Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 18:34 UTC

huangjunsen0406 / py-xiaozhi

Open-source AI assistant ecosystem with MCP integrations, multimodal workflows, IoT support, and cross-platform voice interaction.

Python · QMLMIT★ 3,423 stars⑂ 712 forkssince Feb 2025View on GitHub ↗
#esp32#esp32-s3#xiaozhi-esp32#mcp#mcp-server#python#cross-platform#edge-computing#embodied-ai#iot#mcp-client#multi-modal#raspberry-pi#robotics#voice-assistant

huangjunsen0406/py-xiaozhi holds a health index of 61 out of 100, placing it in the Moderate band. It scores highest on Vitality (86/100) and lowest on Security (24/100). It was last updated today. A single contributor accounts for most of its recent work.

61
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

61
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

Junsen HuangPersonal account
142 followers112 public repossince Jun 2020

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
npmdocuments—00—

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

86Excellent · 22% of overall

Development activity

83Good
How it's scored
36/36Push recency — last push 0 days ago
19.4/36Commit cadence — 28/52 weeks with commits
18/18Commit volume — 397 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year397
human_commit_share1
days_since_last_push0
active_weeks_last_year28

Release discipline

90Excellent
How it's scored
27/27Ships releases — 22 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count22
latest_release_tagv2.1.1
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases8

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

61Moderate · 18% of overall

Popularity & adoption

90Excellent
How it's scored
57.3/60Stars — 3,423 stars
23.8/25Forks — 712 forks
8.4/15Watchers — 34 watchers
Inputs used
forks712
stars3,423
watchers34
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Ecosystem adoption (downloads)

1Critical
How it's scored
0/80Monthly downloads — 0 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesdocuments
dependents—
ecosystemsnpm
total_downloads—
monthly_downloads0
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

58Moderate · 24% of overall

Maintainer resilience (bus factor)

27Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.4/22.5Commit distribution — top contributor authored 94% of commits
13.5/13.5Contributor breadth — 19 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled19
top_contributor_share0.936

Issue & PR responsiveness

78Good
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
31.5/38.3PR acceptance — 84/102 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/9 approved changesets -- score normalized to 0
Inputs used
merged_prs84
open_issues0
closed_issues206
issue_closed_ratio1
closed_unmerged_prs18

Ownership & stewardship

63Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
15.5/25Owner reach — 142 followers of huangjunsen0406
25/25Track record — 112 public repos, account ~6 yr old
Inputs used
followers142
owner_typeUser
is_verified—
owner_loginhuangjunsen0406
public_repos112
account_age_days2,240
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

75Good
How it's scored
25/25Published & resolvable — 1 package(s) on npm
0/35Publish recency — no data
4/20Version history — 0 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesdocuments
ecosystemsnpm
any_deprecatedno
min_days_since_publish—
Excluded from scoring (no data or not applicable): Publish recency. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

68Moderate · 20% of overall

Engineering practices

64Moderate
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — .flake8
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

75Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://huangjunsen0406.github.io/py-xiaozhi/
10/10Repository description
10/10Topics — 15 topics
10/10Wiki
Inputs used
topicsesp32, esp32-s3, xiaozhi-esp32, mcp, mcp-server, python, cross-platform, edge-computing, embodied-ai, iot, mcp-client, multi-modal, raspberry-pi, robotics, voice-assistant
has_wikiyes
homepagehttps://huangjunsen0406.github.io/py-xiaozhi/
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

24Critical · 16% of overall

Security posture

21Critical
How it's scored
0/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/9 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 94 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate2.1
Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.

Dependency advisories

35At risk
How it's scored
4.3/35Direct dependencies free of known advisories — 5 affected: aiohttp 3.13.2 (critical 9.1), cryptography 46.0.3 (critical 9.8), pillow 12.1.0 (critical 9.1), +2 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
21.8/40No advisories left outstanding — 4 advisory-carrying package(s) unaddressed past 90 days; oldest published 201 days ago
Inputs used
sourceosv
advisories137
affected_packages17
assessed_packages354
unassessed_packages33
affected_by_severitycritical 6, high 3, moderate 7, low 1
direct_affected_packages5
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 354 resolved dependencies against OSV. 33 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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.

56Moderate · 0% of overall

Agent context & guidance

40At risk
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

56Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .flake8
11/11Static type checking — documents/tsconfig.json
10/10Reproducible environment — lockfile
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, uv.lock, yarn.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsdocuments/tsconfig.json
agent_commit_share0.01
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Good
How it's scored
27/45Type-checkable code — Python with type-check config (documents/tsconfig.json)
54.7/55Manageable file sizes — 1/181 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes60,449
source_files_sampled181
oversized_source_files1

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—

Key facts

3,423GitHub stars
19contributors
397commits, last 12 months
0days since last push
22releases
1bus factor
0open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'py-xiaozhi' from its registry

More detail

Star and fork history 0 ★ / 712 ⇿
0Stars
712Forks
20Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

0125250375500625750707152025-022025-112026-07
Major 2Minor 1Patch 17

Each point covers 2 days.

OpenSSF Scorecard 2.1 / 10
2.1aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-26 18:34 UTC

0Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/9 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities94 existing vulnerabilities detected
Direct dependencies 40
RegistryPackageVersion constraintManifest
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All dependencies 387

Full resolved dependency set from the GitHub dependency graph: 72 direct and 315 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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Dependency advisories 17

This repository publishes no package the index resolves, so its own dependency graph was assessed — 354 packages, which also include development and test pins that never ship: 17 carry known advisories, of which 5 are direct. 33 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
aiohttp3.13.2directcritical583.14.1
cryptography46.0.3directcritical748.0.1
pillow12.1.0directcritical3812.3.0
immutable5.1.1indirectcritical35.1.8
preact10.26.5indirectcritical110.28.2
rollup4.40.0indirectcritical14.59.0
postcss8.5.3indirecthigh38.5.18
urllib32.6.2indirecthigh62.7.0
vite5.4.18indirecthigh78.0.16
echarts5.6.0directmoderate16.1.0
requests2.32.5directmoderate22.33.0
esbuild0.21.5indirectmoderate10.25.0
idna3.11indirectmoderate23.15
mdast-util-to-hast13.2.0indirectmoderate113.2.1
pytest9.0.2indirectmoderate29.0.3
setuptools80.9.0indirectmoderate283.0.0
pygments2.19.2indirectlow22.20.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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          "headline": "docs(aec): 同步内置 WebRTC APM 配置与导航",
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          "is_bot": false,
          "headline": "feat(ui): 设置页暴露 AEC 并行播放与延迟补偿",
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          "body": "播放路径已统一到采样级 PcmFifo，删除遗留 asyncio 帧队列。",
          "is_bot": false,
          "headline": "refactor(audio): 移除未使用的 AudioBuffer 队列",
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          "headline": "fix(protocol): 服务端正常关闭不触发自动重连与网络错误",
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          "body": "- 新增 AEC_OPTIONS.MUSIC_PARALLEL（默认开）：AEC 引擎在位时 TTS 不再暂停音乐，35% 闪避垫底播放\n- TTS stop 仍发恢复请求，兜底 TTS 期间起播被置为 tts 暂停的歌曲\n- 引擎旁路（库缺失/自禁）自动回退暂停策略；并行模式下恢复日志降为 debug\n- AudioCodec 暴露 aec_active 供策略判定",
          "is_bot": false,
          "headline": "feat(audio): AEC 在位时 TTS 与音乐并行播放（混音闪避替代暂停）",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T09:54:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "334484062ca8929e683c845d0055a9ca5cdc7490",
          "body": null,
          "is_bot": false,
          "headline": "feat(audio): 接入 webrtc_apm 回声消除与 TTS/音乐分轨混音",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T09:42:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ff4d256821ac16879667df2f3293d426ca6be33",
          "body": "核心架构图收敛到容器/插件/协议/音频/界面主干，去掉细枝末节节点；\n特性卡与模块清单改成短句，补 ViewPort 多界面（GUI/CLI/GPIO）说明。\nModuleDetails 图标加 shrink-0，长文案换行时不再被压扁。",
          "is_bot": false,
          "headline": "docs(architecture): 精简架构图与模块说明",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T07:52:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "301d8be08f2162ea2a96ba8ea0bd0ad95095c0f6",
          "body": "TuiViewManager 实现同一套 ViewPort，仪表盘 + 设置屏可编辑配置，\n保存后发 CONFIG_CHANGED 触发热重载；激活阶段仍复用 CliActivation。\ntextual 走可选 extra（uv sync --extra tui），缺依赖时提示回退 cli。",
          "is_bot": false,
          "headline": "feat(ui): 新增 Textual TUI 模式（--mode tui）",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T07:52:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "290fc0b683442e6f6aea376fa75449f426ffe139",
          "body": "StatusBadge/激活状态点/SpinBox/主窗歌词区/唤醒词预览改用 Theme，去掉魔法数。",
          "is_bot": false,
          "headline": "style(ui): 圆角间距字号对齐 Theme token",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T02:55:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19e4d71c6bd16e7ae6a4c7200172115eadf5c2fd",
          "body": "更新 MCP 摄像头、配置说明、系统依赖与排障（中英）。",
          "is_bot": false,
          "headline": "docs: 同步摄像头后端与音频热刷新说明",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T02:36:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5b353a526e43711a1df68da57d97dd5d7152283",
          "body": "主窗初始隐藏，show_root(activate=False) 冷启动；托盘/切换仍可激活。",
          "is_bot": false,
          "headline": "fix(ui): macOS 冷启动不抢前台，避免挤掉全屏应用",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T02:36:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88c9ed37de895bc56d8682db9102e6c31c695c31",
          "body": "停流后重初始化 PortAudio 再枚举，设置页经 EventBus 协调；\nreload_devices 支持 reenumerate，便于后连蓝牙再选设备。",
          "is_bot": false,
          "headline": "feat(audio): 运行中热刷新设备列表与热重载",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T02:36:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ae9e261664d67087974c83862ae7b25cd504c4a",
          "body": "OpenCV/USB 与 picamera2 分流；预热帧、设备路径与 auto 回退。\n设置页与 camera_scanner 走统一枚举，配置增加 backend/device。",
          "is_bot": false,
          "headline": "feat(camera): 可插拔采集后端，支持 V4L2 与树莓派 CSI",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T02:36:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad34c10b11c55bca97d3c46695f9ee3a463ebe35",
          "body": null,
          "is_bot": false,
          "headline": "docs(readme): 更新赞助商联系邮箱",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T01:41:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bfcee2a19d066d94f084a6204b823993384e69fe",
          "body": "- 更新全架构平台的预编译库文件\n- 为每个平台新增BUILD_INFO.txt构建信息文件\n- 删除Windows平台无用的.exp导出文件\n- 修复Linux arm64库的文件权限\n- 重构Python封装代码，移除未使用导入并统一格式",
          "is_bot": false,
          "headline": "feat(webrtc_apm): 支持跨平台加载并重构APM封装代码",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-26T01:29:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e4dad51cb3f59357f88ee1649cf68943b55640a",
          "body": "release: v2.1.0",
          "is_bot": false,
          "headline": "Merge pull request #314 from huangjunsen0406/feature/2.1-architecture",
          "author_name": "Junsen Huang",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T19:19:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6afba2dab31021414478361c2311b69e697001e",
          "body": "将 APP_VERSION 与 build.json 版本更新为 2.1.0。",
          "is_bot": false,
          "headline": "chore: release v2.1.0",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T19:19:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e81325019974f1397dcae212a276183eda483254",
          "body": "中英文 plugins 页补充 runtime 对照、python-subprocess 用法与限制、\n设置页 MCP_TOOLS 黑名单与重连行为，并修正「子进程/设置 UI 未实现」过时表述。",
          "is_bot": false,
          "headline": "docs(mcp): 更新 VitePress 外挂文档（subprocess 与工具启停）",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T19:08:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df154a1fb042fb8a040ea674d45c90c7bb1839d4",
          "body": "协议通道打开时默认会切到 LISTENING；保存 MCP 启停触发的重连仅刷新\ntools/list，应清除 keep_listening 并用一次性标志在通道打开后回到 IDLE。",
          "is_bot": false,
          "headline": "fix(session): MCP 工具配置重连后保持空闲不进入聆听",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T19:02:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "852bae20570571b061487565f25f6f8f0997327c",
          "body": "manifest 可声明 runtime=python-subprocess：宿主启动独立 worker 进程加载插件，\n主进程仅注册代理 McpTool 经 JSON 行协议调用；卸载时结束子进程。\n默认仍为 python-inprocess。新增示例 com.example.hello_sub 与单测。",
          "is_bot": false,
          "headline": "feat(mcp): 支持外挂插件 python-subprocess 进程隔离",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T18:56:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8a8a4da70021a67eabe457438dcdc313a5a8368",
          "body": "扫描 tools/*/register.py 与外挂插件生成工具目录（分组用包名/插件 id，不写死中文标题）；MCP_TOOLS.DISABLED 过滤 tools/list 与 call；新增 MCP 工具设置页支持单工具与整组开关；禁用集变更保存后请求协议重连；设置保存改为原子写。测试覆盖目录扫描、配置迁移、路径与 efuse 等。",
          "is_bot": false,
          "headline": "feat(mcp): 设置页按扫描目录启停 MCP 工具",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T18:26:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c308a153e8bc937b36f24001283177e234fac428",
          "body": "提供 pathDefault* 占位路径，系统选项中缓存/日志/音乐等字段绑定真实默认路径，不再使用 {用户数据}/cache 类模板文案。",
          "is_bot": false,
          "headline": "feat(ui): 数据目录输入框展示真实默认绝对路径",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T18:26:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ecad71ec4da028e5d4062e724160c755063e5179",
          "body": "只持久化 mac_address / serial_number / hmac_key / activation_status；加载与校验时剥离历史 device_fingerprint，并改为原子写入。",
          "is_bot": false,
          "headline": "refactor(activation): efuse.json 仅保留平铺身份字段",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T18:26:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd731e60c6b44ec03c0b6968232d6cefb0208513",
          "body": "原生库优先精确文件名；cache 迁移在 music 独立配置时跳过 music 子树；支持清除路径覆盖；识别 Windows ARM64；并纳入 MSYS2 预编译的 libs/libopus/win/arm64/opus.dll。",
          "is_bot": false,
          "headline": "feat(paths): 完善目录覆盖/迁移并补充 win-arm64 opus",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T18:26:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f09ce066f6797658a902377343f119ace7974817",
          "body": "默认配置深拷贝避免污染、点分路径可穿过 null 中间节点、损坏文件先备份再回退；增加 CONFIG_VERSION（v1 补齐 MCP_TOOLS、规范化 MQTT subscribe_topic 字符串 null），并补全 MUSIC 等默认段。",
          "is_bot": false,
          "headline": "feat(config): 加固配置加载并引入 CONFIG_VERSION 迁移",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T18:26:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d23ae19ca11b130808746ae9334d8426d584becf",
          "body": "限制宽高并使用次要按钮外观，避免默认 Button 撑满难看。",
          "is_bot": false,
          "headline": "fix(ui): 数据目录选择/默认按钮改为紧凑样式",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T13:28:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2dbc7bee805a18b6d4f4f8e72eec0ff43ac65987",
          "body": "每项路径增加「选择」「默认」：QFileDialog 选目录写回配置，\n清空则恢复默认；仍可手动编辑路径。",
          "is_bot": false,
          "headline": "feat(ui): 数据目录支持系统文件夹选择对话框",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T13:17:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee93bdbd766a290d3accb8bca7e3f4ad486d6a9a",
          "body": "在参数设置-系统选项中可编辑 PATHS 与 MCP 插件目录，\n保存写入 config；展示当前生效路径，提示重启后迁移。",
          "is_bot": false,
          "headline": "feat(ui): 系统选项增加缓存/日志/音乐等数据目录设置",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T13:11:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc6fb35ef55aa381ce6dd2653cf599a13ac97993",
          "body": "支持环境变量 XIAOZHI_*_DIR 与配置 PATHS.*（config 目录保持默认）。\n切换路径时将旧目录文件复制到新位置且不删除旧数据；音乐缓存走\nget_music_cache_dir。文档与单测同步。",
          "is_bot": false,
          "headline": "feat(paths): 可自定义 cache/logs/music 等目录并启动时迁移",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T13:00:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4f711769034de73328e387c8b34475a4fe864c1",
          "body": "说明 pure-Python 与原生 wheel 的打包差异、推荐\nid-version-platform.zip 命名，以及 ROS2/宇树等不可完整\nvendored 的环境依赖约定。",
          "is_bot": false,
          "headline": "docs(mcp): 外挂文档补充分平台发布与 ROS/SDK 环境依赖",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T12:44:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c1883a5e7c8f412feafba6cd177713fbd0c90e4",
          "body": "VitePress 中英新增 mcp/plugins：自带依赖插件包、安装目录、\nhost API 与配置；侧栏导航及开发指南、文档目录、内置 MCP 页交叉链接。",
          "is_bot": false,
          "headline": "docs(mcp): 新增外挂扩展指南并更新导航与交叉链接",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T12:39:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70f99cc5ef89393ea474195b414f5971b6d6847c",
          "body": "- manifest：api_version / min_host_version；可选强制 platforms、python_abi、前缀\n- McpServer：插件归属、unload_plugin、reload_external_plugins\n- scripts/check_mcp_plugin.py",
          "is_bot": false,
          "headline": "feat(mcp): 外挂校验增强、运行时卸载与插件检查脚本",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T12:34:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a1bbb2135284b001e35df13b130125b64b24935",
          "body": "实现 McpHost / PluginLoader：扫描用户 mcp_plugins，加载\nmanifest 插件包或单文件，register(host) 注入；支持禁用列表\n不加载与 lib/ vendored 依赖。配置 MCP_PLUGINS；示例\ncom.example.hello；add_common_tools 启动时装配。",
          "is_bot": false,
          "headline": "feat(mcp): 外挂插件 Host、目录加载与自带 lib",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T12:31:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6565caa92c50fa26719fc32799cdfe79ef8e0365",
          "body": "更新中英 MCP 指南与音乐架构说明、开发/配置指南中的\nadd_common_tools 与 get_config，去掉过时单例与 _tools 表述。",
          "is_bot": false,
          "headline": "docs: 对齐 register.py 包结构与现行注入/配置 API",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T11:10:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "19fc6f0f671498998ce1e0aeb967cdb919e5d805",
          "body": "灯控/开发指南中的 _tools.py 示例统一为 register.py。",
          "is_bot": false,
          "headline": "docs(mcp): 示例与指南改用 register.py 约定",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T11:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e53b00aa93ef42c7c64edcd637349b989f8118c4",
          "body": "将 _tools.py 重命名为 register.py；camera/screenshot 注册下沉；\nweather 拆为 register + service。包对外仍导出 register_*_tools。",
          "is_bot": false,
          "headline": "refactor(mcp): 统一工具包为 register.py 注册入口",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T11:03:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4dedd19cffd157fc08667efd56a0aa68058c7aee",
          "body": "更新中英 MCP 指南与开发指南、架构 ModuleDetails，与去掉\n@mcp_tool 自动发现后的生产路径一致。",
          "is_bot": false,
          "headline": "docs(mcp): 文档改为 register_* 显式注册，移除装饰器说明",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-25T10:52:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3492112678a2c860ebf36540c592c02bc0d1c809",
          "body": "覆盖 _engine/_bus 访问、volume 无模块单例、app/weather register\n及 decorators 模块已移除的断言。",
          "is_bot": false,
          "headline": "test: 对齐 Music engine、volume 注入与无装饰器 MCP 注册",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "body": "删除 decorators.py 与天气过时指南；app/weather 改为显式注册，\nadd_common_tools 仅挂 music/volume/app/weather 的 register 入口。",
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          "headline": "refactor(mcp): 移除装饰器发现，内置工具统一 register_*",
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          "body": "VolumeController 收成门面；win/mac/linux 独立后端。\n去掉模块级单例与 @mcp_tool，改为 register_volume_tools 闭包注入。",
          "is_bot": false,
          "headline": "refactor(volume): 平台后端拆分并改为 register 注入",
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          "author_login": "huangjunsen0406",
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          "body": "门面仅保留 is_playing/paused/current_song 等生产只读属性；\n测试与内部逻辑改碰 _engine/_bus，去掉兼容 setter 噪音。",
          "is_bot": false,
          "headline": "refactor(music): 收薄 MusicPlayer 属性转发，状态以 engine 为准",
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          "body": "会话与门闩单测改为直接测 ConversationSession / health；\n去掉对 container 兼容委托与 WindowContext 的依赖。",
          "is_bot": false,
          "headline": "test: 对齐 bootstrap/session/health 与 Music 组合改造",
          "author_name": "huangjunsen",
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          "body": "MqttProtocol 专注控制面；UDP 收发与加解密下沉到独立模块，\n并修正配置初始化误落在 _schedule_coro 内的问题。",
          "is_bot": false,
          "headline": "refactor(protocols): 拆分 MQTT 的 UDP 音频通道与 AES-CTR",
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          "body": "去掉 mixin；播放状态机与 EventBus 绑定拆为独立组件，\n对外仍保留单一 MusicPlayer 入口。",
          "is_bot": false,
          "headline": "refactor(music): MusicPlayer 改为组合 PlaybackEngine 与 EventBridge",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-23T11:32:20Z",
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          "body": "将会话状态机、健康门闩、插件装配与协议适配器拆到独立模块，\ncontainer 仅保留生命周期编排；删除无调用方的 WindowContext。",
          "is_bot": false,
          "headline": "refactor(bootstrap): 拆分 ServiceContainer 并去掉 Window 兼容层",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "body": "DeviceIdentity / OtaConfigClient / ActivationHttpClient / side_effects\n从巨型 service 抽出；GuiActivation 只继承 QObject，流程经 _ActivationFlow 组合。",
          "is_bot": false,
          "headline": "refactor(activation): 拆分 service 模块；GuiActivation 改为组合",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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        },
        {
          "oid": "98365448525b1621f4999bd2787139c7f4b8001e",
          "body": null,
          "is_bot": false,
          "headline": "test: 对齐 Gui/Cli/GpioViewManager 与 GuiActivation 命名",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-23T07:48:57Z",
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          "body": "ListenOnly 不拦截键盘流，避免挡 Ctrl+C；健康检查只 re-enable、不整树重建；\nCLI 路径补充 SIGINT 优雅关闭。",
          "is_bot": false,
          "headline": "fix(ui): 非 Linux 的 gpio 回退 cli；Event Tap 改为 ListenOnly",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "body": "create_activation_ui 与 create_viewport 对称；Gui/CliActivation 命名统一；\nactivate 只做剪贴板/播报；EventBridge/GuiViewManager 不再挂激活状态。",
          "is_bot": false,
          "headline": "refactor(activation): 工厂创建 UI、去掉主窗死激活 API、副作用与展示分离",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "body": "- 端实现统一命名；create_viewport 返回 ViewPort\n- GuiViewManager 拆为 QmlAppHost / MainWindowController / SettingsController\n- Qt ViewModel 从 shared/models 迁到 gui/models",
          "is_bot": false,
          "headline": "refactor(ui): 统一 Gui/Cli/GpioViewManager，拆分 GUI，Model 迁至 gui",
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          "body": "覆盖 initialize_config/get_config/reset_config，并断言\nConfigManager/Logging 不再暴露 get_instance。",
          "is_bot": false,
          "headline": "test: 对齐 Config/Logging 显式初始化与 get_instance 清零",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-22T16:22:31Z",
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          "body": "ConfigManager 用 initialize_config/get_config/reset_config；\nLoggingConfigManager 删除，改为 load_logging_config 纯函数；\nmain 先 initialize_config 再 setup_logging。",
          "is_bot": false,
          "headline": "refactor(config): 去掉 Config/Logging 懒单例，改为显式初始化",
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          "body": "移除 get_instance/bind 相关用例，改为注入注册与无单例断言；\n并补充 codec 事件、降级音频门闩、CLI mock 协议与 settings worker 异常出口。",
          "is_bot": false,
          "headline": "test: 对齐 MCP 注入改造，补充 EventBus/codec/冒烟覆盖",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "oid": "6644a9770559bd2461642634ea89e0e9cf0d860d",
          "body": "McpPlugin 强制注入 McpServer 与 MusicPlayer；工具经 register_* 闭包\n持有实例，不再走装饰器发现与 get_instance。vision 配置与 take_photo\n共用同一 camera。",
          "is_bot": false,
          "headline": "refactor(mcp): 音乐/摄像头/截图改为容器注入注册，去掉全局单例",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "body": "去掉 get_instance 全局单例，改为显式 create() 工厂，与容器注入风格一致。",
          "is_bot": false,
          "headline": "refactor(activation): ActivationService 去单例，改 create()",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "is_bot": false,
          "headline": "refactor: AudioCodec 经事件注入，支持音频降级模式",
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          "author_login": "huangjunsen0406",
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          "is_bot": false,
          "headline": "fix(settings): 后台线程统一经 _run_worker 出口",
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          "author_login": "huangjunsen0406",
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        },
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          "is_bot": false,
          "headline": "fix(log): 补齐剩余 warning 路径的 exc_info",
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        },
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          "body": "解码只负责 PCM；整首缓存按网速后台 copy，不跟听进度绑死。",
          "is_bot": false,
          "headline": "refactor(music): 缓存与播放解耦，后台 FFmpeg copy 预取",
          "author_name": "huangjunsen",
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          "committed_at": "2026-07-21T09:58:55Z",
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          "oid": "d7344fb56013d108a84953ae60e9679d5e3227d8",
          "body": "补充分槽展示、auto_mode 所有权、空闲发文本、tts_stop 顺序、\n废弃事件删除等回归用例。",
          "is_bot": false,
          "headline": "test: 覆盖 ViewPort/Session 与音乐相关修复",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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          "headline": "docs: 同步事件列表，去掉已删除的 UI_UPDATE 常量",
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        },
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          "oid": "9edafd17a1fd57649f549b0a2d10b2dc8f2c232c",
          "body": "音乐 API 等 TextField 用 onTextEdited 提交，保存前 forceActiveFocus。\n避免清空后点保存仍写回旧直链地址。",
          "is_bot": false,
          "headline": "fix(settings): 输入框即时写回并保存后重载配置",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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        },
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          "oid": "c03ddf4a78dfdf77c91b9ed215047313e8c9f22c",
          "body": "抽出 online_search、local_library、metadata、config。\n在线播放改为 FFmpeg 流式解码，完整听完后 copy 落缓存；\nTTS 进行中延迟开流。seek 支持 percent，并收紧工具描述避免误调歌词。",
          "is_bot": false,
          "headline": "refactor(music): 搜歌/本地库拆分与流式播放",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
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        },
        {
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          "body": "TTS 结束后先 listen 再改状态；去掉状态回调里阻塞 sleep。\n打断后 keep_listening 回到 listening；空闲发文本先开会话。\n协议侧跳过已关闭通道上的 listen/文本发送。",
          "is_bot": false,
          "headline": "fix(session): 续听与空闲发文本的会话连续性",
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          "author_login": "huangjunsen0406",
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        },
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          "oid": "05234ba70822c87d4c9544069d131a4877158696",
          "body": "插件只经 ViewPort 写屏，对话与音乐分槽；会话操作由 SessionActions 收口。\n去掉废弃的 UI_UPDATE_* / UI_TOGGLE_MODE 写屏双路径。",
          "is_bot": false,
          "headline": "refactor(ui): ViewPort 展示面与 Presenter/Session 拆分",
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          "author_login": "huangjunsen0406",
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        },
        {
          "oid": "d5a5bf1f39321ada9bfc2c2297ea23b89c4f2226",
          "body": "Drop SRP/plan-A phrasing; keep short Chinese notes consistent with\nthe rest of the codebase.",
          "is_bot": false,
          "headline": "style(music): rewrite module comments in plain project voice",
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        },
        {
          "oid": "9338776f19d50fd7a456cd24665fcad1e95d90b8",
          "body": "…ack loop\n\nDecompose MusicPlayer along SRP: MusicCache for local paths, MusicDownloader\nfor HTTP fetch, pure lyric_at for line sync. Drop the independent lyrics\nasyncio task so a single playback loop owns audio and lyric ticks.",
          "is_bot": false,
          "headline": "refactor(music): split cache/download/lyrics; drive lyrics from playb…",
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        },
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          "oid": "6671d78e1a5f4b8fad1871d6f8517c14db9986a1",
          "body": "Collapse activation OTA network updates into a single config write,\nadd ConfigManager.update_configs, and defer MusicPlayer cache/config\nwork until first play so container bind stays cheap at startup.",
          "is_bot": false,
          "headline": "perf: batch OTA config saves and lazy MusicPlayer setup",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-19T13:12:58Z",
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        },
        {
          "oid": "1ceed509ba89db0ec169f11f89f2a757a10f8b5e",
          "body": "Add exc_info=True on logger.error/warning paths that previously only\nformatted the exception message, including audio callbacks, wake-word,\nshortcuts, protocol reconnect, music player, and settings tests.",
          "is_bot": false,
          "headline": "fix: attach stack traces to error and warning logs",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-19T12:55:15Z",
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        },
        {
          "oid": "2b68fcb4aabc632c5a50984942a7ec08974e06ee",
          "body": "Address architecture risks around swallowed errors, cascade failures, and\nstartup stalls: track protocol audio via a bounded queue, mark failed plugins\nand gate critical ones, bind Music/MCP to the container lifecycle, and defer\nSettings/OpenCV camera scans until the settings UI opens. Also fix lyrics task\ncancellation and GUI activation asyncio usage. Add regression tests and audit\nnotes (no Trellis scaffolding).",
          "is_bot": false,
          "headline": "fix: harden reliability, isolate plugins, and speed cold start",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-19T12:44:57Z",
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        },
        {
          "oid": "be7ef12c41861f56ac781f2058cfc99d2b982cb0",
          "body": "Drop .trellis, .claude, and AGENTS.md to slim the repo after deciding not to keep the Trellis workflow tooling. Local build/cache artifacts were cleaned separately and remain gitignored.",
          "is_bot": false,
          "headline": "chore: remove Trellis and Claude agent scaffolding",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-19T11:49:36Z",
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        },
        {
          "oid": "8b21b9cffc0216fc386a51bd452ac013070211b7",
          "body": null,
          "is_bot": false,
          "headline": "chore: record journal",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-18T04:23:31Z",
          "body_truncated": false,
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        },
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          "oid": "c3ecc6748b01fa7b9ca1284636ef8f4bfe9cc218",
          "body": null,
          "is_bot": false,
          "headline": "chore(task): archive 07-18-fix-ci-bundle-ffmpeg-mac",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-18T04:23:31Z",
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        },
        {
          "oid": "3d441a4a771fb094e8de88ab2b829222af73ac49",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v2.0.8",
          "author_name": "huangjunsen",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-18T04:22:27Z",
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        },
        {
          "oid": "67d584a733e415f2e7d4d2e599db3dc64d22ed34",
          "body": "…-eval\n\nfix(ci): 避免 static-ffmpeg 下载日志被 eval 执行",
          "is_bot": false,
          "headline": "Merge pull request #313 from huangjunsen0406/fix/ci-mac-bundle-ffmpeg…",
          "author_name": "Junsen Huang",
          "author_login": "huangjunsen0406",
          "committed_at": "2026-07-18T04:22:23Z",
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        },
        {
          "oid": "8b67dca34208de6e37e1be9f7a364538edf25f66",
          "body": "mac 冷缓存时 get_or_fetch 向 stdout 打印 Downloading，\neval \"$(python ...)\" 会把进度行当命令执行导致 exit 127。\n改为将路径写入临时文件再读取。",
          "is_bot": false,
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              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "84/102 decided PRs merged",
                "points": 31.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 84,
                      "decided": 102
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/9 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 63,
            "inputs": {
              "followers": 142,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "huangjunsen0406",
              "public_repos": 112,
              "account_age_days": 2240
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "142 followers of huangjunsen0406",
                "points": 15.5,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 142,
                      "login": "huangjunsen0406"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "112 public repos, account ~6 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 112
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 6
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "good",
            "name": "Package maintenance",
            "note": "Excluded from scoring (no data or not applicable): Publish recency. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "publish_recency"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "packages": [
                "documents"
              ],
              "ecosystems": "npm",
              "any_deprecated": false,
              "min_days_since_publish": null
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on npm",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "0 published versions",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "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": "moderate",
        "name": "Engineering Quality",
        "value": 68,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 64,
            "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": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": ".flake8",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".flake8"
                    }
                  }
                ],
                "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": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "esp32",
                "esp32-s3",
                "xiaozhi-esp32",
                "mcp",
                "mcp-server",
                "python",
                "cross-platform",
                "edge-computing",
                "embodied-ai",
                "iot",
                "mcp-client",
                "multi-modal",
                "raspberry-pi",
                "robotics",
                "voice-assistant"
              ],
              "has_wiki": true,
              "homepage": "https://huangjunsen0406.github.io/py-xiaozhi/",
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://huangjunsen0406.github.io/py-xiaozhi/",
                "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": "15 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 15
                    }
                  }
                ],
                "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": "critical",
        "name": "Security",
        "value": 24,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 21,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 2.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/9 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "94 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "at_risk",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 354 resolved dependencies against OSV; 33 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 354
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 33
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 35,
            "inputs": {
              "source": "osv",
              "advisories": 137,
              "affected_packages": 17,
              "assessed_packages": 354,
              "unassessed_packages": 33,
              "affected_by_severity": "critical 6, high 3, moderate 7, low 1",
              "direct_affected_packages": 5
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "5 affected: aiohttp 3.13.2 (critical 9.1), cryptography 46.0.3 (critical 9.8), pillow 12.1.0 (critical 9.1), +2 more",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 5,
                      "packages": "aiohttp 3.13.2 (critical 9.1), cryptography 46.0.3 (critical 9.8), pillow 12.1.0 (critical 9.1)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "4 advisory-carrying package(s) unaddressed past 90 days; oldest published 201 days ago",
                "points": 21.8,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 4,
                      "oldest": 201
                    }
                  }
                ],
                "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": 354,
              "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": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 56,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml",
                "uv.lock",
                "yarn.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "documents/tsconfig.json"
              ],
              "agent_commit_share": 0.01,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".flake8",
                "points": 11,
                "status": "met",
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}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — npm.