CrispStrobe / CrispTTS

Повний розв'язаний набір залежностей із графа залежностей GitHub: 6 прямих і 30 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 1 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 0 мають відомі сповіщення, з них 0 прямі. 35 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

{
  "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,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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,
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        },
        {
          "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,
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        },
        {
          "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,
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        },
        {
          "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,
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        },
        {
          "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,
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        },
        {
          "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,
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        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-07-16T21:22:49Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "040cdf11d7fd2cd86d21236015874c8980582e07",
          "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…",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T21:07:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "674506ab416b24213bfa49c8cd3493b0c0828ab3",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: bump version to 0.8.0",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T20:42:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T20:41:56Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T20:16:34Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T18:46:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "dbbcb2117547eb4239ae05f5bc52f94cb145def9",
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T18:25:52Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9272f68be1a880556c164e5609dc5bea58962574",
          "body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore: bump version to 0.7.0",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T17:45:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "62e681efca5e221be14e64fbdfce689cd663429a",
          "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…",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-16T17:37:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-07-04T18:55:40Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-04T17:46:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-07-04T17:45:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-07-04T14:09:17Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-07-04T13:57:52Z",
          "body_truncated": true,
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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",
          "author_login": null,
          "committed_at": "2026-07-04T12:19:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-07-04T11:28:05Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-07-04T11:03:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-06-22T09:03:10Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-22T07:31:50Z",
          "body_truncated": true,
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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",
          "author_login": null,
          "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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        },
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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",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "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,
          "is_coding_agent": true
        },
        {
          "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",
          "author_login": null,
          "committed_at": "2026-06-07T16:27:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0f734d25ca1db5d36e0ab6f35ff1c75e785ebf2b",
          "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>",
          "is_bot": false,
          "headline": "feat: add OpenAI-compatible /v1/audio/speech API server",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-07T13:55:37Z",
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          "is_coding_agent": true
        },
        {
          "oid": "1b4aee07f875cc2d7cd7c69a343942cbe43075eb",
          "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>",
          "is_bot": false,
          "headline": "feat: add --stream for streaming TTS playback (crispasr backends)",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-07T13:52:01Z",
          "body_truncated": false,
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        },
        {
          "oid": "c3f6691f44f8469e8e12d03ef46744cfdc3d4959",
          "body": "…ple-rate\n\nPhase 3 — audio processing:\n\n- chunking.py: sentence-boundary text splitter for long-form TTS\n- utils.py: resample_audio() with scipy polyphase + linear fallback\n- --output-sample-rate HZ: post-synthesis resampling to target rate\n- Compressed format support (opus/flac) via existing pydub/soundfile\n- 46 tests passing (12 new: chunking, resampling, format tests)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add text chunking, resampling, compressed formats, --output-sam…",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-07T13:48:55Z",
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        },
        {
          "oid": "8ae7f6f813d7d5ae138dc615e729b3fb6c1a59f0",
          "body": "Phase 2 — model config & voice features:\n\n- Add crispasr_qwen3_tts_voicedesign model entry with --instruct support\n- Consent gate now detects .wav voice paths as voice cloning on any backend\n- requires_consent() accepts optional voice_id parameter\n- Verify Orpheus DE has all 19 speakers, VoxCPM2 notes mention cloning\n- 34 tests passing (8 new: config validation + .wav consent gate)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add VoiceDesign model entry, .wav consent gate, config validation",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-07T13:45:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bb5e45149afc331ff020c76513a8123ed0544eb9",
          "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>",
          "is_bot": false,
          "headline": "feat: add speech speed, silence trim, tts-steps, language, pitch, ins…",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-07T13:41:58Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "b498fbe7bbc89bf4293218a1e9bb0fce8a589e09",
          "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>",
          "is_bot": false,
          "headline": "feat: complete EU AI Act Art. 50 compliance — spoken disclaimer, resa…",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-07T08:01:45Z",
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        },
        {
          "oid": "060c53e8fd8feae8d0d22196726c52a9a5d0d9fd",
          "body": "…ions/upload-artifact-7\n\nci: bump actions/upload-artifact from 4 to 7",
          "is_bot": false,
          "headline": "Merge pull request #10 from CrispStrobe/dependabot/github_actions/act…",
          "author_name": "CrispStrobe",
          "author_login": "CrispStrobe",
          "committed_at": "2026-06-07T07:45:07Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c0ac4d7d1898487c6ff621b500b98dcc9389402d",
          "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>",
          "is_bot": false,
          "headline": "feat: add AI audio watermarking, metadata, consent gate, AudioSeal & …",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-06-07T06:18:01Z",
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        },
        {
          "oid": "e110a083555a1ca08f1f1c0dba97a468c41a365b",
          "body": "Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 4 to 7.\n- [Release notes](https://github.com/actions/upload-artifact/releases)\n- [Commits](https://github.com/actions/upload-artifact/compare/v4...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/upload-artifact\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/upload-artifact from 4 to 7",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-30T19:30:02Z",
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        },
        {
          "oid": "c8fc4e4c03f3417a22183ab5efac0f6d0632762f",
          "body": "Works in the safe Dependabot PRs:\n- ci: bump actions/checkout v4->v6 and actions/setup-python v5->v6 (#2, #3)\n- deps: bump pydub floor to >=0.25.1 (#7)\n\nStops Dependabot from churning the hand-tuned lock:\n- dependabot pip set to security-updates-only (open-pull-requests-limit: 0).\n  requirements.txt\n[…]\nproject version, build\n  sdist+wheel and publish a GitHub Release with generated notes + artifacts.\n- bump version 0.2.0 -> 0.3.0.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(release): prep v0.3.0 — dependency triage + release workflow (#9)",
          "author_name": "CrispStrobe",
          "author_login": "CrispStrobe",
          "committed_at": "2026-05-30T19:29:36Z",
          "body_truncated": true,
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        {
          "oid": "e3196cb58e2235016dd181ebdfff51aeba1c9826",
          "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>",
          "is_bot": false,
          "headline": "fix(ci): unblock Dependabot dependency-graph submission (#1)",
          "author_name": "CrispStrobe",
          "author_login": "CrispStrobe",
          "committed_at": "2026-05-30T16:52:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4cd98bd3e2724150a7957970647ae3ab6a6ba201",
          "body": "Clarifies that CrispTTS downloads model weights at runtime (does not\nbundle/redistribute), so the user obtains them from upstream under\nupstream terms and is responsible for honouring each voice's license.\nFlags per-voice license variance in rhasspy/piper-voices — pavoque is\nCC BY-NC-SA (non-commerc\n[…]\nerstin are CC0; M-AILABS voices\nare BSD-style. Points to cstr/piper-voices-GGUF for a curated\npermissive-only redistributable set.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: add voice & model licensing section",
          "author_name": "CrispStrobe",
          "author_login": "CrispStrobe",
          "committed_at": "2026-05-29T21:22:19Z",
          "body_truncated": true,
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        },
        {
          "oid": "7c9aca0d8df5a7ebf0d20d9bbf695f6c697c92a2",
          "body": "Codebase audit — zero ruff errors remaining:\n- Fixed all 528 E501 (line-too-long >120) across 27 files\n- Split all 371 multi-statement lines (E701/E702) onto separate lines\n- Removed 40 unused imports (F401), annotated 13 intentional ones\n- Changed 17 bare `except:` to `except Exception:` (E722)\n- F\n[…]\ngs)\n- test_cli.py: NEW 18 tests (parser construction, all flags, defaults,\n  mutual exclusivity, model choices, entrypoint import)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: fix all 1023 lint issues, expand test suite to 113 tests",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-05-29T13:40:53Z",
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        {
          "oid": "a8194cabb3997946ba8963790f9085f9101eb7f3",
          "body": "Codebase audit:\n- pyproject.toml with ruff, bandit, pytest configs and optional deps\n- 32 unit tests across 3 test files:\n  - test_config.py: model definitions, handler mappings, constants (10 tests)\n  - test_handlers.py: handler registry, CrispASR command building,\n    CLI arg structure, mock-based\n[…]\n, 49 low\n- Critical issues (F821/E722/F841): 0 in core files, 25 in\n  legacy handlers (pre-existing, ignored via per-file-ignores)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add pyproject.toml, test suite (32 tests), ruff auto-fixes",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-05-29T13:07:11Z",
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        },
        {
          "oid": "36ad7fc05d4bbe20c25a97fd8d629f90ceb95fe8",
          "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",
          "author_name": "crispasr integration",
          "author_login": null,
          "committed_at": "2026-05-29T12:53:54Z",
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          "headline": "lock requirements for kartoffelbox",
          "author_name": "CrispStrobe",
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          "body_truncated": false,
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        },
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          "oid": "20b463dd80d83244f9f2db16c6204b40179e594c",
          "body": null,
          "is_bot": false,
          "headline": "try kartoffelbox",
          "author_name": "CrispStrobe",
          "author_login": null,
          "committed_at": "2025-08-22T21:28:10Z",
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          "is_bot": false,
          "headline": "ft-tts mod",
          "author_name": "CrispStrobe",
          "author_login": null,
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          "oid": "56443f6ce51e5ad58f89c35a1d34eef3b208091a",
          "body": null,
          "is_bot": false,
          "headline": "add zonos",
          "author_name": "CrispStrobe",
          "author_login": null,
          "committed_at": "2025-05-29T09:40:42Z",
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          "body": null,
          "is_bot": false,
          "headline": "update readme",
          "author_name": "CrispStrobe",
          "author_login": null,
          "committed_at": "2025-05-27T21:49:54Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "convert f5 safetensors to mlx script",
          "author_name": "CrispStrobe",
          "author_login": null,
          "committed_at": "2025-05-27T21:42:26Z",
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          "is_bot": false,
          "headline": "add german f5",
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                "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": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "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": {
              "has_llms_txt": false,
              "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",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "71 of 97 human commits state their intent (structured subject or explanatory body)",
                "points": 39,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 71,
                      "sampled": 97
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "weak",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.697,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.02
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "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",
                    "params": {
                      "count": 69,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "2 of the last 99 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 2,
                      "sampled": 99
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 51,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 150153,
              "source_files_sampled": 46,
              "oversized_source_files": 3
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "3/46 source files over 60KB",
                "points": 51.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 46,
                      "oversized": 3
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "cli"
      ],
      "scores": {
        "cli": 12
      },
      "primary": "cli",
      "evidence": [
        {
          "tier": "declared",
          "label": "cli",
          "source": "pypi.console_scripts",
          "weight": 10
        },
        {
          "tier": "description",
          "label": "cli",
          "source": "description:cli",
          "weight": 2
        }
      ],
      "artifacts": [
        {
          "path": "pyproject.toml",
          "labels": [
            "cli"
          ],
          "ecosystem": "pypi"
        }
      ],
      "confidence": "high",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": false
    },
    "metrics_version": "2.3.2"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'crisptts' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-04T00:45:33.823623Z",
  "schema_version": "0.30.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/c/CrispStrobe/CrispTTS.svg",
  "full_name": "CrispStrobe/CrispTTS",
  "license_state": "standard",
  "license_spdx": "EUPL-1.2"
}