公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-30 22:04 UTC
Blaizzy / mlx-audio
A text-to-speech (TTS), speech-to-text (STT) and speech-to-speech (STS) library built on Apple's MLX framework, providing efficient speech analysis on Apple Silicon.
Blaizzy/mlx-audio 的健康指数为 100 分中的 83 分，处于「良好」区间。 其得分最高的类别是Vitality（98/100），最低的是AI Readiness（54/100）。 最近一次更新在 1 天前。 近期的大部分工作由 3 位贡献者完成。
83
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
83
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 |
|---|---|---|---|---|---|
| PyPI | mlx-audio | 0.4.6 | 362,747 | 26 | 5 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？
98
开发活跃度
96优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 1 天前 |
| 31.8/36 | 提交节奏 — 52 周中有 46 周有提交 |
| 18/18 | 提交量 — 最近一年 735 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 735 |
| human_commit_share | 1 |
| days_since_last_push | 1 |
| active_weeks_last_year | 46 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 26 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 5 天前 |
| 27/27 | 发布节奏 — 约每 20.4 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 26 |
| latest_release_tag | v0.4.6 |
| releases_from_tags | 否 |
| days_since_latest_release | 5 |
| mean_days_between_releases | 20.4 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
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？
80
流行度与采用
93优秀
评分方式
| 60/60 | 星标 — 7,654 个星标 |
| 23.6/25 | 复刻 — 680 个复刻 |
| 9.5/15 | 关注者 — 53 位关注者 |
所用输入
| forks | 680 |
| stars | 7,654 |
| watchers | 53 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
57中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 是 |
生态采用（下载量）
93优秀
评分方式
| 74.1/80 | 月度下载量 — pypi 合计每月 362,747 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
| packages | mlx-audio |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 362,747 |
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？
80
维护者韧性（巴士系数）
76良好
评分方式
| 36/54 | 巴士系数 — 3 位贡献者贡献了半数提交 |
| 16.8/22.5 | 提交分布 — 头号贡献者编写了 26% 的提交 |
| 13.5/13.5 | 贡献者广度 — 99 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 9 contributing companies or organizations |
所用输入
| bus_factor | 3 |
| contributors_sampled | 99 |
| top_contributor_share | 0.255 |
议题与 PR 响应能力
77良好
评分方式
| 35.9/46.8 | 议题解决 — 77% 的议题已关闭 |
| 30.7/38.3 | PR 接受 — 已裁定的 PR 中 426/531 已合并 |
| 10.5/15 | OpenSSF Scorecard：Code-Review — Found 10/13 approved changesets -- score normalized to 7 |
所用输入
| merged_prs | 426 |
| open_issues | 70 |
| closed_issues | 231 |
| issue_closed_ratio | 0.767 |
| closed_unmerged_prs | 105 |
所有权与托管责任
72良好
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 22.7/25 | 所有者影响力 — Blaizzy 有 1,458 位关注者 |
| 25/25 | 既往记录 — 106 个公开仓库，账户约 9 年 |
所用输入
| followers | 1,458 |
| owner_type | User |
| is_verified | — |
| owner_login | Blaizzy |
| public_repos | 106 |
| account_age_days | 3,545 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 5 天前 |
| 20/20 | 版本历史 — 26 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
| packages | mlx-audio |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 5 |
工程质量
基础的工程与文档实践是否到位？
92
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 — .eslintrc.json |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 13 out of 13 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 | 是 |
文档
90优秀
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://blaizzy.github.io/mlx-audio/ |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 9 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | apple-silicon, audio-processing, mlx, multimodal, speech-recognition, speech-synthesis, speech-to-text, text-to-speech, transformers |
| has_wiki | 否 |
| homepage | https://blaizzy.github.io/mlx-audio/ |
| 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？
58
安全态势
47存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 5.2/7.5 | Code-Review — Found 10/13 approved changesets -- score normalized to 7 |
| 2.5/2.5 | Contributors — project has 9 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 42 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.8 |
已排除计分（无数据或不适用）：branch_protection, signed_releases。 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
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 38 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
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:mlx-audio@0.4.6 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 38 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。
54
AI 代理上下文与指引
34存在风险
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 34.1/40 | 可读的提交历史 — 100 次人类提交中有 64 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.64 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 — .eslintrc.json |
| 11/11 | 静态类型检查 — examples/bible-audiobook/tsconfig.json, mlx_audio/ui/tsconfig.json |
| 10/10 | 可复现环境 — lockfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 8 次由代理编写或署名代理 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | examples/bible-audiobook/tsconfig.json, mlx_audio/ui/tsconfig.json |
| agent_commit_share | 0.08 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
81良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（examples/bible-audiobook/tsconfig.json, mlx_audio/ui/tsconfig.json） |
| 54.4/55 | 可控的文件大小 — 采样的 731 个源文件中有 8 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 354,737 |
| source_files_sampled | 731 |
| oversized_source_files | 8 |
机器可读接口
40存在风险
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 0/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 否 |
| api_schema_files | — |
关键数据
7,654GitHub 星标
99贡献者
735最近 12 个月提交数
1距最近推送天数
26发布版本数
3巴士系数（bus factor）
70开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
更多细节
Star 与 Fork 历史 0 ★ / 680 ⇿
0Star
680Fork
26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。
主版本 0次版本 4修订 21
每个点涵盖 2 天。
OpenSSF Scorecard 4.8 / 10
4.8综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | 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 |
| 10 | CI-Tests | 13 out of 13 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 7 | Code-Review | Found 10/13 approved changesets -- score normalized to 7 |
| 10 | Contributors | project has 9 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 42 existing vulnerabilities detected |
直接依赖 9
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | huggingface_hub | >=1.0 | pyproject.toml |
| PyPI | miniaudio | >=1.61 | pyproject.toml |
| PyPI | mlx-lm | >=0.31.1 | pyproject.toml |
| PyPI | mlx | >=0.31.1 | pyproject.toml |
| PyPI | numpy | >=1.26.4 | pyproject.toml |
| PyPI | scipy | >=1.10.0 | pyproject.toml |
| PyPI | sounddevice | >=0.5.3 | pyproject.toml |
| PyPI | tqdm | >=4.67.1 | pyproject.toml |
| PyPI | transformers | >=5.14.0 | pyproject.toml |
全部依赖 136
来自 GitHub 依赖图的完整解析依赖集合：11 个直接依赖与 125 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 |
|---|---|---|---|
| PyPI | huggingface-hub | 1.11.0 | 直接 |
| PyPI | miniaudio | 1.61 | 直接 |
| PyPI | mlx | 0.31.2 | 直接 |
| PyPI | mlx-lm | 0.31.1 | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | numpy | 2.3.5 | 直接 |
| PyPI | scipy | 1.15.3 | 直接 |
| PyPI | scipy | 1.17.0 | 直接 |
| PyPI | sounddevice | 0.5.3 | 直接 |
| PyPI | tqdm | 4.67.1 | 直接 |
| PyPI | transformers | 5.6.0 | 直接 |
| npm | @react-three/drei | ~9.105.6 | 间接 |
| npm | @react-three/fiber | ~8.16.8 | 间接 |
| npm | @types/bun | latest | 间接 |
| npm | @types/fluent-ffmpeg | ^2.1.27 | 间接 |
| npm | @types/node | ^20 | 间接 |
| npm | @types/node | ^22.13.10 | 间接 |
| npm | @types/react | ^18 | 间接 |
| npm | @types/react-dom | ^18 | 间接 |
| npm | class-variance-authority | ^0.7.1 | 间接 |
| npm | clsx | ^2.1.1 | 间接 |
| npm | D | ^1.0.0 | 间接 |
| npm | eslint | ^8 | 间接 |
| npm | eslint-config-next | 14.2.16 | 间接 |
| npm | fluent-ffmpeg | ^2.1.3 | 间接 |
| npm | lucide-react | ^0.511.0 | 间接 |
| npm | mkdirp | ^3.0.1 | 间接 |
| npm | next | ^15.4.7 | 间接 |
| npm | next-themes | ^0.4.6 | 间接 |
| npm | postcss | ^8 | 间接 |
| npm | react | ^18 | 间接 |
| npm | react-dom | ^18 | 间接 |
| npm | tailwind-merge | ^3.3.0 | 间接 |
| npm | tailwindcss | ^3.4.1 | 间接 |
| npm | tailwindcss-animate | ^1.0.7 | 间接 |
| npm | three | ^0.163.0 | 间接 |
| npm | typescript | ^5 | 间接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anyio | 4.12.1 | 间接 |
| PyPI | attrs | 25.4.0 | 间接 |
| PyPI | babel | 2.17.0 | 间接 |
| PyPI | backports-asyncio-runner | 1.2.0 | 间接 |
| PyPI | backrefs | 6.2 | 间接 |
| PyPI | black | 26.1.0 | 间接 |
| PyPI | certifi | 2026.1.4 | 间接 |
| PyPI | cffi | 2.0.0 | 间接 |
| PyPI | cfgv | 3.5.0 | 间接 |
| PyPI | charset-normalizer | 3.4.4 | 间接 |
| PyPI | click | 8.3.1 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | distlib | 0.4.0 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | fastapi | 0.128.0 | 间接 |
| PyPI | filelock | 3.20.3 | 间接 |
| PyPI | fsspec | 2026.1.0 | 间接 |
| PyPI | ghp-import | 2.1.0 | 间接 |
| PyPI | griffelib | 2.0.2 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | hf-xet | 1.4.3 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httptools | 0.7.1 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | identify | 2.6.16 | 间接 |
| PyPI | idna | 3.11 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | isort | 7.0.0 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 4.0.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | mergedeep | 1.3.4 | 间接 |
| PyPI | mistral-common | 1.8.8 | 间接 |
| PyPI | mkdocs | 1.6.1 | 间接 |
| PyPI | mkdocs-autorefs | 1.4.4 | 间接 |
| PyPI | mkdocs-get-deps | 0.2.2 | 间接 |
| PyPI | mkdocs-material | 9.7.6 | 间接 |
| PyPI | mkdocs-material-extensions | 1.3.1 | 间接 |
| PyPI | mkdocstrings | 1.0.3 | 间接 |
| PyPI | mkdocstrings-python | 2.0.3 | 间接 |
| PyPI | mlx-metal | 0.31.2 | 间接 |
| PyPI | mypy-extensions | 1.1.0 | 间接 |
| PyPI | nodeenv | 1.10.0 | 间接 |
| PyPI | packaging | 26.0 | 间接 |
| PyPI | paginate | 0.5.7 | 间接 |
| PyPI | pathspec | 1.0.4 | 间接 |
| PyPI | pillow | 12.1.0 | 间接 |
| PyPI | platformdirs | 4.5.1 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | pre-commit | 4.5.1 | 间接 |
| PyPI | protobuf | 6.33.5 | 间接 |
| PyPI | pycountry | 24.6.1 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pydantic | 2.12.5 | 间接 |
| PyPI | pydantic-core | 2.41.5 | 间接 |
| PyPI | pydantic-extra-types | 2.11.0 | 间接 |
| PyPI | pygments | 2.19.2 | 间接 |
| PyPI | pymdown-extensions | 10.21.2 | 间接 |
| PyPI | pytest | 9.0.2 | 间接 |
| PyPI | pytest-asyncio | 1.3.0 | 间接 |
| PyPI | python-dateutil | 2.9.0.post0 | 间接 |
| PyPI | python-dotenv | 1.2.2 | 间接 |
| PyPI | python-multipart | 0.0.22 | 间接 |
| PyPI | pytokens | 0.4.1 | 间接 |
| PyPI | pyyaml | 6.0.3 | 间接 |
| PyPI | pyyaml-env-tag | 1.1 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | regex | 2026.1.15 | 间接 |
| PyPI | requests | 2.32.5 | 间接 |
| PyPI | rich | 14.3.3 | 间接 |
| PyPI | rpds-py | 0.30.0 | 间接 |
| PyPI | safetensors | 0.7.0 | 间接 |
| PyPI | sentencepiece | 0.2.1 | 间接 |
| PyPI | setuptools | 80.10.1 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | soundfile | 0.13.1 | 间接 |
| PyPI | soxr | 1.0.0 | 间接 |
| PyPI | starlette | 0.50.0 | 间接 |
| PyPI | tiktoken | 0.12.0 | 间接 |
| PyPI | tokenizers | 0.22.2 | 间接 |
| PyPI | tomli | 2.4.0 | 间接 |
| PyPI | typer | 0.24.1 | 间接 |
| PyPI | typing-extensions | 4.15.0 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | urllib3 | 2.6.3 | 间接 |
| PyPI | uvicorn | 0.40.0 | 间接 |
| PyPI | uvloop | 0.22.1 | 间接 |
| PyPI | virtualenv | 20.36.1 | 间接 |
| PyPI | watchdog | 6.0.0 | 间接 |
| PyPI | watchfiles | 1.1.1 | 间接 |
| PyPI | webrtcvad | 2.0.10 | 间接 |
| PyPI | websockets | 16.0 | 间接 |
依赖安全公告 0
安装 pypi:mlx-audio@0.4.6 会引入 38 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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"headline": "Merge pull request #839 from YV17labs/feature/realtime-vad-gate",
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"author_name": "Yoann Vanitou",
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"headline": "Fix S3Gen conformer block naming in sanitize",
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"headline": "test: account for Metal matmul precision",
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"headline": "fix(stt): apply logits processors in batched Qwen3-ASR",
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"headline": "Fix circular import by moving wired_limit to stt/utils.py",
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"headline": "Improved cache handling for Qwen3-TTS.",
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},
{
"oid": "05315a650c9d7b7a069201090525f0ec2bb10e45",
"body": "I kept the original class here for posterity, but this could probably be\nrefactored out entirely",
"is_bot": false,
"headline": "GraniteRMSNorm -> mx.fast.rms_norm",
"author_name": "janbridley",
"author_login": "janbridley",
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"headline": "GraniteRotaryEmbedding -> mx.fast.RoPE",
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"headline": "Avoid explicitly forming the tiled k,v heads in editor attention",
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"headline": "Merge pull request #799 from Hert4/add-confucius4-tts",
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"body": "- Use the standard repo copyright header in all package files\n- generate(): load ref audio via mlx_audio.utils.load_audio (audio_io\n decode + resample_audio), dropping soundfile and librosa\n- _ref_mel: drop librosa; resample via resample_audio and use a\n self-contained slaney mel filterbank (match\n[…]\ne-9)\n- features.py: reimplement fbank_160 in MLX (vectorized mx.fft.rfft)\n- Add README with usage examples and supported mlx-community repo ids\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
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"body": "Reported in PR #799: sf.read returns sr but it was discarded, so\nfbank_160 / CAMPPlus / _ref_mel read a 44.1/48 kHz ref as 16 kHz,\nproducing a mel off by sr/16000 and garbled audio.",
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"body": "Address the review feedback to keep audio inputs as mx.arrays and drop the\ntransformers feature extractor.\n\n- Add AudioFeatureExtractor, an nn.Module that takes an mx.array waveform and\n returns mx.array mel features, computing the log-mel spectrogram entirely in\n mx space via the shared mlx_audio\n[…]\nt while keeping nested-config building in __post_init__.\n- Tests cover the new extractor and BaseModelArgs config parsing.\n\nTranscription output is unchanged and still byte-identical to the reference.",
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"body": "- Segment audio with the in-tree Silero VAD (mlx_audio.vad) before\n transcription, matching the reference vad_cut path: VAD speech runs are\n turned into chunk ranges (respecting cut starts, last range to end, then\n split to chunk_size_seconds) and each chunk fills one <|AUDIO|> placeholder.\n spl\n[…]\nOptional where they default to None.\n- Add a model README.\n\nVerified against the original PyTorch model (transformers 4.51,\ntrust_remote_code) on the LibriSpeech dummy clip: identical output, WER 0.0.",
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"headline": "Merge pull request #807 from Lazarus-931/fix-714",
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"body": "…tion\n\nReduce Higgs v3 AR decode syncs",
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"headline": "Merge pull request #808 from sxy-trans-n/codex/higgs-v3-ar-sync-reduc…",
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{
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{
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{
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{
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{
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{
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{
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