and `chat/model.go`\nactually bind",
          "is_bot": false,
          "headline": "docs(plans): design the TUI user journey around the email agent (#2480)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:55:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fd66ba95fbd231c9395f21032817f767a4ac6c66",
          "body": "…cs (#2479)\n\nThe agent could stream a **blank answer as success** after its worker\nhad died, and a bad inbox scan ceiling degraded quietly instead of\nstopping startup. Both now fail loudly.\n\nAlso settles two documentation contradictions at the source rather than\npatching the symptom: the package adv\n[…]\nhe wheel pip-installed)\n- [ ] Advertised eval score matches `SCORECARD.md` across README,\nCHANGELOG and EVALUATION\n- [ ] `CAPABILITY_MATRIX.md` verb count is derived, and regenerating\nproduces no diff",
          "is_bot": false,
          "headline": "fix(email): fail loudly on a dead worker and reconcile the package do…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:54:56Z",
          "body_truncated": true,
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        },
        {
          "oid": "1340b3b7a0086354306bc7b63b93b30056ef3377",
          "body": "…475)\n\nConfirmation-gated tools — send, forward, permanent delete, RSVP, shell,\nfile write — executed with **no prompt and no record** whenever an agent\nwas driven from a CLI or subprocess. The base handler answered yes on\nthe user's behalf, so the whole confirmation mechanism was inert outside\nthe \n[…]\nwith stdin piped: it is denied with an\nactionable message, not silently run\n- [ ] Same tool on a TTY: prompts, and empty input denies\n- [ ] `GAIA_AUTO_APPROVE_TOOLS=1` in a `.env` is ignored and warns",
          "is_bot": false,
          "headline": "fix(agents): actually ask before running confirmation-gated tools (#2…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:52:58Z",
          "body_truncated": true,
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        },
        {
          "oid": "5f283e1079f94b61f330f701a6785e0898e65d61",
          "body": "There was no way to exercise the TUI without a human at the keyboard,\nand no way for anyone to watch an assistant drive it. This adds a\nloopback control API to the live TUI plus an MCP server over it, so the\nsession a user is watching can be navigated, typed into, and asserted on\nin real time.\n\nIts \n[…]\neys, launch an agent\n- [ ] Cold start with no `~/.gaia/tui/control.json`; then `pkill -9` the\nTUI and confirm the stale file is rejected\n- [ ] A wait timeout reports what the screen actually contained",
          "is_bot": false,
          "headline": "feat(tui): control API + MCP server for driving the live TUI (#2478)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:51:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "12016d5de9f21a0dc387aae81a75c0e8a5f260e9",
          "body": "The TUI could only reach agents by spawning a local binary and trading\nJSON over a pipe. The email agent has been a daemon-managed HTTP sidecar\nsince #2191, so it appeared in the hub greyed out and could never\nactually run. This teaches the TUI to be a second thin client over the\ndaemon relay.\n\nAlso\n[…]\n out.txt` — out.txt\nholds only the answer, exit 0\n- [ ] Kill the daemon mid-stream: the run fails loudly rather than\nreporting success\n- [ ] First turn with no history sends `\"context\":[]`, not `null`",
          "is_bot": false,
          "headline": "feat(tui): stream agents over the daemon HTTP/SSE relay (#2476)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:36:48Z",
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        },
        {
          "oid": "554ef27c3bbc6576689f59a3386671f294c54821",
          "body": "…ython/gaia_agent_emr/dashboard/electron in the emr-dashboard-dependencies group (#2504)\n\nBumps the emr-dashboard-dependencies group in\n/hub/agents/emr/python/gaia_agent_emr/dashboard/electron with 1 update:\n[electron](https://github.com/electron/electron).\n\nUpdates `electron` from 43.1.1 to 43.2.0\n\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump electron from 43.1.1 to 43.2.0 in /hub/agents/emr/p…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-27T08:35:05Z",
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        {
          "oid": "4822e2ed344a8c4b556088a892ff030447c7b326",
          "body": "…ps/webui with 6 updates (#2505)\n\nBumps the agent-ui-dependencies group in /src/gaia/apps/webui with 6\nupdates:\n\n| Package | From | To |\n| --- | --- | --- |\n|\n[@testing-library/jest-dom](https://github.com/testing-library/jest-dom)\n| `6.9.1` | `7.0.0` |\n|\n[@vitejs/plugin-react](https://github.com/vi\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump the agent-ui-dependencies group in /src/gaia/ap…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-27T08:34:50Z",
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        {
          "oid": "3fc0d2e1ce3dc0672876ed940b234f0cc61520da",
          "body": "Bumps the github-actions group with 4 updates:\n[actions/labeler](https://github.com/actions/labeler),\n[actions/setup-python](https://github.com/actions/setup-python),\n[anthropics/claude-code-action](https://github.com/anthropics/claude-code-action)\nand [github/codeql-action](https://github.com/githu\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the github-actions group with 4 updates (#2506)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-27T08:34:35Z",
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          "oid": "47c2d1b2a8db97e34276e7123810187d0727f533",
          "body": "On headless Ubuntu, WSL, or over SSH, connecting a mailbox could tell\nthe user \"opening your browser to sign in\" while no browser had opened\nand nothing said so. `webbrowser.open()` returns `False` when no browser\nis registered rather than raising, and only exceptions were being\nhandled — so the lau\n[…]\nSSH), start a mailbox\nconnect and confirm the log names the failed launch and the\nauthorization URL is still offered\n- [ ] On macOS or Windows, confirm the browser still opens and no\nwarning is logged",
          "is_bot": false,
          "headline": "fix(connectors): surface a browser that never launched (#2507)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:34:11Z",
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          "oid": "1763606f1b43384511401f19fd3ec55326492174",
          "body": "…onversation (#2508)\n\nAn ordinary conversation could kill the agent outright. `faiss` and\n`torch` each link their own OpenMP runtime, and whichever loads second\naborts the process with `OMP: Error #15`. The memory mixin imports the\ncross-encoder (and so torch) lazily during hybrid search, so any ses\n[…]\nassed\n- [ ] Repro: use faiss, then call `_get_cross_encoder()` — warns and\nreturns None instead of SIGABRT\n- [ ] Hold a conversation with the email agent that accumulates history;\nthe sidecar survives",
          "is_bot": false,
          "headline": "fix(agents): stop the OpenMP double-init from killing the agent mid-c…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:33:28Z",
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          "oid": "56215070159d2e25d91c6d9ce72dd3e4ea1e2636",
          "body": "…t parser (#2493)\n\nAn agent could declare the minimum Lemonade Server version it needs and\n**nothing would ever read it**. The email manifest has carried\n`requirements.min_lemonade_version: \"10.2.0\"` for months, but\n`Requirements` had no such field, so the parser dropped it silently. Any\nreadiness c\n[…]\nt worth testing is\nthat the installed version clears every agent's floor — which\n`test_shipped_lemonade_pin_satisfies_the_agent_floor` already does for\nemail and could be generalized to all manifests.",
          "is_bot": false,
          "headline": "fix(hub): carry requirements.min_lemonade_version through the manifes…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-27T08:27:41Z",
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        {
          "oid": "02cf9984efd29f37a6631f90ad1c7a1d89b2850d",
          "body": "`gaia mcp serve --stdio` (the transport Claude Code uses via `claude mcp\nadd gaia-agent-ui … --stdio`) speaks JSON-RPC over stdout, but GAIA's\nconsole log handler also writes to stdout. Any log line emitted while\nhandling a request lands inside a protocol frame, the client rejects it,\nand every mess\n[…]\n.py::…faiss_missing`, which returns 200 in an env\nthat has FAISS installed — fails identically on clean `main`).\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(mcp): keep console logs off stdout in stdio transports (#2473)",
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          "committed_at": "2026-07-27T08:08:44Z",
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          "oid": "d6c02c2f76954ac387009028556430219657815e",
          "body": "Bumps the pinned Lemonade Server from v11.0.0 to v11.5.0. GAIA's\ninstaller and CI\nderive the Lemonade download URLs from `LEMONADE_VERSION` in\n`src/gaia/version.py`,\nso users running `gaia init` and the bundled desktop installer pick up\nthe new\nrelease. Loopback/localhost usage — how GAIA talks to L\n[…]\nsm win)\n\n---------\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": true,
          "headline": "chore(deps): bump Lemonade Server to v11.5.0 (#2424)",
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          "oid": "2898f1b53e63bb2edeb5d5c1a141d2dbfec28d45",
          "body": "…nd) (#2465)\n\nBatch email actions (archive / star / mark-read of several messages)\ndead-ended about half the time: the model would decorate the batch tool\ncall with a spurious `mailbox=` kwarg, the dispatcher correctly rejected\nit with a structured error (from #2450), but the agent loop then quietly\n[…]\nrify live on Gemma-4-E4B (per the\nacceptance criteria) that batch star/archive/mark-read requests\ncomplete, before merging.\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(agents): don't dedup errored mutation retries (#2464 batch dead-e…",
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          "committed_at": "2026-07-24T18:41:06Z",
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          "oid": "867bc677a5d1c7f05f9c9fb9952d56e35502aed4",
          "body": "…2458)\n\nThe #2163 bulk-undo feature works mechanically but was unreachable in a\nnormal two-turn \"archive several… then undo\" flow — the exact scenario\nit shipped for. Before: \"undo that\" with no id demanded an internal\nbatch uuid the user can't know, and the first attempt at fixing that\nstored the r\n[…]\n>\n\n---------\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: Tomasz Iniewicz <itomek@users.noreply.github.com>\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": true,
          "headline": "fix(email): recall last archive batch so undo reaches across turns (#…",
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          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T18:10:19Z",
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          "oid": "9073ec20a8eb6f5df5e11017a3c93d3e75ad96a9",
          "body": "Before: asking the Email agent to archive several inbox messages\n(\"Archive these three emails…\") failed silently — the model emits its\nids as a quoted, comma-joined string (`\"id1\",\"id2\",\"id3\"`), and\n`_coerce_ids` split on the comma without stripping the quotes, so Gmail\nrejected every id with \"Inval\n[…]\nhon/tests/test_coerce_ids_2455.py`.\n</details>\n\n---------\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: Tomasz Iniewicz <itomek@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(email): strip LLM quoting from ARCHIVE_MESSAGE_BATCH ids (#2457)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T18:03:12Z",
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          "oid": "529d11b1d65f84b930394db87661fac1f1b6d672",
          "body": "…t@v7) (#2461)\n\n## Why this matters\nEvery fork (external-contributor) PR currently gets **no automated\nreview** — `actions/checkout@v7` refuses to check out fork PR head code\nunder `pull_request_target` (its default `allow-unsafe-pr-checkout:\nfalse` pwn-request guard), so the review job dies at chec\n[…]\n)\n- [ ] Post-merge: re-trigger #2459 on `main` and confirm the review\nruns.\n- [ ] Evidence stage still skipped on fork PRs (`head.repo.fork ==\nfalse` gate intact — no fork code executed with secrets).",
          "is_bot": false,
          "headline": "ci(review): allow fork-PR checkout under pull_request_target (checkou…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
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          "oid": "524d328281d0e420c409b29f5ef9c0e5d0ee3a53",
          "body": "…ps (#2449)\n\nThe bulk-archive undo window was **30s** — calibrated for an instant UI\nbutton — but a chat-mediated multi-item archive runs through the LLM\ntool-loop and can take longer than that on a local model, so the \"undo\nwithin the window\" offer was already stale by the time the user could\nact. \n[…]\nhook for no-OAuth UI regression.\n\nCloses #2447\n\n---------\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: Tomasz Iniewicz <itomek@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(email-agent): make undo window configurable for chat-speed bulk o…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T12:45:02Z",
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        {
          "oid": "61dc3a1f33763939fac541fce301e2c705955aef",
          "body": "… -q (#2453)\n\nWhen Lemonade is unreachable, the email agent's streaming `/query` ended\nthe run with a generic **\"The agent finished without producing a final\nanswer\"** instead of the actionable message the agent loop had already\ncomputed — every `/query` client (CLI, `gaia api`, Agent UI) dropped th\n[…]\nt configured elsewhere). Worth a follow-up issue for\ncopy consistency; out of scope for this fix.\n</details>\n\nCloses #2444\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <itomek@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(email-agent): surface actionable Lemonade-down copy in gaia email…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T12:41:52Z",
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        {
          "oid": "d78115a97b845d79eaf811ebf7b730756b1c1eb7",
          "body": "… (#2452)\n\nA saved priority-sender preference could end up with `superseded_by`\npointing at **its own id** — the update-consolidation path dedups\nidentical content back into the same row and then marked that row\nsuperseded — so `recall(category=preference)` returned **0 results**.\nAsking \"what prior\n[…]\nssion](https://raw.githubusercontent.com/amd/gaia/m59-autofix-evidence/testing/2452/2446_linux_ui_recall.png)\n\nCloses #2446\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(memory): guard against self-supersede hiding recalled preferences…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T04:49:03Z",
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        },
        {
          "oid": "6bf96e56b0da6619af99cec52439a1e03073e294",
          "body": "A user with a working Gmail connection couldn't search or list it\nwhenever a stale Outlook/Microsoft connection was also present:\n`list_inbox` and `search_messages` fanned out over every connected\nmailbox with no per-provider isolation, so one broken token (e.g.\nMicrosoft `invalid_request` on refres\n[…]\nss cases fail on `main` and pass with\nthe fix. 74 related read-tool tests pass; lint (black/isort/flake8)\nclean.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(email-agent): isolate per-provider failures in read fan-out (#2451)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T04:13:40Z",
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        {
          "oid": "acd204004705bb213b1585d49f6908d9233f56e3",
          "body": "…2450)\n\nBefore: when the model hallucinated an argument a tool doesn't accept —\ne.g. `mailbox=` on `archive_message_batch`, which takes only\n`message_ids` — the bad kwargs reached `tool(**tool_args)` and raised a\nbare `TypeError` that the agent couldn't parse into anything\nrecoverable. After: the di\n[…]\ni._chat_helpers` are unrelated — they fail identically on `main`\nin this environment without the `[ui]` extras.)\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(agents): reject unexpected tool kwargs with a structured error (#…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T04:13:15Z",
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        {
          "oid": "f99ccaeaeba0640e3bb0edc5c9c3120b1789d786",
          "body": "…(#2442)\n\nBefore: on macOS, running the email agent in dev mode from a source\ncheckout (`GAIA_EMAIL_AGENT_MODE=dev`) failed to launch — the sidecar\nspawn errored with `ValueError: Empty module name` and `POST\n/v1/email/query` returned 502. Combined with the missing darwin\nuser-mode binary, the email\n[…]\nstody unit selection pass (549 passed, 73 skipped).\nLint (black/isort/flake8/pylint) clean on the touched files.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(daemon): drop --reload from dev-mode email sidecar spawn (macOS) …",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-24T04:12:51Z",
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        {
          "oid": "c23371782f469a6d7200d395d7ad21ddaa894332",
          "body": "…s (#2438)\n\nCloses #2406\n\n## Why this matters\n\nBefore: the email agent told users a newsletter was \"archived and\nremoved from your inbox\" when it was still sitting in the inbox — a\nfalse success — and a same-day \"from:X received today\" search came back\nempty for a message that was present and dated \n[…]\ns in impl +\nnormalizer + fake backend), so no `gaia eval agent` run is warranted by\nthis change. Not run here (shared Lemonade).\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(email-agent): verify archive left inbox + fix same-day search mis…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T03:03:57Z",
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          "oid": "3f6af0ff706963820c9870a71fff98eb6f987f94",
          "body": "…-up) (#2454)\n\nFollow-up to #2432 (which merged) addressing a post-merge review finding\non the `/query` Lemonade-down error classifier.\n\n**Before:** the classifier matched a bare `timeout` (and bare\n`unreachable`) in any exception's text. The Gmail/Outlook backends use\n`httpx` with their own timeout\n[…]\n/ `ConnectionRefusedError` / \"not reachable\"\ncases still classify as Lemonade-down (existing tests unchanged).\n- [x] `black --check` clean.\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(email): don't misclassify timeouts as Lemonade-down (#2139 follow…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T03:01:50Z",
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        {
          "oid": "9386e1b172bc27105cd761cdc8beee15f2c1cc6d",
          "body": "…403) (#2437)\n\nCloses #2403\n\n## Why this matters\n\nBefore: asking the email agent to \"draft a reply to rocm-ci@amd.com\" —\nor \"reply regarding SIC-4482\" — dead-ended on *\"I need a message ID or\nsubject line to proceed\"*, even though the sender address and the\nincident token each uniquely identify the \n[…]\no-match case → actionable \"not found\" copy.\n- Regression: the exact-subject / already-searched-id path still drafts\nin one step.\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(email-agent): resolve draft/reply target from sender or topic (#2…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T03:00:44Z",
          "body_truncated": true,
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        {
          "oid": "229e61da5a420741a19a6fb21eed645f4a641fa6",
          "body": "… (#2426) (#2435)\n\nCloses #2426\n\n## Why this matters\n\nAt autonomy `full`, one observe→decide→act cycle auto-archived a\nGmail-flagged **IMPORTANT** Google security alert\n(`no-reply@accounts.google.com`) along with newsletters — the local\nmodel mislabeled it as promotional clutter, and `full` auto-exe\n[…]\nmailbox is available)** — repeat with a\nhigh-importance Outlook message to exercise the `importance:high` →\n`IMPORTANT` mapping.\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(email-agent): never auto-archive IMPORTANT / security-sender mail…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T02:57:57Z",
          "body_truncated": true,
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        },
        {
          "oid": "e6ac57f906f2a452a75d39b357dc82d309cb4c7d",
          "body": "…hout the embedder (#2427) (#2434)\n\nCloses #2427\n\n## Why this matters\n\nTell the email agent \"always treat mail from newsletters@techcrunch.com\nas urgent\" and it replied \"successfully marked … going forward\" — but on\nany install where the embedding model isn't loaded, that rule was\nsilently dropped t\n[…]\n tool-selection behavior not tuned. Flagging rather\nthan running per milestone constraints; if the gate disagrees, run\nserially.\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(email-agent): persist preferences to state.db so they survive wit…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T02:40:06Z",
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        },
        {
          "oid": "4301c897bc8ee4b910c53a5dd4a001c641256384",
          "body": "…432)\n\nCloses #2139\n\n## Why this matters\n\nWhen the local LLM backend (Lemonade Server) is down or unreachable —\nthe single most common consumer failure — the email agent's streaming\n`/query` endpoint ended the run with the **raw `requests`/`urllib3`\nexception repr** as the terminal `error` detail. U\n[…]\n the actionable copy\nend-to-end.\n- [ ] Sanity: with Lemonade **up**, a normal `/query` still streams a\n`final` (no false-positive rewrite).\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(agent-email): actionable copy for Lemonade-down /query errors (#2…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T02:29:01Z",
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        {
          "oid": "1bb2cccd027f1609ceb2b010f8fd8457572e95cb",
          "body": "…S (bad PYTHON_KEYRING_BACKEND) (#2443)\n\n## Why this matters\n\nRunning the email agent in dev mode on macOS crashed with an opaque `502\n\"Failed to start the email agent for this query: Empty module name\"`,\nblocking milestone-59 Agent-UI validation on macOS. The culprit was\n**not** the daemon's dev-mo\n[…]\nule name\" 502)\n- [ ] Agent UI can drive the email agent in dev mode on macOS\n- [ ] `python -m pytest tests/unit/connectors/test_keyring_guard.py\ntests/unit/test_agent_sidecar_manager.py`\n\nCloses #2441",
          "is_bot": false,
          "headline": "fix(daemon/email-agent): dev-mode sidecar 'Empty module name' on macO…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T02:22:51Z",
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        {
          "oid": "7a44bfd506373b61084b7345c590f5b05eda7af2",
          "body": "…atch handle (#2439)\n\nCloses #2163\n\n## Why this matters\n\nWhen the email agent bulk-archived messages by looping the single\n`archive_message` tool (\"archive all suggested promos\"), each archive\nstarted its **own** 30-second undo clock. During a ~26-second run the\nearliest items' undo windows had alre\n[…]\nCLI (`gaia email`)**: same bulk-archive-N flow; verify\n`undo_archive_batch` restores all items after a multi-second run.\n- Verify send/forward/delete remain confirmation-gated (send-floor\nunaffected).",
          "is_bot": false,
          "headline": "fix(email): bulk-archive undo survives the whole run via a per-turn b…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T02:22:21Z",
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          "oid": "5101b853876662df8bc3159f2d830880c2cd2da0",
          "body": "…er (#2436)\n\nCloses #2388\nCloses #2159\nCloses #2304\n\n## Why this matters\n\nWhen the Agent UI runs the email agent as a background sidecar, the\ndaemon handed it a short-lived Google/Microsoft access token **only at\nspawn time** and never sent a fresh one. Once that token expired (~1h;\nobserved dying a\n[…]\n the sidecar\nruns; confirm the stale forward is withdrawn and the agent surfaces the\nloud \"reconnect\" error rather than limping.\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(daemon): re-forward OAuth tokens on expiry so sidecars self-recov…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T02:20:57Z",
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        {
          "oid": "55010368dcaa1742a3c594d1008c8f29bf8ea8a9",
          "body": "…l' (T14) (#2433)\n\nCloses #2428\n\n## Why this matters\n\nAsking the email agent to file messages under a label you already have —\n\"label these as `GAIA-FIXTURE`\" — failed with `Invalid label:\nGAIA-FIXTURE`, even though the agent had *just* listed `GAIA-FIXTURE` as\nyour only custom label. Gmail addresse\n[…]\nation\nsurface (the only prompt-facing touch is the four tool docstrings' \"name\nor id\" wording). No LLM-behavior surface changed.\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
          "is_bot": false,
          "headline": "fix(email-agent): applying an existing label fails with 'Invalid labe…",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-24T02:19:36Z",
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          "body": "Before this change, a chat user who asked the Email agent to send a\nreply hit a developer-facing wall: the approval card showed a raw\n`send_now: body=…, subject=…, to=…` dump, and the assistant's \"guidance\"\ntold them to make HTTP POSTs to `/v1/email/draft` + `/v1/email/send` and\nname-dropped \"epic d\n[…]\nhange. This is a pure-string,\nuser-facing change with no LLM-prompt surface touched, so no eval run is\nrequired.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "…app rejection (#2391)\n\nSince v0.23.0 the Microsoft connector defaults to the `common` OAuth\ntenant, which accepts both personal and work/school accounts — but an\nAzure app registration scoped to *personal accounts only* is rejected on\nthat endpoint with `AADSTS9002346`. Before this change, `gaia co\n[…]\nonsumers` and the\npersonal-account explanation. All 11 device-flow tests pass; lint\n(black/isort/imports) clean.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "Before: opening an email chat with **zero mailboxes connected** crashed\nat agent construction — `EmailTriageAgent.__init__` resolved mail\nbackends eagerly, so a fresh no-connector session raised\n`ConfigurationError`, which the REST layer turns into an HTTP 502\n*before* the LLM loop ever starts. Conv\n[…]\n prose\n— a prompt-adherence nit unrelated to this change.\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: Tomasz Iniewicz <itomek@users.noreply.github.com>",
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          "body": "…2402)\n\nOn load, the Agent UI fired a false **\"LLM context window is too small\n(0 tokens; 32,768 required)\"** banner even against a healthy backend —\nand \"Check Again\" never cleared it. Lemonade reports a context size of\n`0`/absent until the model's real context is populated, but the status\nroute tr\n[…]\n lint check\nand `test_perf_analysis.py` collection fail on clean `main` too —\npre-existing env gaps, unrelated.)\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "Before: asking the Email Triage agent \"which mailbox are you connected\nto?\" returned a generic capability blurb (\"I can connect to Google and\nMicrosoft…\") and never named the actually-connected account — the model\nwas answering from the system prompt because no tool could read real\nconnection state.\n[…]\n\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: kovtcharov-amd <kalin.ovtcharov@amd.com>\nCo-authored-by: Tomasz Iniewicz <itomek@users.noreply.github.com>",
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          "body": "…djacent ops (#2421)\n\nDogfooding the PR-review evidence stage on real PRs surfaced two gaps.\nBefore: a UI-backed PR (#2402, touching `src/gaia/ui/routers/system.py`)\nproduced **zero** evidence because the prompt let the agent defer the\nwhole PR to the strix-halo lane — even though the banner sits on\n[…]\nending strix-halo lane\") plus a **Spot regression** subsection.\n- [ ] Confirm the run stays leak-clean (env/token scan) and green.\n- [ ] `actionlint .github/workflows/claude-run.yml` — passes locally.",
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          "body": "… (#2390)\n\nBefore: a custody `POST /host/v1/rag/query` caller could send `k: -1`\nand get their **entire** corpus back in one response (SQLite turns a\nnegative `LIMIT` into \"no limit\"), or send `k: null` / a non-integer and\ncrash the endpoint with an uncaught `TypeError` (500). After: `k` is\nvalidate\n[…]\nll three files. (The repo's `--imports` lint check\nfails identically on clean `main`, unrelated to this change.)\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "…2389)\n\nWhen the Agent UI starts with no update feed configured (the\n`NO_CHANNEL` state) and a feed is turned on later, the first update\ncheck runs — but the recurring 4-hour background check never armed, so\nauto-update silently stopped checking forever. After this fix, the\nperiodic scheduler arms t\n[…]\nbuild by\nstarting with no feed, configuring one, and confirming background checks\nresume after the interval before merging.\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "…2398)\n\nInstalled-agent cards (e.g. \"Email Triage\") rendered center-aligned on\nthe welcome/home screen but left-aligned on the standalone Agent Hub\ntab. The home screen embeds the hub inside a centered hero wrapper, and\nthe card's text elements had no explicit alignment, so they inherited\n`text-alig\n[…]\nrd keeps its\ncentered layout — its own `text-align: center` (specificity 0,2,0)\noverrides the base rule (0,1,0).\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "… load (#2394)\n\nThe host-owned model-slot broker only held its lease around the model\n**load**, then released it before the `/chat/completions` request fired.\nWith the slot free, a second sidecar could acquire the lease and load a\ndifferent model — **evicting the first sidecar's model while it was\ns\n[…]\nes are pre-existing/environmental (no `pip` in the uv\nvenv; a memory-router env test) and don't touch this code.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "On a no-NPU box with a capable GPU (e.g. a Radeon RX 7900 XTX),\nfirst-run setup's Hardware check showed a warning that (1) said \"**This\nagent** requests an NPU…\" when no agent has been chosen yet, and (2)\ntold the user to \"Ensure your Ryzen AI NPU driver is installed\" — wrong\nadvice on a dGPU that h\n[…]\nps remediation, still no \"agent\").\n\nVerified: 40/40 tests in both files pass; `python util/lint.py --all`\ngreen.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "body": "…ce (#2376)\n\n## Summary\nMakes GAIA's real-world-testing philosophy **binding**: the gaia-testing\nskill maps each changed surface to the evidence a PR must show, and\nREVIEW.md + the PR template enforce it — including that **screenshot\nevidence is embedded in the PR description** (this PR dogfoods tha\n[…]\ngent** — same Agent UI code path, same proof. Its error was\nself-documenting (the pattern this PR adds to the skill).\n</details>\n\n---------\n\nCo-authored-by: Tomasz Iniewicz <heaters-nays0p@icloud.com>",
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          "body": "…yet wired (#2392)\n\nThe email agent's autonomy docs advertised a learning loop where\naccepting or leaving a suggestion standing *raises* trust and the agent\n\"gets quieter\" for that sender/category over time. That path was never\nwired: no production code calls `record_autonomy_outcome(positive=True)`\n[…]\nl is affected; the Import Validation lint failure\nreproduces on `main` and is unrelated to these Markdown edits.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "docs(email): correct earn-trust claim — positive-outcome accrual not …",
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          "body": "…down (#2393)\n\nIn headless/scheduled autonomy (`GAIA_EMAIL_AUTONOMY_ENABLED=true`), the\nscheduler tears down and rebuilds the email agent between fires. Before\nthis change the re-proposal dedup guard didn't survive that teardown, so\nthe same still-in-inbox message was proposed again on **every** fir\n[…]\ngent dependency stack, so the pytest suite\n(including the new regression test) should be run in CI before merge.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(email): commit autonomy dedup INSERT so it survives headless tear…",
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          "body": "A sidecar whose spec has no `grant_agent_id` used to get an opaque HTTP\n500 from the forward-all endpoint instead of a `403 Forbidden`. The\n`NotGrantedError` is raised inside `forward_all` *before* its\nper-provider loop (during grant resolution), and the route only caught\n`UnknownAgentError`, so it \n[…]\nd and passes with it applied. Full\n`tests/unit/test_daemon_forward.py` (18 tests) passes; lint (`--all`)\npasses.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
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          "headline": "fix(daemon): map NotGrantedError to 403 in forward_all route (#2395)",
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          "body": "…it (#2373)\n\nCloses #2358\n\n## Why this matters\n\nAfter a plain `pip install amd-gaia`, `gaia chat` — the command `gaia\ninit` recommends next — fails: the chat agent is published through\nneither channel and `gaia init` never installs it. Fixing that surfaced\na deeper bug: a hub-installed **wheel** age\n[…]\n `.pth` write\nlanded in the throwaway venv, not the test runner's. This is the exact\nbug class AC-6 exists to catch (the original shipped because dev/CI\nalways had chat editable-installed).\n</details>",
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          "headline": "fix(hub): importable CLI wheel agents + chat distribution via gaia in…",
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          "body": "Fixes #2347.\n\n## Why this matters\n\nA headless Debian user installed the v0.22 `.deb`, ran `gaia email -q\n\"...\"`, and got `Email sidecar binary unavailable in user mode: cannot\nread binaries.lock.json ... This manifest ships with the email agent\npackage; reinstall/rebuild it if it is missing.` — a de\n[…]\nteps are in\n`docs/testing/issue-2347-verified-steps.md` (not posted to the public\nissue).\n\n---------\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>\nCo-authored-by: Kalin Ovtcharov <kalin@extropolis.ai>",
          "is_bot": false,
          "headline": "fix(sidecar): actionable user-mode binary error (#2347) (#2357)",
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        },
        {
          "oid": "bfc0f5b88ff33b419345e6b812dc1f08106a31bf",
          "body": "…lidation (#2368)\n\nA present, working AMD Radeon dGPU (e.g. RX 7900 XTX on Ubuntu) was\nrejected: any `device: \"gpu\"` request — the Agent UI's per-session\ndefault and CLI `--device gpu` — raised `HardwareRequirementError` and\nforced a CPU fallback, even though Lemonade saw and used the GPU fine.\nAfte\n[…]\nlated device suites (79 passed); black/isort/flake8 clean.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>\nCo-authored-by: Kalin Ovtcharov <kalin@extropolis.ai>",
          "is_bot": true,
          "headline": "fix(lemonade): recognize grouped amd_gpu/nvidia_gpu device keys in va…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-21T19:02:55Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "0553c8b0883fd4925a4d8e9f6e1102c0ce70a56c",
          "body": "…led driver (#2363)\n\nTurn on full autonomy and the Email agent handles your inbox for you: it\ntriages and files low-signal mail on its own, **always checks in before\nanything destructive or irreversible** (send, forward, permanent-delete,\nRSVP, quarantine), and **learns from you** so it gets more pe\n[…]\nupervised path (cross-process, with #2156).\n- npm thin-client CLI `gaia email autonomy …` + Agent-UI activity-feed\npanel over the REST surface.\n\n---------\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "feat(email): full autonomy — earn-trust engine, learning loop, schedu…",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T18:21:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0284300bfd544e8d1d68bcc7f71e41789d6ec5b2",
          "body": "…e sign-in (#2364)\n\n## Why this matters\n\nBefore: GAIA's email agent could only reach **personal** Outlook.com\nmailboxes — the Microsoft connector was pinned to the `consumers`\ntenant, so any **work/school (Microsoft 365 / Entra ID)** account was\nrejected before a token was ever issued. A corporate u\n[…]\nail.Send` then `gaia email -q \"Triage my\ninbox\"` returns a triage of the Outlook mailbox.\n\n---------\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>\nCo-authored-by: Kalin Ovtcharov <kalin@extropolis.ai>",
          "is_bot": false,
          "headline": "feat(connectors): support work/school Outlook + zero-setup device-cod…",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T18:21:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1aaba5cc8a0c323dd9dd465464f8f62192929528",
          "body": "…ist (#2343)\n\n## Why this matters\n\nThe hub tar-slip (CWE-22, #2342) shipped even though bandit flagged it —\nbecause a `# noqa: S202 - hub artifacts are trusted` silenced the\nwarning, and both bandit and the weekly audit read that suppression as a\nsettled, accepted decision. Any `# noqa: S<n>` / `# n\n[…]\nMerge conflicts with `main` resolved (both gates unified in one\nmodule; lint steps renumbered to 11)\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>\nCo-authored-by: Kalin Ovtcharov <kalin@extropolis.ai>",
          "is_bot": false,
          "headline": "feat(lint): require security suppressions to be reviewed in an allowl…",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T17:43:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "19b1a4c51e58eb51a1de655c700a427bf9c07d8b",
          "body": "…2349)\n\n## Why this matters\n\n`test_connection_stopped_after_running_raises_again` fails\nintermittently on CI (seen on the macOS smoke runner: `StopFailedError:\nagent 'toy' sidecar pid 4321 survived the tree-kill`). It's a false\nfailure that blocks unrelated PRs and erodes trust in the suite — the\npr\n[…]\nhe runner) reproduces the `StopFailedError`; the\nfix's `pid_exists → False` patch neutralizes it while `stop()` still\nsucceeds\n- [x] `black`/`isort` clean\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "test(daemon): de-flake sidecar stop test on the pid-liveness check (#…",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T17:41:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "174e9d0cd1b88069fcca1fac1e2a80e651036b96",
          "body": "…class → separable profiles (#2323) (#2362)\n\nCloses #2323\n\n## Why this matters\n\n`chat`, `doc`, and `file` were never three agents — they were **one\n2,258-line class** with a runtime `if profile == …` switch, a manifest\nthat advertised **0 tools** (it has dozens) plus a REST server and an\nMCP server \n[…]\np, out of scope\nhere.\n- The `#2316` fail-loudly work is scoped here to the **6 chat-package\nsites only**; `#2308` manifest-v2 conformance and `#2313` per-tool\nbehavioral tests are separate.\n</details>",
          "is_bot": false,
          "headline": "refactor(chat): extract ProfileSpec, honest manifest, lazy RAG — one …",
          "author_name": "Tomasz Iniewicz",
          "author_login": "itomek",
          "committed_at": "2026-07-21T17:39:17Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "57f970b09cad3cd51c0a97a3c2d05dac16a763f9",
          "body": "## Why this matters\n\nSecurity now has a dedicated workflow (`claude-security-audit.yml`, PR\n#2346). Keeping a general \"security lens\" as one of five sampled\ndimensions in the weekly audit is exactly what missed the hub tar-slip —\nand this audit files to a **public** triage issue, which is the wrong\n\n[…]\ntriage issue with four\ndimensions and no security section\n\nDepends conceptually on #2346 (the dedicated security workflow) but is\nindependently mergeable.\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "chore(audit): drop the security dimension from the weekly audit (#2348)",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T17:30:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2318104072f1cafedb5fed723d0e1e1355a56563",
          "body": "… tooling (#2346)\n\n## Why this matters\n\nThe weekly audit's single general \"security lens\" missed the hub\ntar-slip (CWE-22, #2342): it sampled a large repo in one pass and read a\n`# noqa: S202 - hub artifacts are trusted` comment as a settled\ndecision. This adds a **dedicated** security audit that fi\n[…]\nfrom\n`claude-weekly-audit.yml` + its skill/plan docs.\n- Enable the bandit-HIGH blocking gate after the 18 pre-existing HIGH\nfindings are fixed.\n\n---------\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "feat(security): proactive Claude security-audit workflow + CVSS/SARIF…",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T17:30:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d605caec185d2488d36c7419a8e45c2b6e6e71dd",
          "body": "…344)\n\n## Why this matters\n\nGAIA documents `--allowed-paths` as a security sandbox for agent file\ntools, but it only ever restricted **writes**. `read_file` (and three\nsibling read tools) in `FileSearchToolsMixin` called `open()` directly\nwith no allowlist check, so an agent could read **any file th\n[…]\nhanged files\n- [x] Researcher PoC re-run against patched code → bypass no longer\nreproduces (read returns \"Access denied\", write still blocked)\n\n---------\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "fix(security): enforce --allowed-paths sandbox on file read tools (#2…",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T12:39:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1c8a91c9d8bd4fcdecf119eaa0837afe02109c69",
          "body": "…e HIGH gate (#2350)\n\nBandit ran warning-only, so 18 pre-existing HIGH-severity findings sat\nunblocked in core paths (CLI, subprocess helpers, MCP stdio transport,\nLemonade launch). Before: a new `shell=True` injection site or weak-hash\nregression would pass lint and ship. After: all 18 are fixed (1\n[…]\nthe converted `netstat` detection + `taskkill` args-list finds and kills\nit and frees the port\n- [x] `black`/`isort` clean on all changed files\n\n---------\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "fix(security): remove pre-existing bandit HIGH findings and enable th…",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T12:39:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4b5c16b713e7b0e2b78d6a4e81d7c5784eb5b6d5",
          "body": "## Why this matters\n\nThe terminal-hub / sidecar architecture work (milestone #45) added new\ncode surfaces the auto-labeler didn't know about, so PRs touching the Go\nTUI, the daemon supervisor, or the agent sidecar contract landed\nunlabelled and had to be triaged by hand. This teaches `actions/labele\n[…]\n`sidecar` label.\n\nNo change to `auto-label.yml` — it's generic (`actions/labeler@v6`, no\nper-label config), so the new rules take effect on next PR event.\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "ci(labeler): add tui/daemon/sidecar auto-label rules (#2356)",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-21T12:38:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a905b05792ab75938b36e82624f54c24eddbeae5",
          "body": "Bumps the github-actions group with 2 updates:\n[actions/checkout](https://github.com/actions/checkout) and\n[anthropics/claude-code-action](https://github.com/anthropics/claude-code-action).\n\nUpdates `actions/checkout` from 6 to 7\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the github-actions group with 2 updates (#2341)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T20:45:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b3f793af5b7ac8158c2e63ee17791166286897b4",
          "body": "…ill (#2337)\n\nRoutingAgent's `_create_agent_with_defaults` picked `\"python\"` for an\nunknown language and called it \"the safest option\" — but the very next\nstep, `_enforce_typescript_only`, raises `SystemExit(1)` for anything\nthat isn't TypeScript/Next.js. So the documented safe fallback\nterminated t\n[…]\nter is an LLM-behavior change that\nrequires an eval run per the repo's eval policy — both left for a\nmaintainer.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(routing): default unknown language to TypeScript, not a process k…",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-20T20:45:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "48286dbd00eea6a84329a4e57aaffe4fa7f11127",
          "body": "When `gaia init` couldn't install pip extras automatically, it printed a\nbroken, un-actionable fallback: `Please run: uv pip install \"amd-gaia\"`\n— with the `[rag]` extras silently dropped. Following that command\ninstalls the base package with **no extras**, so the user is stuck. The\ncause is that th\n[…]\nh itself is intended behaviour),\nbut they now get a correct manual command instead of one that installs\nnothing.\n</details>\n\nCo-authored-by: claude[bot] <41898282+claude[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "fix(init): stop Rich eating bracketed tokens in gaia init output (#2340)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-20T20:44:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "638a76439a3f4e9a1a9ed0491875e742fa87a100",
          "body": "…#2338)\n\nAnyone porting a hub agent today has three skills for the *end* of the\njob — build a new agent, cut a release, add a scorecard — and nothing\nfor the middle: taking an agent that already exists to a state where\npublishing it is honest. The result is that \"the code works, it just\nneeds docs\" \n[…]\nhecking `docker\n--version` (the binary) rather than the daemon. Both verified at HEAD\nand filed to #2325.\n- [ ] Reviewer sanity-check: does Phase 0 (PORT/MERGE/DISCARD) read as\ngating, or as optional?",
          "is_bot": false,
          "headline": "docs(skills): add porting-agent-to-hub — the legacy-agent port flow (…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-20T20:44:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2c00b55e7b623ca5d876038934fd9b6bfa00c6b",
          "body": "## Why this matters\n\nInstalling a native (C++) agent from the hub extracted the downloaded\narchive without checking where each member wanted to land — only the\narchive's own filename was sanitized. A malformed or malicious archive\ncould therefore write files **outside** the agent's\n`~/.gaia/agents/<\n[…]\nde the install dir)\n- [x] `python -m bandit src/gaia/hub/installer.py -ll` — 0 High\n(previously flagged the extraction call)\n- [x] `black` / `isort` clean\n\nCo-authored-by: Ovtcharov <kovtchar@amd.com>",
          "is_bot": false,
          "headline": "fix(hub): harden agent-archive extraction against path traversal (#2342)",
          "author_name": "kovtcharov-amd",
          "author_login": "kovtcharov-amd",
          "committed_at": "2026-07-20T20:16:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a441765672e2e4e7d00ee3056323cfaed95a848c",
          "body": "`GAIA CLI Tests (All Platforms)` has posted a red ❌ on every push, PR,\nand merge-queue entry since 2026-07-07 — a 0-second failure with zero\njob records. The file declared `test-docqa-agent` and\n`test-routing-agent` twice, and GitHub rejects duplicate job keys while\nbuilding the run graph; because a\n[…]\nCode Quality Checks` expands and executes;\npreviously it produced no job record at all\n- [ ] Reviewer: confirm the red `GAIA CLI Tests (All Platforms)` check\nstops appearing on new PRs once this lands",
          "is_bot": false,
          "headline": "fix(ci): repair the startup-failing GAIA CLI aggregate workflow (#2307)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-19T01:49:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0835a25091a7bea16e62342d9ef1610f9eaf8f53",
          "body": "…un (#2306)\n\nThree CI safety nets have been reporting on work they never did.\n\nThe **Weekly Eval** has never once run an eval. Its caller claimed the\nsame `lemonade-eval` concurrency group as the reusable workflow it\ncalls, and a called workflow's concurrency is evaluated in the caller's\ncontext — s\n[…]\nworkflow stops reporting\n`cancelled` — **please confirm whether it is decommissioned or a 4-month\noutage nobody noticed**, since the monitor has been blind this whole\ntime and could not have told you.",
          "is_bot": false,
          "headline": "fix(ci): make the weekly eval and runner heartbeat monitor actually r…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-19T01:49:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "977c158fe3b4971bb00557d9bedaddca906e5886",
          "body": "… tree (#2295)\n\nFollow-up to #2060, which moved hub packages to\n`hub/agents/<id>/<lang>/`.\n\nAnyone scaffolding a new agent for this repo got a package in the wrong\nplace, with no supported way to fix it. `gaia agent init` was never\ntaught the new layout: `--output` always appends the agent id as the\n[…]\nts/my-agent/python`.\n- [ ] `python util/lint.py --all` clean.\n- [ ] `git grep -rn \"hub/agents/python\\|hub/agents/npm\" -- .\n':!docs/releases/'` returns nothing; historical release notes left\nuntouched.",
          "is_bot": false,
          "headline": "fix(cli): add --layout hub to gaia agent init for the agent-first hub…",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-19T01:40:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "558a73e6cd53526cd64a467d36703453c96ebb06",
          "body": "Bumps the github-actions group with 3 updates:\n[actions/setup-node](https://github.com/actions/setup-node),\n[actions/setup-go](https://github.com/actions/setup-go) and\n[anthropics/claude-code-action](https://github.com/anthropics/claude-code-action).\n\nUpdates `actions/setup-node` from 6 to 7\n<detail\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump the github-actions group with 3 updates (#2294)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-19T00:17:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f8bff000290f503fb87f918f2646cec0dc5469a4",
          "body": "…dependencies group (#2292)\n\nBumps the root-npm-dependencies group with 1 update:\n[electron](https://github.com/electron/electron).\n\nUpdates `electron` from 43.1.0 to 43.1.1\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/electron/electron/releases\">electro\n[…]\n/details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Kalin Ovtcharov <kalin@extropolis.ai>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump electron from 43.1.0 to 43.1.1 in the root-npm-…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-19T00:17:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb179e321ec316edab81d16fc1698482d5bd5f20",
          "body": "Consolidating every agent onto `Gemma-4-E4B-it-GGUF` is an LLM-affecting\nchange, and CLAUDE.md requires `gaia eval agent` runs against the\ncommitted baselines for exactly that class of change — but no CI job ran\nthem, because they need Lemonade on real AMD hardware. Today the\nconsolidation could mer\n[…]\nso; regenerating\nthe baselines on the runner would fix it properly.\n- `gemma-4-e4b-d71cd914` is the only baseline covering all three\ncategories. `gemma-4-e4b-95e4b372` is newer but `rag_quality`-only.",
          "is_bot": false,
          "headline": "ci(eval): gate the Gemma-4-E4B consolidation on agent evals (#2283)",
          "author_name": "Kalin Ovtcharov",
          "author_login": "kovtcharov",
          "committed_at": "2026-07-19T00:17:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6b2aa2db85d53a20dc0d9df4b70781503e115b4d",
          "body": "…s/jira/webui in the jira-app-dependencies group (#2291)\n\nBumps the jira-app-dependencies group in /src/gaia/apps/jira/webui with\n1 update: [electron](https://github.com/electron/electron).\n\nUpdates `electron` from 43.1.0 to 43.1.1\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhr\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump electron from 43.1.0 to 43.1.1 in /src/gaia/app…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-19T00:15:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5837bdac99f25206017b16948c56ce32c449b1fc",
          "body": "…s/example/webui in the example-app-dependencies group (#2290)\n\nBumps the example-app-dependencies group in /src/gaia/apps/example/webui\nwith 1 update: [electron](https://github.com/electron/electron).\n\nUpdates `electron` from 43.1.0 to 43.1.1\n<details>\n<summary>Release notes</summary>\n<p><em>Source\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump electron from 43.1.0 to 43.1.1 in /src/gaia/app…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-19T00:15:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
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              "packages": [
                "amd-gaia",
                "github.com/amd/gaia"
              ],
              "ecosystems": "go, pypi",
              "any_deprecated": false,
              "min_days_since_publish": 10
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "2 package(s) on go, pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 2,
                      "ecosystems": "go, pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 10 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 10
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "61 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 61
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "70 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 70
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": ".pylintrc",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".pylintrc"
                    }
                  }
                ],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "ai",
                "amd",
                "genai",
                "ryzenai",
                "agents",
                "aipc",
                "local",
                "privacy"
              ],
              "has_wiki": true,
              "homepage": "https://github.com/amd/gaia",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://github.com/amd/gaia",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "8 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 8
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 66,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "name": "Security posture",
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            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 57,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "dangerous workflow patterns detected",
                "points": 0,
                "status": "missed",
                "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 30 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 2",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 7",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "4 out of the last 5 releases have a total of 4 signed artifacts.",
                "points": 4.5,
                "status": "partial",
                "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": "126 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:amd-gaia@0.22.0 runtime dependency closure — what installing the published package pulls in — 70 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:amd-gaia@0.22.0",
                  "assessed": 70
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 70,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 70,
              "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": 7
            },
            "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
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 83,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
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              "legible_history_share": 1,
              "agent_instruction_files": [
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                "CLAUDE.md"
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              "agent_instruction_max_bytes": 61269
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/copilot-instructions.md, AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "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": "58 of 58 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
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                    "code": "legible_history",
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                      "sampled": 58
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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                "package-lock.json",
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              "has_dockerfile": true,
              "typed_language": false,
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              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
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                "src/vscode/gaia/tsconfig.json",
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              "agent_commit_share": 0.29,
              "toolchain_manifests": [
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              "dependency_bot_commit_share": 0.12
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            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "tui/Makefile",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "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": ".pylintrc",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "hub/agents/email/npm/tsconfig.json, src/gaia/apps/webui/tsconfig.json, src/vscode/gaia/tsconfig.json, website/tsconfig.json, workers/agent-hub/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "hub/agents/email/npm/tsconfig.json, src/gaia/apps/webui/tsconfig.json, src/vscode/gaia/tsconfig.json, website/tsconfig.json, workers/agent-hub/tsconfig.json"
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "29 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "agent_authored_commits",
                    "params": {
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                      "sampled": 100
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "12 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 12,
                      "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 2",
                "points": 2,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 321331,
              "source_files_sampled": 1599,
              "oversized_source_files": 50
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (hub/agents/email/npm/tsconfig.json, src/gaia/apps/webui/tsconfig.json, src/vscode/gaia/tsconfig.json, website/tsconfig.json, workers/agent-hub/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "hub/agents/email/npm/tsconfig.json, src/gaia/apps/webui/tsconfig.json, src/vscode/gaia/tsconfig.json, website/tsconfig.json, workers/agent-hub/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "50/1599 source files over 60KB",
                "points": 53.3,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1599,
                      "oversized": 50
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "example",
                "examples",
                "notebooks"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "example, examples, notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "example, examples, notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T19:49:49.207356Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/amd/gaia.svg",
  "full_name": "amd/gaia",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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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, Go.