公开记录薄弱
软件健康报告模式 0.30.0 · 指标 2.3.1 · 2026-08-04 00:45 UTC
CrispStrobe / CrispTTS
python command-line Text-to-Speech (TTS) tool esp. for German, leveraging numerous endpoints like orpheus, piper, outetts, kokoro, csm, edge, coqui, kartoffelbox, etc
CrispStrobe/CrispTTS 的健康指数为 100 分中的 48 分，处于「薄弱」区间。 其得分最高的类别是Vitality（77/100），最低的是Sustainability & Governance（28/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
48
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，再依据公开记录的分布进行校准，使各等级具有百分位含义；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 34（存在风险）的上限。
48
卓越93-100公开记录中的最高层级（约前 5%）；基本满足所有检验标准
优秀80-92各方面均表现强劲；仅有少量不足
良好65-79健康；不足之处有限且可控
中等50-64可接受，但存在明显不足；建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节；采用时应保持审慎
危急1-19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。
加权总体分 49 经校准后在公布的指数量表上为 48（记录校准 2026-08-02）。
所有权
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？
77
开发活跃度
68良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 4.8/36 | 提交节奏 — 52 周中有 7 周有提交 |
| 16.9/18 | 提交量 — 最近一年 76 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 76 |
| human_commit_share | 0.98 |
| days_since_last_push | 0 |
| active_weeks_last_year | 7 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 7 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 18 天前 |
| 27/27 | 发布节奏 — 约每 7.8 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 7 |
| latest_release_tag | v0.8.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 18 |
| mean_days_between_releases | 7.8 |
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？
33
流行度与采用
18危急
评分方式
| 17.5/60 | 星标 — 13 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 1 位关注者 |
所用输入
| forks | 0 |
| stars | 13 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50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（EUPL-1.2） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| readme_badges | 0 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| readme_badge_services | — |
| has_pull_request_template | 否 |
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？
28
维护者韧性（巴士系数）
10危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0/22.5 | 提交分布 — 头号贡献者编写了 100% 的提交 |
| 1.4/13.5 | 贡献者广度 — 1 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
议题与 PR 响应能力
28存在风险
评分方式
| 0/42 | 议题解决 — 没有议题或无数据 |
| 12.5/30 | PR 接受 — 已裁定的 PR 中 5/12 已合并 |
| 0/13 | Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 5 |
| open_issues | 0 |
| closed_issues | 0 |
| prs_merged_7d | 1 |
| prs_decided_7d | 1 |
| prs_merged_30d | 1 |
| prs_decided_30d | 1 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 7 |
| first_time_authors_30d | 0 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 0 |
已排除计分（无数据或不适用）：议题解决, newcomer_pr_acceptance。 其余权重已重新归一化。
所有权与托管责任
50中等
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 |
| 11.8/25 | 所有者影响力 — CrispStrobe 有 43 位关注者 |
| 18.2/25 | 既往记录 — 143 个公开仓库，账户约 2 年 |
所用输入
| followers | 43 |
| owner_type | User |
| is_verified | — |
| owner_login | CrispStrobe |
| public_repos | 143 |
| account_age_days | 955 |
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。
工程质量
基础的工程与文档实践是否到位？
61
工程实践
68良好
评分方式
| 24/24 | CI 工作流 — 2 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 1 out of 1 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 | 否 |
| has_precommit_config | 否 |
文档
50中等
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 12 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | coqui-tts, csm, kokoro-tts, orpheus-tts, outetts, piper-tts, text-to-speech, tts, tts-engines, edge-tts, chatterbox, chatterbox-tts |
| has_wiki | 否 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| 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？
50
安全态势
38薄弱
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 1 out of 1 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 |
| 0/7.5 | Code-Review — Found 0/28 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — 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 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 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 — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 14 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.8 |
已排除计分（无数据或不适用）：packaging。 其余权重已重新归一化。
依赖安全公告
100卓越
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 1 |
| unassessed_packages | 35 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 1 个已解析依赖与 OSV 比对。 有 35 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 未对可达性进行分析。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？权重刻意设小（4%）：代理工具链是一项真实的维护信号，但完全不具备的仓库仍可达到 100/100。
42
AI 代理上下文与指引
39薄弱
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） |
| 39/40 | 可读的提交历史 — 97 次人类提交中有 71 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 | 0.732 |
| 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 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 99 次提交中有 69 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 99 次提交中有 2 次为自动依赖更新 |
| 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 | — |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.697 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.02 |
面向模型的代码可读性
51中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 51.4/55 | 可控的文件大小 — 采样的 46 个源文件中有 3 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 150,153 |
| source_files_sampled | 46 |
| oversized_source_files | 3 |
关键数据
13GitHub 星标
1贡献者
76最近 12 个月提交数
0距最近推送天数
7发布版本数
1巴士系数（bus factor）
0开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Could not fetch pypi package 'crisptts' from its registry
更多细节
OpenSSF Scorecard 3.8 / 10
3.8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 |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 1 out of 1 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 |
| 0 | Code-Review | Found 0/28 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not 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 |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 14 existing vulnerabilities detected |
直接依赖 6
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | requests | >=2.25.0 | pyproject.toml |
| PyPI | numpy | >=1.26.0,<2.0.0 | pyproject.toml |
| PyPI | soundfile | >=0.12.0 | pyproject.toml |
| PyPI | pydub | >=0.25.1 | pyproject.toml |
| PyPI | mutagen | >=1.47.0 | pyproject.toml |
| PyPI | c2pa-python | >=0.37.0 | pyproject.toml |
全部依赖 36
来自 GitHub 依赖图的完整解析依赖集合：6 个直接依赖与 30 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 | c2pa-python | — | 直接 |
| PyPI | mutagen | — | 直接 |
| PyPI | numpy | — | 直接 |
| PyPI | pydub | — | 直接 |
| PyPI | requests | — | 直接 |
| PyPI | soundfile | — | 直接 |
| PyPI | audioseal | — | 间接 |
| PyPI | bandit | — | 间接 |
| PyPI | beautifulsoup4 | — | 间接 |
| PyPI | chatterbox-tts | 0.1.2 | 间接 |
| PyPI | datasets | — | 间接 |
| PyPI | diffusers | — | 间接 |
| PyPI | ebooklib | — | 间接 |
| PyPI | edge-tts | — | 间接 |
| PyPI | huggingface-hub | — | 间接 |
| PyPI | librosa | — | 间接 |
| PyPI | markdown | — | 间接 |
| PyPI | mlx | — | 间接 |
| PyPI | mlx-audio | — | 间接 |
| PyPI | piper-tts | — | 间接 |
| PyPI | pypdfium2 | — | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | pytest-mock | — | 间接 |
| PyPI | resemble-perth | — | 间接 |
| PyPI | ruff | — | 间接 |
| PyPI | safetensors | — | 间接 |
| PyPI | scikit-learn | — | 间接 |
| PyPI | scipy | — | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | snac | — | 间接 |
| PyPI | tokenizers | — | 间接 |
| PyPI | torch | — | 间接 |
| PyPI | torchaudio | — | 间接 |
| PyPI | transformers | — | 间接 |
| PyPI | wavmark | — | 间接 |
依赖安全公告 0
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 1 个包，其中也包含从不交付的开发与测试版本固定：0 个存在已知公告，0 个为直接依赖。 有 35 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
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
{
"data": {
"repo": {
"topics": [
"coqui-tts",
"csm",
"kokoro-tts",
"orpheus-tts",
"outetts",
"piper-tts",
"text-to-speech",
"tts",
"tts-engines",
"edge-tts",
"chatterbox",
"chatterbox-tts"
],
"is_fork": false,
"size_kb": 4176,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 1985,
"Python": 1037782
},
"pushed_at": "2026-08-03T17:34:22Z",
"created_at": "2025-05-19T14:20:52Z",
"owner_type": "User",
"updated_at": "2026-08-03T17:35:40Z",
"description": "python command-line Text-to-Speech (TTS) tool esp. for German, leveraging numerous endpoints like orpheus, piper, outetts, kokoro, csm, edge, coqui, kartoffelbox, etc",
"is_archived": false,
"is_disabled": false,
"license_spdx": "EUPL-1.2",
"default_branch": "main",
"license_spdx_raw": "EUPL-1.2",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": null,
"name": null,
"type": "User",
"login": "CrispStrobe",
"company": null,
"location": null,
"followers": 43,
"avatar_url": "https://avatars.githubusercontent.com/u/154636388?v=4",
"created_at": "2023-12-22T21:17:49Z",
"is_verified": null,
"public_repos": 143,
"account_age_days": 955
},
"license": {
"state": "standard",
"spdx_id": "EUPL-1.2",
"raw_spdx": "EUPL-1.2",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.8.0",
"kind": "minor",
"published_at": "2026-07-16T20:46:53Z"
},
{
"tag": "v0.7.1",
"kind": "patch",
"published_at": "2026-07-16T18:47:07Z"
},
{
"tag": "v0.7.0",
"kind": "minor",
"published_at": "2026-07-16T17:45:59Z"
},
{
"tag": "v0.6.0",
"kind": "minor",
"published_at": "2026-07-04T18:56:35Z"
},
{
"tag": "v0.5.0",
"kind": "minor",
"published_at": "2026-07-04T11:07:09Z"
},
{
"tag": "v0.4.0",
"kind": "minor",
"published_at": "2026-06-22T07:16:40Z"
},
{
"tag": "v0.3.0",
"kind": "minor",
"published_at": "2026-05-30T19:30:16Z"
}
],
"recent_commits": [
{
"oid": "333fed4bc65ac8262a66c7a2fa14de491d603d86",
"body": "PLAN.md had become 2738 lines of completed work — an original CrispASR\nintegration plan plus 34 finished phases — which is a poor place to find out\nwhat to do next.\n\nHISTORY.md (git mv, so the record keeps its history) is now the completed\naccount, with a note that its value is the reasoning rather \n[…]\ns, and CrispASR's tree has since been committed, so the port\ndescribed there is no longer blocked.\n\n472 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: split PLAN.md into what is open and what was done",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T17:34:21Z",
"body_truncated": true,
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{
"oid": "e8ee7cdd0af5a92dd3af3d2f5aa6a6fade493160",
"body": "Phase 33 fixed the chain's concurrency. Its CI run took 32 minutes against 1-7\nfor its recent neighbours, and passing is not the same as being right. Chasing\nthat found a second defect in the same code.\n\nChaining and pruning each walked the whole log on every write. _chain_head()\nhashed every line t\n[…]\nlse alarm, a threading path\nnobody had exercised, a CI run that was green but five times too slow.\n\n472 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf: the audit chain made writing the log quadratic",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T16:15:30Z",
"body_truncated": true,
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{
"oid": "9e982950020f4a08f76d41395396560c123a52ac",
"body": "A pass over what this session shipped, looking for what it broke. Two checks\nhad not been made.\n\nPhase 30's hash chain is not concurrency-safe, and that is a defect I\nintroduced. Chaining turned appending from a bare open(..., \"a\") — which the OS\nmakes atomic — into read-the-tail, hash, write. Two o\n[…]\nr 20 s at 44.1 kHz. The FFT is shared across patterns, so the\ndecoys are close to free. No action.\n\n471 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: the audit chain broke under the threading server and --jobs",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T15:10:20Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "86e3e1376cc105ad9688935c90de72f0212f935f",
"body": "…nement\n\nThree items: the Code of Practice decision, the speaker identities the sibling\nprojects have since researched, and the refinement Phase 28.3 left untested.\n\nCode of Practice: deliberately not signing, recorded as a decision. Adherence\ncommits the project to a fixed public description of how\n[…]\nd.\nIt now asserts the opposite, with a companion test that a genuinely marked tone\nstill verifies.\n\n468 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: bark was claimed synthetic without evidence; land the decoy refi…",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T10:57:38Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "9ea0b9623db03d32c8f0de911fd59efa7087cba0",
"body": "Prompted by a question — CrispASR ships a C2PA certificate, can CrispTTS do\nlikewise? Two answers, and the second corrects several earlier phases.\n\nCrispASR's certificate is self-signed too: subject == issuer, CN literally\n\"CrispASR (AI-generated, self-signed)\", one cert with no chain. Same posture\n\n[…]\nithmicMedia, and that its only\nfailure is signer trust, so if that ever changes the suite says so.\n\n467 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: the self-signed certificate was never an Art. 50(2) gap",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T10:06:10Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "5395bffd74b65082487a29fb70bcfddd23403f62",
"body": "The consent log records that someone attested a right to clone a voice, tied\nto a SHA-256 of the exact reference recording. Its whole value is evidential,\nand it was a plain text file any line of which could be edited or removed\nwithout trace.\n\nSusurrus's utils/audit_log.py had already solved this f\n[…]\nlishing none, so the table is now dated, marked\nre-checked, and credits where each idea came from.\n\n465 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: hash-chain the consent log, from Susurrus; correct a stale table",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T09:35:41Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a9f40f5c7ebb68efcb2778d35a450d8585243f26",
"body": "…atermark\n\nRead the sibling projects for anything worth taking. Both had covered parts of\nthis session's ground independently.\n\nCrispASR found the same detector defect Phase 28 fixed. Its\ncrispasr_watermark_stats.h and docs/eu-ai-act.md 6.7 describe the sign test as\na coin flip per bin, measure 4.8%\n[…]\ntive result is not\nevidence the audio is human-made. Saturating backends get no inconclusive band.\n\n456 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: adopt what CrispASR and Susurrus already knew about reading a w…",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T08:53:04Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "9726e0d5f3fc21464bb4fa3031d27c1fcfbcd62d",
"body": "CI has been red since 33fe26e on the py3.10 job only, with a single cause:\ntest_declared_watermark_floors_are_installable and\ntest_robust_extra_names_the_preferred_backend both `import tomllib`, which is\nstdlib from 3.11. The project declares requires-python >=3.10 and the CI matrix\nruns 3.10-3.12, \n[…]\nave run the matrix before pushing rather than after; three commits\nwent out on top of a red build.\n\n451 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: the extras tests imported tomllib, which 3.10 does not have",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T08:36:41Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0cbeff1868bdebe36817107022f6716be36abb11",
"body": "Phase 26.5 found the detector reading 0.656 on unmarked human speech against\nits own 0.65 threshold and left the decision open. The defect was larger than\nthat one reading suggested.\n\n_spread_spectrum_detect_band scored each of 32 bins by the sign of its excess\nover neighbouring bins and discarded t\n[…]\nnnot regress unnoticed — written to fail if someone fixes it, with\ninstructions to delete it then.\n\n451 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: the watermark detector was a coin flip over 32 bins",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T08:07:12Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0418429b32035659cb56a1f8e3e9f24d82ae24ee",
"body": "Profiled the pipeline instead of guessing. Two findings, one an order of\nmagnitude larger than anything else here.\n\nThe __main__ block imported torch and probed torch.backends.mps to set\n_torch_available_main and _is_mps_main. Both were written and never read —\ntheir only consumer was a debug print \n[…]\nof\na mark_audio_file that runs in 0.29-0.83s, and nothing there justifies touching\na signing path.\n\n450 pass, 7 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf: --help imported torch; the FFT ran once per frame",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-03T06:58:05Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "fe30733994e36c96760b7b2a92ea58229311998f",
"body": "Phase 24 measured WavMark as unusable; Phase 25 routed around it. The open\nquestion was whether it could be made viable and whether that needed a fork.\nCloned wavmark/wavmark and profiled it. No fork needed — every cost was on our\nside of the boundary.\n\nThe device was the whole story. One forward pa\n[…]\ndirections and the maintainer's call, not something\nto slip into a performance change. Recorded in PLAN 26.5.\n\n447 pass, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf: WavMark was never slow, we were driving it wrong",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T22:03:39Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "87ac17b435943d5b19abc27fa3182aa19dfe9e69",
"body": "Phase 24 established WavMark is impractical and left the real question open:\nif the recommended neural backend cannot be used, what marks Opus and OGG?\nc2pa-rs cannot sign those containers, so the watermark is their only durable\nlayer, and the built-in comb is readable by Crisp tooling alone.\n\nThe c\n[…]\n for tests whose premise is\na built-in-backend limitation.\n\nVerified both ways: 445 pass with AudioSeal installed, 444 with neither.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: prefer AudioSeal, which closes the Opus gap at 1/400th the cost",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T21:09:37Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "33fe26e49863e3307b92a8882e61676457ac2411",
"body": "Phase 23 verified every number in the spread-spectrum table by re-measuring it.\nThe one figure left unverified was WavMark's \">38 dB SNR\", quoted from\nupstream. Verifying it meant installing the extra, which is how this surfaced.\n\nBoth `robust` and `watermark-mit` pinned wavmark>=0.3.0. PyPI has pub\n[…]\ns to\nbenchmark on their own hardware, which is the honest form of a recommendation\nthis expensive.\n\n441 pass, 8 skipped, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: the extra the README recommends could not be installed",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T17:58:08Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "35482bee8ba329ae50072677f461d8f284917abc",
"body": "wm_params() returns a per-band strength — 0.05 for the speech band, 0.08 for\nthe legacy wideband comb. spread_spectrum_embed() honours it. But\nwatermark_embed(), the only embed mark_audio_file() ever calls, declared\nalpha=0.08 in its signature and mark_audio_file() passes no alpha, so when\n#260 move\n[…]\n 2 Dec 2026 grace period.\n\nThe Phase 19-22 fail-open residuals are re-confirmed, not revisited.\n\n441 tests pass (2 new), ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: the watermark shipped at the band it was retuned away from",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T16:20:08Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f91b02bf9c8ab49da1dc4a35792702e467870e6b",
"body": "The speaker_identity values shipped in bb2eea9 were classified from repo\nevidence alone, which left 13 models at \"unknown\". Reading each provider's own\ndocumentation settles six of them — all toward real_person, which is why\nguessing \"synthetic\" to quiet the warning would have been the costly error.\n[…]\nelled on is not publicly identified), melotts and bananamind.\n\n13 real_person / 7 synthetic / 7 unknown. 439 tests pass, ruff clean.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: read the upstream model cards; six more voices are real people",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T14:51:52Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "bb2eea9d671bab1582f11d6f832ba4b0305592c0",
"body": "Art. 50 audit (Phase 22). Three findings, one a live defect.\n\nmark_audio_file() opened with `if is_marked(): return marked=True`, above the\nmanifest check, the watermark embed, the C2PA signing and the verification\ngate. is_marked() scans for a byte string in container metadata — the\nstrippable laye\n[…]\ns code; the existing streaming test could not have caught this,\nsince it stubs mark_audio_file and so only proved the call happened.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: the container marker was standing in for evidence of marking",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T14:35:03Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8f495a8628543764fd93ec17fa1594d1639ee2d1",
"body": "C2PA_CAPABLE_EXTS excluded FLAC and M4A on the evidence that c2pa-rs\nadvertises both in get_supported_mime_types() but fails them with\n\"NotSupported: type is unsupported\". That is true of Builder.sign_file(),\nwhich is what the code called. The streaming Builder.sign(signer, format,\nsource, dest) sig\n[…]\n the code: marking requires one robust layer,\nwatermark detected OR C2PA signed, not a detectable watermark in every\ndelivered file.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: C2PA for FLAC and M4A; require a neural watermark for Opus/OGG",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T13:00:13Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "d1964d4cbaed868ec08589e6f2ecabffe867174c",
"body": "Two paths reached mark_audio_file() with a path the audio was not at, so\nmarking was skipped in silence rather than failing.\n\nHandlers force their own container: 16 of 23 call with_suffix() on the\noutput path — edge_handler writes .mp3, most local ones .wav. Every\npost-synthesis step was guarded by \n[…]\nwith marking. The new\ntests use handlers that override the extension; 8 of them were confirmed\nto fail against the previous main.py.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: mark the file that was written, not the one that was requested",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T12:59:57Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "9ed182bac34130717f9efb3a507785087e06229f",
"body": "PLAN.md stopped at Phase 17 while four feature commits landed, and its\nclosing \"known limitation, deliberately not closed\" had since been closed\nby accident — which made it the one section of the log actively contradicting\nthe README.\n\nPhase 17: the resample weakness (0.63 vs a 0.65 threshold) is ma\n[…]\nn asserting\nthem: 27 languages, all 24 EU official covered, a bundled clip for each,\n34 cloning models, none missing a language key.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: record Phases 18-19; correct a superseded \"known limitation\"",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T09:33:47Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "150853080174273c1643801b6b03af1fad357d35",
"body": "run_synthesis imports synthesize_with_crispasr_streaming directly from the\nhandler module, so the dispatch-table stub never intercepted it and the test\nreached whatever real code path the machine happened to offer. That made it\ngreen locally and red on all three CI Pythons.\n\nPatch the streaming function itself and assert the stub was reached, so the\ntest measures the marking gate rather than the environment.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: stub the crispasr streaming entry point instead of the real one",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T07:38:32Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "8461c11e2cf695bbe82ffdb04a64470ffe4077d0",
"body": "An EU AI Act audit of the provenance pipeline found one substantive defect\nand four smaller gaps. The marking core itself held up: every file-writing\npath routes through mark_audio_file(), verification is a gate rather than a\nwarning, and preflight refuses before a model is loaded.\n\nDisclosure langu\n[…]\n5) added; Art. 5 / Annex III / Chapter V\nrecorded as checked and not applicable, so the omissions are visible.\n\n409 tests (was 385).\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: disclose in the audience's language; close three fail-open gaps",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-02T07:26:03Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "2b479fd04e703db94c071f9dead349aa8ea1e7c0",
"body": "edge-tts below 7.2 computes the Sec-MS-GEC auth token with a scheme\nMicrosoft has retired, so every request fails the websocket handshake with\n403 Invalid response status. Measured on one machine, one network, minutes\napart: 7.0.2 fails, 7.2.8 succeeds.\n\nThat matters here because edge-tts is tier 2 \n[…]\nEdge\nTTS\", and CLI synthesis through the edge handler produces a marked MP3\n(watermark 0.75, C2PA manifest asserting AI generation).\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: require edge-tts >= 7.2, older versions are 403'd by Microsoft",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-01T20:50:28Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "87f763372fba553d85363d9e971c4b7bad90a736",
"body": "…erop\n\nCrispTTS and CrispASR could no longer read each other's watermarks. Same\nkey, same PRNG, same FFT size and hop — only the comb placement differed.\nCrispASR moved it in their #260 because spreading 32 bins across\n~1.5-11.7 kHz put ~20 of them where clean TTS speech is near-silent, making\nthe c\n[…]\ning and lossy transcoding, so the warning text no\nlonger claims otherwise.\n\n378 passed / 7 skipped with full deps, 315 / 70 without.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: move the watermark comb to CrispASR's speech band, restoring int…",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-01T19:44:44Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e15884fc7ad16ae0ef15b6e3b7e5f6d83294b4c9",
"body": "Closes the offline disclosure gap, and fixes three defects found by\nactually installing CrispASR and probing it.\n\nBundled disclosures (crisptts_assets/):\nPre-rendered clips for all 8 languages, mono 16 kHz FLAC, ~633 KiB total,\nrendered with CrispASR kokoro via scripts/make_disclosure_assets.py. The\n[…]\n its noise\nfloor, so layers previously advertised a mark nothing can find.\n\n369 passed / 7 skipped with full deps, 306 / 70 without.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: bundle spoken disclosures; preserve upstream C2PA manifests",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-01T19:28:33Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ad22e67da9724242969f01d3bec3aa4d7e09f080",
"body": "…surrus\n\nRestores c2pa-audio as a fast path and adds the CrispASR binary alongside\nit, without reintroducing the bug that made the original c2pa-audio path\nharmful.\n\nBackends, selectable via CRISPTTS_C2PA_BACKEND=auto|python|audio|crispasr|off:\n\n 1. c2pa-audio, if importable (native, built from sou\n[…]\n disclosure is prepended, so it describes what comes after it, not\nitself.\n\n361 passed / 8 skipped with full deps, 308 / 61 without.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: tiered C2PA signers, verified; align disclosure wording with Su…",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-01T17:53:31Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "141fe633f726cb2cc63579f0254d4237627976d9",
"body": "The C2PA container-coverage test builds an MP3 fixture through pydub,\nwhich shells out to ffmpeg — absent on the runners, so it failed rather\nthan skipped.\n\nInstalling ffmpeg is the right fix rather than skipping: the pre-existing\nTestMp3Marking cases already skip themselves when ffmpeg is missing, \n[…]\ntly-not-running pattern the skip-vs-error change addresses.\n\nThe fixture build also skips cleanly now, for checkouts without ffmpeg.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: install ffmpeg so the MP3 marking tests actually run",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-01T17:53:31Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "01f7bf8e93cbe0e2db4365ad602e9d1b6b6be77e",
"body": "Fixes ten findings from a full Art. 50 audit. Note this commit also\ncarries the pre-existing uncommitted Phase 15/16 work, which the fixes\nmodify in place and could not be cleanly separated from.\n\nConsent gate (was resting on one heuristic tier):\n- Every model in config.py now declares voice_cloning\n[…]\nnd\n disclosure guardrail tests never silently fail to run.\n\n351 passed / 8 skipped with full deps, 300 passed / 59 skipped without.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: EU AI Act Art. 50 compliance gaps found in audit",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-08-01T17:53:31Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "ed9eb8c3f95e9d8f4081cf62fc1bdb5a77d9a1a4",
"body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: Phase 15 consistency fixes in PLAN.md, update test count",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-07-16T21:23:25Z",
"body_truncated": false,
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{
"oid": "dcb854513aa973c90e86678089d3abebb9b9c840",
"body": "Server SSML (server.py):\n- Parse SSML tags in /v1/audio/speech input text before synthesis\n- Single-segment: strip tags, apply prosody speed\n- Multi-segment: concatenate text (crossfade requires temp files,\n not practical in a single API response)\n\nWire --warm-up through main.py (main.py):\n- Add --\n[…]\n +4 new):\n- Server SSML tag stripping\n- Plain text passthrough\n- Cache key version sensitivity\n- Cache version is non-empty string\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: server SSML parsing, --warm-up wiring, versioned cache keys",
"author_name": "crispasr integration",
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"committed_at": "2026-07-16T21:22:49Z",
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"body": "…ADME\n\nPLAN.md: mark all Phase 14 items complete with commit refs\n\nREADME:\n- Add ssml.py and cache.py to project structure\n- Add SSML-lite, batch --jobs, and --normalize usage examples\n- Update test count to 281+\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: Phase 14 status in PLAN.md, SSML/batch/normalize examples in RE…",
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"committed_at": "2026-07-16T21:07:23Z",
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"body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump version to 0.8.0",
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"committed_at": "2026-07-16T20:42:19Z",
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"oid": "2f84b8abfd8dab556b4f10bbace42279085b96ec",
"body": "Phase 14 — remaining opportunities.\n\nSSML-lite preprocessor (ssml.py):\n- Parse <break time=\"500ms\"/>, <prosody rate=\"fast\">,\n <say-as interpret-as=\"characters\">, <phoneme ph=\"...\">\n- Multi-segment SSML: synthesize each segment with per-segment\n speed, concatenate with crossfade, insert silence gap\n[…]\noneme, spell-out, edge cases (11)\n- Audio normalization: peak, silence, shape preservation (3)\n- Existing test suite passes in 34s\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: SSML-lite, concurrent batch, normalization, server warm-up",
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"committed_at": "2026-07-16T20:41:56Z",
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"oid": "a6f8b7fb93894182868ec332f378e6268e4d7959",
"body": "PLAN.md:\n- Phase 13: document all 6 compliance gaps closed, c2pa-audio\n integration, 8 compliance tests, v0.7.1 release\n\nREADME:\n- Add c2pa-audio install instructions alongside c2pa-python\n- Update compliance comparison table (c2pa-audio preferred)\n- Update test count to 265+\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: add Phase 13 compliance audit to PLAN.md, update README",
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"committed_at": "2026-07-16T20:16:34Z",
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"oid": "85c759af6aec57e90d00604d2fc1c840e884ed10",
"body": "New compliance test coverage:\n- C2PA native signing fallback (c2pa-audio → c2pa-python)\n- WAV watermark roundtrip detection\n- WAV metadata AI-generated tag injection\n- MP3 metadata AI_GENERATED tag injection\n- Comprehensive voice-cloning keyword coverage (all 8 cloning backends)\n- Spoken disclaimer \n[…]\npiper output metadata injection (gated behind CRISPTTS_LIVE_TESTS)\n\nTotal: 265 tests passing in ~52s.\n\nVersion bump: 0.7.0 → 0.7.1\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: 8 new compliance tests, bump v0.7.1",
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"body": "Compliance gaps fixed (from thorough Art. 50 audit):\n\nGAP 1+5: Streaming synthesis metadata (crispasr_handler.py)\n- CrispASR binary already embeds audio watermarks in streaming output\n- Now also injects WAV LIST/INFO metadata after copying to output file\n\nGAP 2: Play-direct without output file (main\n[…]\n c2pa-audio not available\n- c2pa-audio supports bundled self-signed cert (no cert/key needed)\n- Supports WAV, MP3, and M4A signing\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: close EU AI Act compliance gaps + c2pa-audio native signing",
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"committed_at": "2026-07-16T18:25:52Z",
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"body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump version to 0.7.0",
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"body": "…2 sync\n\nPhase 12 — sync with CrispASR v0.8.12.\n\nNew CrispASR TTS backends (config.py):\n- crispasr_omnivoice_tts: Qwen3 masked iterative, 600+ langs,\n 24 kHz, voice cloning via HuBERT encoder\n- crispasr_moss_tts_local: 4B transformer + codec-v2, 48 kHz,\n ~2.1 GB F16\n\nSkip C2PA for CrispASR backend\n[…]\nackend config validation for omnivoice + moss-tts-local\n- Voice-cloning detection for omnivoice\n- tts_speed param passthrough test\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: OmniVoice + MOSS-TTS-Local backends, C2PA skip, CrispASR v0.8.1…",
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"oid": "871ff82e2cd840f13e1b7871e5061366c93373be",
"body": "Phase 11 — test coverage for new features and v0.6.0 release.\n\nNew test files:\n- tests/test_cache.py (7 tests): key determinism, roundtrip, eviction\n- tests/test_server.py (5 tests): rate limiting, IP isolation, expiry\n\nNew tests in existing files:\n- test_utils.py (5 tests): crossfade_segments edge \n[…]\nx size\n- --cache-clear: remove all cached synthesis results\n\nVersion bump: 0.5.0 → 0.6.0 (pyproject.toml + server health endpoint)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: 30 new tests, cache CLI, lazy registry tests, v0.6.0",
"author_name": "crispasr integration",
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"committed_at": "2026-07-04T18:55:40Z",
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"oid": "1764a7ed0f893ac476cc5d71d5e3ac44bb61f84f",
"body": "PLAN.md: mark all Phase 10 items complete with commit ref\nREADME: document rate limiting, caching, enhanced /health, --rate-limit flag\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: update PLAN.md and README for Phase 10",
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"committed_at": "2026-07-04T17:46:16Z",
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"oid": "bf0fabc3449d9bf94c4500f45f677f42655b70f2",
"body": "Phase 10 — developer experience and production readiness.\n\nLazy handler registry (handlers/__init__.py):\n- Replace 266 lines of eager try/except imports with a 107-line\n lazy registry. Each handler imports only when first accessed.\n- Test suite: 350s → 53s (6.6x faster)\n- Server startup: 6+ min → i\n[…]\ningMixIn for concurrent request handling\n\nTest markers (pyproject.toml):\n- @pytest.mark.slow and @pytest.mark.live markers defined\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: lazy handler registry, rate limiting, caching, crossfade",
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"committed_at": "2026-07-04T17:45:11Z",
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"oid": "60195e0b9b74fc873357434fb7e6e28ea5b19af3",
"body": "README:\n- Add --backend shortcut to command structure example\n- Add --check, --backend, --lexicon, --batch to CLI reference tables\n- Document new synthesis options\n\nPLAN.md:\n- Mark all Phase 9 items complete with commit ref\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: update README and PLAN for Phase 9 features",
"author_name": "crispasr integration",
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"committed_at": "2026-07-04T14:09:17Z",
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"oid": "3fbaf833b607f464df2e34f6806857138caec5f5",
"body": "Phase 9 usability & reliability improvements.\n\nFix import hang on headless machines (config.py, utils.py):\n- config.py: remove top-level torch/outetts imports that blocked\n indefinitely (outetts imports protobuf compilation). All model\n config entries use string fallbacks.\n- utils.py: defer pydub/\n[…]\nTest fixes:\n- Update PYDUB_AVAILABLE/SOUNDDEVICE_AVAILABLE tests for lazy\n loading (None sentinel → bool after _ensure_*() call).\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: fix import hang, --backend shortcut, threaded server, batch mode",
"author_name": "crispasr integration",
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"committed_at": "2026-07-04T13:57:52Z",
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"oid": "a83b8bc658291cb4eda43fcc3cc0b0a6fec432aa",
"body": "PLAN.md:\n- Phase 8: file I/O reduction, lazy watermark loading, server fixes,\n streaming concurrency limit, subprocess stdout optimization\n\nreadme.md:\n- Document lazy-loading of neural watermark backends\n- Document Content-Disposition header and concurrency limit in server\n- Consolidate server response documentation\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: add Phase 8 perf optimizations to PLAN.md and README",
"author_name": "crispasr integration",
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"committed_at": "2026-07-04T12:19:58Z",
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"oid": "c981f3f9f63d31199c5174ea029de6cc5014f302",
"body": "File I/O optimization (main.py, server.py):\n- Combine watermark embed + metadata injection into fewer read/write\n cycles. WAV path: was 4 I/O ops (read PCM, write PCM, read bytes,\n write bytes), now 3 (read PCM, write PCM, read+inject+write bytes).\n MP3/metadata-only paths: inline read→transform→\n[…]\nue for synthesis.\n Only stderr is needed for error reporting. Avoids buffering\n potentially large stdout on long synthesis runs.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "perf: reduce I/O, lazy watermark loading, concurrency limit",
"author_name": "crispasr integration",
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"committed_at": "2026-07-04T11:28:05Z",
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"oid": "829c8e847cba0c49d8c77c3213573c50fad2566a",
"body": "When a release is created manually via `gh release create` before\nthe tag-triggered workflow runs, the workflow would fail with\n\"a release with the same tag name already exists\". Now it detects\nexisting releases and uploads build artifacts with --clobber instead.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: fix release workflow for pre-existing releases",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-07-04T11:11:49Z",
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"oid": "8f44b239acff91fd3fb3d4eaccd8ae66d6ea41d7",
"body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump version to 0.5.0",
"author_name": "crispasr integration",
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"committed_at": "2026-07-04T11:03:41Z",
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"oid": "42ba688b5fc91cb94841e9c2e0e9ae41dc200f9a",
"body": "Synced with CrispASR v0.8.7. Phase 7 of PLAN.md.\n\nNew CrispASR TTS backends (config.py):\n- crispasr_bananamind_tts: Tacotron-lite + HiFi-GAN, 22050 Hz, en/de\n- crispasr_dots_tts: Qwen2.5 LLM + DiT + BigVGAN, 48 kHz, CAM++ cloning\n- crispasr_cosyvoice3_tts: multi-GGUF (LLM+flow+CAM+++HiFT), 24 kHz\n- \n[…]\nkoro, to work on 8 GB VPS without GPU)\n\nREADME: 35+ handlers, 14 CrispASR backends, --ref-text docs,\nexpanded --model-params table\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add 4 new CrispASR backends, TADA enhancements, expanded params",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-07-04T10:51:33Z",
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"oid": "456c5cb935d4e319e2106c6e1170ec1d50aabab9",
"body": "readme.md:\n- Add full CLI reference tables for all flag groups:\n primary actions, synthesis options, CrispASR integration,\n watermarking & provenance, server options\n- Add --model-params key reference with per-backend docs\n- Remove EU AI Act / Art. 50 references from headings and body\n- Keep water\n[…]\n documentation (not legal framing)\n\nPLAN.md:\n- Rename Phase 6 to \"Watermarking & Voice Cloning Safety\"\n- Remove deadline reference\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: expand CLI reference, remove EU AI Act mentions",
"author_name": "crispasr integration",
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"committed_at": "2026-06-22T09:03:10Z",
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"oid": "42d321799dcd811c0e071eaf691d92a92039c680",
"body": "readme.md:\n- 31+ handlers (was 28+), 10 CrispASR backends (was 7)\n- Document WavMark (MIT) as preferred neural watermark\n- Document FLAC/Opus metadata support\n- Document voice-cloning API consent gate (i_have_rights field, 403)\n- Document persistent audit log path\n- Document CrispASR kokoro as spoke\n[…]\nrl example\n\nPLAN.md:\n- Add Phase 6: EU AI Act Art. 50 compliance (v0.4.0)\n- Document all sub-tasks with commit refs and CI results\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: update readme and plan for v0.4.0",
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"committed_at": "2026-06-22T07:31:50Z",
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"oid": "10becea461543df4ee78f8bc1e3038b0e535ff67",
"body": "Voice-cloning consent gate in server API:\n- Require \"i_have_rights\": true in request body for cloning models\n- Return 403 with clear explanation if missing\n- Audit log + spoken disclaimer prepended to cloned output\n- Matches CLI --i-have-rights behavior\n\nExpanded voice-cloning detection:\n- Add Crisp\n[…]\nw array (immutability)\n\npyproject.toml:\n- Bump version to 0.4.0\n- Add watermark-mit (wavmark) and metadata (mutagen) optional deps\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: voice cloning safety, FLAC/Opus metadata, tests, v0.4.0",
"author_name": "crispasr integration",
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"committed_at": "2026-06-22T07:08:13Z",
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"oid": "01b4d4109b3577e53db638b8bbd954252a439fee",
"body": "…ends\n\nClose the critical gap where watermark_embed/inject_wav_metadata/\ninject_mp3_metadata/c2pa_sign_file were defined in watermark.py but\nnever called on synthesized audio. With the Art. 50 deadline on\n2026-08-02, all TTS output must be machine-detectably marked.\n\nWatermark embedding (main.py + s\n[…]\nning, 24 kHz\n- crispasr_melotts: MeloTTS VITS2, 44.1 kHz, MIT license\n- crispasr_piper: Piper VITS via C++, 250+ voices, 30+ langs\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: EU AI Act Art. 50 compliance — watermark all outputs + new back…",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-06-22T06:21:17Z",
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"oid": "11dd00f21a67133ee29e8ef5c39503ee67e11dd6",
"body": "…ions/checkout-7\n\nci: bump actions/checkout from 6 to 7",
"is_bot": false,
"headline": "Merge pull request #11 from CrispStrobe/dependabot/github_actions/act…",
"author_name": "CrispStrobe",
"author_login": "CrispStrobe",
"committed_at": "2026-06-21T17:52:58Z",
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{
"oid": "baf2f6a6b7c85b0d251eefda99c8182b5011d3af",
"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\n:\n- dependency-name: actions/checkout\n dependency-version: '7'\n dependency-type: direct:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "ci: bump actions/checkout from 6 to 7",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-19T11:36:14Z",
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"oid": "810e8c4b0fd58e599205cd7d15ec73f3670eddc3",
"body": "Two key improvements for reliable detection on real synthesized speech:\n\n1. Detection now averages magnitude spectra across all frames BEFORE\n correlating the watermark pattern. This cancels per-frame noise and\n produces much higher confidence on tonal/speech signals:\n - Before: 0.53-0.67 on r\n[…]\nts on actual Kokoro TTS output:\n alpha=0.08, averaged detection: confidence=0.875 (STRONG)\n Python self-test (synthetic): 0.9375\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: robust watermark detection via averaged-spectrum + alpha=0.08",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-06-07T18:34:51Z",
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"oid": "cc490498828114a188dc738ea6db8721cdb5891e",
"body": "The default alpha=0.005 (~-46 dB) was too faint for confident detection\non synthesized speech — tonal content (harmonics in specific bins)\nmasked the watermark, yielding ~0.53 confidence (below 0.65 threshold).\n\nalpha=0.02 gives:\n- ~49 dB SNR (still completely imperceptible — speech perception ~20 d\n[…]\nemantics\n(splitmix64 mutates s[0] during s[1] computation). Bin patterns now\nmatch exactly between Python and C++ implementations.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: increase watermark alpha to 0.02 for reliable detection on speech",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-06-07T18:12:08Z",
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{
"oid": "0c2b23e510c2fb7c6d601ed2ed1c9e41be47f6cd",
"body": "- Add espeak-ng installation instructions (pip install py-espeak-ng)\n- Document CrispASR voice path usage for cached GGUFs\n- Update PLAN.md with all-phases-complete status and live test results\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: add espeak-ng install notes, voice path tips, live test results",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-06-07T17:31:26Z",
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"oid": "9318e2342689a5ec4df0123eaca6a09150ad5536",
"body": "The installed nv_one_logger has a type signature incompatibility\nwith the overrides library, causing a TypeError during NeMo import.\nBroaden the except clause to catch any exception, allowing all\nother handlers (including crispasr) to load successfully.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: catch TypeError from NeMo import to unblock handler loading",
"author_name": "crispasr integration",
"author_login": null,
"committed_at": "2026-06-07T17:07:59Z",
"body_truncated": false,
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{
"oid": "940e1630dc223369f01a25e5e5738bba78911dcd",
"body": "- Add all Phase 1-5 features to feature list (speed, trim, streaming,\n server, chunking, formats, resampling, etc.)\n- Add API Server section with endpoint docs and request format\n- Update project structure (chunking.py, server.py)\n- Update compliance comparison table (all three projects at parity)\n- Add usage examples for new CLI flags and server mode\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "docs: update readme with new features, API server, compliance matrix",
"author_name": "crispasr integration",
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"committed_at": "2026-06-07T16:27:44Z",
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"body": "Phase 5 — HTTP server:\n\n- server.py: stdlib HTTPServer with OpenAI-compatible endpoints\n - POST /v1/audio/speech (model, input, voice, response_format, speed)\n - GET /v1/audio/models (list all configured TTS models)\n - GET /health (server status)\n- --server / --server-host / --server-port CLI fla\n[…]\nPI\n- Watermarking applied automatically via save_audio pipeline\n- 51 tests passing (3 new: server import, models endpoint, health)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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"body": "Phase 4 — streaming synthesis:\n\n- synthesize_with_crispasr_streaming(): runs crispasr in a thread,\n streams PCM chunks to sounddevice as they're written\n- --stream CLI flag enables streaming mode for crispasr backends\n- Falls back to non-streaming if sounddevice not installed\n- 48 tests passing (2 new: streaming import + flag validation)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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"headline": "feat: add --stream for streaming TTS playback (crispasr backends)",
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"body": "…truct CLI flags\n\nPhase 1+2 CLI flags leveraging CrispASR capabilities:\n\n- --speech-speed FLOAT: rate multiplier (maps to --pace in crispasr)\n- --trim-silence: trim leading/trailing silence (crispasr + Python fallback)\n- --tts-steps N: DPM-Solver++ steps for diffusion models\n- --tts-language LANG: o\n[…]\n silence trimming fallback for\nnon-crispasr handlers. 26 new tests (all passing), including\nlive test with actual crispasr binary.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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"body": "…mpling, verification\n\nCloses all remaining compliance gaps:\n\n- Spoken AI disclaimer prepended to voice-cloned audio (Art. 50(4)):\n uses Edge TTS with beep fallback, cached, 300ms silence gap\n- AudioSeal sample-rate resampling: linear interpolation to/from 16 kHz\n matching CrispASR's dispatcher ap\n[…]\nic watermark inspection\n- Compliance comparison matrix across CrispTTS/CrispASR/CrisperWeaver\n- 36 tests (up from 28), all passing\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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"headline": "feat: complete EU AI Act Art. 50 compliance — spoken disclaimer, resa…",
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"headline": "Merge pull request #10 from CrispStrobe/dependabot/github_actions/act…",
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"body": "…C2PA\n\nPort CrispASR's multi-layered provenance system to CrispTTS:\n\n- Spread-spectrum watermark (pure numpy, cross-compatible with CrispASR C++)\n- AudioSeal neural watermark (direct Python package + crispasr GGUF backend)\n- WAV LIST/INFO and MP3 ID3v2 metadata marking audio as AI-generated\n- C2PA c\n[…]\n-key\n- 28 new tests covering all watermarking features\n- Auto-watermarks all output via save_audio() — zero handler changes needed\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
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"body": "* fix(ci): unblock Dependabot dependency-graph submission\n\nThe auto dependency-graph job (\"Graph Update: pip\") aborted with\npath_dependencies_not_reachable because the frozen-env reference files\ncontained local editable installs pointing at absolute paths on the\nmaintainer's machine:\n\n -e /Users/ch\n[…]\nean; 110 passed / 3 skipped on py3.10 and py3.12.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"body": "New CrispASR handler providing 7 native C++ TTS engines via the\ncrispasr binary (auto-downloaded if not found):\n- kokoro, kokoro-de, orpheus, orpheus-de (19 speakers),\n qwen3-tts, chatterbox, vibevoice-tts, indextts, voxcpm2\n\nNew CLI flags:\n- --verify: ASR roundtrip verification (TTS output → parak\n[…]\n\nThe CrispASR handler has zero Python ML dependencies — just\nsubprocess + shutil. Models auto-download from the CrispASR registry.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add CrispASR TTS integration, ASR verification, translation",
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{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "at_risk",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution",
"newcomer_pr_acceptance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 28,
"inputs": {
"merged_prs": 5,
"open_issues": 0,
"closed_issues": 0,
"prs_merged_7d": 1,
"prs_decided_7d": 1,
"prs_merged_30d": 1,
"prs_decided_30d": 1,
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"first_time_prs_merged_30d": 0,
"first_time_prs_decided_30d": 0
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"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "5/12 decided PRs merged",
"points": 12.5,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 5,
"decided": 12
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}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
"days": 30
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}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/28 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": 50,
"inputs": {
"followers": 43,
"owner_type": "User",
"is_verified": null,
"owner_login": "CrispStrobe",
"public_repos": 143,
"account_age_days": 955
},
"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": "43 followers of CrispStrobe",
"points": 11.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 43,
"login": "CrispStrobe"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "143 public repos, account ~2 yr old",
"points": 18.2,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 143
}
},
{
"code": "account_age_years",
"params": {
"years": 2
}
}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 61,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
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"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
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},
{
"key": "tests_present",
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"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"topics": [
"coqui-tts",
"csm",
"kokoro-tts",
"orpheus-tts",
"outetts",
"piper-tts",
"text-to-speech",
"tts",
"tts-engines",
"edge-tts",
"chatterbox",
"chatterbox-tts"
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"has_wiki": false,
"homepage": null,
"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": null,
"points": 0,
"status": "missed",
"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": "12 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 12
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 50,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "weak",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 38,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 3.8
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "1 out of 1 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/28 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 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": "14 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 1 resolved dependencies against OSV; 35 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": [
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"no_advisories_left_outstanding"
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 1
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 35
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 1,
"unassessed_packages": 35,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "exceptional",
"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": 1,
"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
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "weak",
"name": "AI Readiness",
"value": 42,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "weak",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 39,
"inputs": {
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"legible_history_share": 0.732,
"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",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "71 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 39,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
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}
],
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}
]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 40,
"inputs": {
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"components": [
{
"key": "one_command_bootstrap",
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"points": 0,
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"details": [],
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},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
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},
{
"key": "lint_format_config",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "69 of the last 99 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
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"sampled": 99
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}
],
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},
{
"key": "automated_maintenance",
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"points": 8,
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"details": [
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"code": "dependency_bot_commits",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
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]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
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"inputs": {
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"largest_source_bytes": 150153,
"source_files_sampled": 46,
"oversized_source_files": 3
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"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
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}
],
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},
{
"key": "manageable_file_sizes",
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"points": 51.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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}
],
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]
}
],
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],
"classification": {
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"scores": {
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"primary": "cli",
"evidence": [
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"tier": "declared",
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"source": "pypi.console_scripts",
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{
"tier": "description",
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"artifacts": [
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],
"confidence": "high",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": false
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"metrics_version": "2.3.1"
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"warnings": [
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"report_type": "repository",
"generated_at": "2026-08-04T00:45:33.823623Z",
"schema_version": "0.30.0",
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