Informe JSON sin procesar legible por máquina
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"updated_at": "2026-07-29T14:02:46Z",
"description": "Python tools for text to speech (TTS), speech to text (STT), and speech to speech (STS) powered by MLX",
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"body": null,
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"headline": "Fix FunASR",
"author_name": "Anthony DePasquale",
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"headline": "Improve TTS generate helper compatibility and seeding",
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"headline": "Update Claude context",
"author_name": "Anthony DePasquale",
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{
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"body": "The fork's tokenizer.py was missing the MTLTokenizer class and\nmultilingual text processing helpers that upstream added for\nChatterbox multilingual support.",
"is_bot": false,
"headline": "Sync Chatterbox tokenizer with upstream",
"author_name": "Prince Canuma",
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"body": "The module was renamed from s3 to s3tokenizer but the test import\nwasn't updated.",
"is_bot": false,
"headline": "Fix S3TokenizerV2 test import path",
"author_name": "Anthony DePasquale",
"author_login": "DePasqualeOrg",
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"headline": "Add Echo TTS. (#525)",
"author_name": "Lucas Newman",
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"body": "… (#522)",
"is_bot": false,
"headline": "feat(stt): add system_prompt parameter to Qwen3ASR generation methods…",
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"headline": "fix: replace 4 bare excepts with except Exception (#521)",
"author_name": "Sense_wang",
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"body": "* refactor(whisper): update model instantiation and loading process\n\n- Changed model instantiation to use `cls` instead of `Model` for better clarity.\n- Added a post-load hook to the model loading process to enhance functionality.\n- Updated error message in `generate_audio` to clarify requirements for STT model input.\n- Refactored STT model loading to streamline the process when `ref_text` is missing.\n\n* fix tests",
"is_bot": false,
"headline": "Refactor(whisper): update model instantiation and loading process (#514)",
"author_name": "Prince Canuma",
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"body": "…essing (#510)\n\n* fix(vibevoice-asr): add audio resampling and normalization to preprocessing\n\nThe VibeVoice ASR model requires 24 kHz input audio normalized to -25 dB FS,\nmatching the official PyTorch pipeline. Previously, when users passed raw\nwaveform arrays (e.g. loaded via librosa at 16 kHz), t\n[…]\n diarization accuracy.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
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"headline": "fix(vibevoice-asr): add audio resampling and normalization to preproc…",
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"author_login": "bellkjtt",
"committed_at": "2026-02-28T13:05:53Z",
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"oid": "1067b50f656ab5afc527dacc192f313d9c5e122b",
"body": "* Add Smart Turn v3 semantic VAD.\n\n* Formatting.\n\n* Add license information.",
"is_bot": false,
"headline": "Add Smart Turn v3 semantic VAD (#511)",
"author_name": "Lucas Newman",
"author_login": "lucasnewman",
"committed_at": "2026-02-28T13:05:45Z",
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"oid": "3ac2b24d2ed00d477357cebafd53bfa85690f2b9",
"body": "…ject dependencies (#497)\n\n- Added protobuf version 6.33.5 to the dependencies in pyproject.toml.\n- Updated protobuf version in uv.lock to 6.33.5, including new source URLs for the package.",
"is_bot": false,
"headline": "chore: update protobuf dependency to version 6.33.5 and add it to pro…",
"author_name": "Prince Canuma",
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"committed_at": "2026-02-28T13:03:34Z",
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"body": "* Add sortformer\n\n* add vad module\n\n* udpate readme\n\n* update readme with vis\n\n* add generate stream\n\n* add realtime api\n\n* add prebult chunks to generate_stream\n\n* Enhance `generate_stream` functionality with support for processing audio from a list of chunks and real-time streaming. Update README \n[…]\nessing in `Model` class to consistently use `mx.array` instead of `numpy.ndarray`\n\n* fix dtype promotion\n\n* add tests\n\n* Delete sortformer-v2.1-mlx/README.md\n\n* add memory considerations for streaming",
"is_bot": false,
"headline": "[VAD / Diarization] Add sortformer (#493)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-02-28T13:03:12Z",
"body_truncated": true,
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"oid": "319f86407d495e3ca5426c9d1caeff907e3a81a0",
"body": "* Add Voxtral Mini 4B Realtime (mistralai/Voxtral-Mini-4B-Realtime-2602) STT model\n\nImplements the Voxtral Realtime streaming speech-to-text model:\n- 0.6B causal audio encoder (32 layers, RoPE, sliding window=750)\n- 3.4B GQA decoder (26 layers, 32Q/8KV heads, sliding window=8192)\n- Adaptive RMSNorm \n[…]\n optimized performance\n\n* feat: remove convert script for Voxtral Realtime model\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>\nCo-authored-by: Olivier Chafik <ochafik@google.com>",
"is_bot": false,
"headline": "feat: Add support for Voxtral Mini 4B Realtime (#487)",
"author_name": "Shreyas Karnik",
"author_login": "shreyaskarnik",
"committed_at": "2026-02-28T13:03:08Z",
"body_truncated": true,
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"oid": "962ff5ef030ffe659f9c2bf588772d55d9397946",
"body": "…format (#488)\n\n* fix: update STT transcription parameters and preserve original audio format\n\n* fix: add audio data URL handling for playback in transcription viewer\n\n* fix: set default max_tokens value and add UI controls for adjustment\n\n* fix: update max_tokens to 1024 in transcription settings and adjust audio format handling\n\n* Update server.py to revert from wav to mp3\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "fix: update STT transcription parameters and preserve original audio …",
"author_name": "Shreyas Karnik",
"author_login": "shreyaskarnik",
"committed_at": "2026-02-28T13:02:55Z",
"body_truncated": false,
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"oid": "a46cc6204e848723745b6bcdc046fd4f6c4ecaff",
"body": "…(#484)\n\n* Enable streaming /v1/audio/speech server endpoint with raw/pcm data.\n\n* refactor streaming implementation\n\nCo-Authored-By: orbitalquark <70453897+orbitalquark@users.noreply.github.com>\n\n* Ensure proper handling of audio chunks and raise an error if no audio is generated when not streaming.\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "Enable streaming /v1/audio/speech server endpoint with raw/pcm data. …",
"author_name": "orbitalquark",
"author_login": "orbitalquark",
"committed_at": "2026-02-28T13:01:52Z",
"body_truncated": false,
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{
"oid": "0d5a7f0b7bbafe74510a5ed3b39cf2c7c6ec4537",
"body": "…#489)\n\nThe Chinese G2P (misaki.zh.ZHG2P) returns a plain string, while the\npipeline expects a tuple from `self.g2p(chunk)` and tries to unpack it\nas `ps, _ = self.g2p(chunk)`. This causes a ValueError for all Chinese\nTTS generation:\n\n ValueError: too many values to unpack (expected 2)\n\nCheck the r\n[…]\nk) and string returns (Chinese).\n\nCo-authored-by: botdev <botdev@botdevdeMacBook-Air.local>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "fix(kokoro): handle non-tuple return from Chinese ZHG2P in pipeline (…",
"author_name": "bitking",
"author_login": "smartchainark",
"committed_at": "2026-02-28T13:01:52Z",
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"oid": "b1808bea10ff4f6ad45840695b61003abf41a70b",
"body": null,
"is_bot": false,
"headline": "Properly slice cache for each segment. (#486)",
"author_name": "Lucas Newman",
"author_login": "lucasnewman",
"committed_at": "2026-02-28T13:01:51Z",
"body_truncated": false,
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},
{
"oid": "cf70c84e4887adff49514dbfec90575a334410fe",
"body": "* fix soprano decoder and config loading\n\nCo-Authored-By: solarpunkin <solarpunkin@users.noreply.github.com>\n\n* bump version\n\n* format\n\n* fix tests\n\n---------\n\nCo-authored-by: solarpunkin <solarpunkin@users.noreply.github.com>",
"is_bot": false,
"headline": "[Soprano] Fix decoder and config loading (v1 and v1.1) (#480)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-02-28T12:59:44Z",
"body_truncated": false,
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{
"oid": "e09a58cfd5b5a282a42afa838ead93b169df71fc",
"body": "* ran isort and black precommit\n\n* chore: add dev formatter config",
"is_bot": false,
"headline": "Formatting fix and add to pyproject.toml (#475)",
"author_name": "Michael",
"author_login": "mnoukhov",
"committed_at": "2026-02-28T12:59:21Z",
"body_truncated": false,
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{
"oid": "87eb11ddd7be08ab7d3a6a6860b72b156b9115cf",
"body": "* feat(stt): add support for MedASR (Lasr architecture)\n\n* feat(stt): add support for MedASR (Lasr architecture)\n\nThis commit adds full support for the MedASR model (Lasr architecture) to mlx-audio.\n\nChanges:\n- Added implementation (LasrEncoder, LasrForCTC).\n- Updated and to support model type.\n\n[…]\n_ctc, remove convert.py in favor of sanitize method, update example\n\n---------\n\nCo-authored-by: Jeonghyun Lee <sigjhl@Jeonghyuns-MacBook-Pro.local>\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "feat(stt): add support for MedASR (Lasr architecture) (#376)",
"author_name": "sigjhl",
"author_login": "sigjhl",
"committed_at": "2026-02-28T12:59:18Z",
"body_truncated": true,
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},
{
"oid": "6e24b602ba57af67bad4b32ef8e32733f82e2f90",
"body": null,
"is_bot": false,
"headline": "Fix voice matching for Pocket TTS. (#477)",
"author_name": "Lucas Newman",
"author_login": "lucasnewman",
"committed_at": "2026-02-28T12:59:14Z",
"body_truncated": false,
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{
"oid": "b93f21d75cabf1402a9916bf3a6849e5fdf7613e",
"body": "* Use shared model cache resolution for SAM-Audio\n\n* cleanup code using get_model_path\n\nadd specific Gated Excpetion to give warning about requesting access to\nfacebook/sam_audio\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "Use shared model cache resolution for SAM-Audio (#468)",
"author_name": "Michael",
"author_login": "mnoukhov",
"committed_at": "2026-02-28T12:59:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a5ba63f6cad7fc12b74f0019c70c9e1f18ca380c",
"body": null,
"is_bot": false,
"headline": "Fix noise shape for short separate_long (#467)",
"author_name": "Michael",
"author_login": "mnoukhov",
"committed_at": "2026-02-28T12:59:13Z",
"body_truncated": false,
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{
"oid": "b6e3247f6819483fd3c1c1158d92e2d1ce8cad84",
"body": "Co-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "Enable streaming for Qwen3-TTS when ICL mode is enabled. (#466)",
"author_name": "orbitalquark",
"author_login": "orbitalquark",
"committed_at": "2026-02-28T12:59:13Z",
"body_truncated": false,
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"oid": "63348fd87ad7ad6d3bb304674468a6b3330b6a26",
"body": "* fix long audio processing\n\n* Add token tracking and performance metrics to transcription generation\n\n* qwen3asr fix total tokens\n\n* format",
"is_bot": false,
"headline": "Fix ALMs max tokens and chunking (#474)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-02-28T12:59:03Z",
"body_truncated": false,
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},
{
"oid": "c7fe57473fb85c99735c77f02b45ea5d99eea086",
"body": null,
"is_bot": false,
"headline": "Restore encoder_config to preserve voice clone accents. (#461)",
"author_name": "orbitalquark",
"author_login": "orbitalquark",
"committed_at": "2026-02-28T12:58:13Z",
"body_truncated": false,
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{
"oid": "18b21e9651d3d840ca0a9b096d49a264fe3dff58",
"body": "* Add python-multipart dependency to pyproject.toml for multipart form handling\n\n* Refactor tokenizer usage in Whisper model files\n\n- Removed direct imports and references to the Tokenizer class in favor of using model methods for tokenizer retrieval.\n- Updated function signatures to accept a generi\n[…]\nrnal logic to reflect the new parameter names, ensuring proper handling of audio chunk durations.\n- Adjusted test cases to align with the updated parameter names, maintaining test integrity.\n\n* format",
"is_bot": false,
"headline": "Fix server (STT, TTS) (#460)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-02-28T12:58:08Z",
"body_truncated": true,
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{
"oid": "10470ee9e8f6618978bd0d6387422e84c21b3f9f",
"body": "* fix chatterbox load\n\n* format",
"is_bot": false,
"headline": "Fix chatterbox load (#455)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-02-28T12:55:24Z",
"body_truncated": false,
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{
"oid": "4970740aa66ae91040f1f1c12d5f0ff7bb19f132",
"body": "* Add Qwen3-ASR model and configurations\n\n- Introduced Qwen3-ASR model with audio encoder and transformer layers.\n- Added configuration classes for audio encoder, text decoder, and model settings.\n- Updated generate_transcription function to print segment text for debugging.\n- Enhanced model remappi\n[…]\nerstanding of the expected behavior for both aligned and non-aligned weights.\n- Removed redundant variable assignments to streamline the test code, improving maintainability and readability.\n\n* format",
"is_bot": false,
"headline": "Add Qwen3-ASR (#454)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-02-28T12:55:21Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "3e9a3389d217dec303dc1e7dc56df77dfa07c075",
"body": null,
"is_bot": false,
"headline": "Update pyproject.toml for poetry support.",
"author_name": "Lucas Newman",
"author_login": "lucasnewman",
"committed_at": "2026-02-28T12:52:58Z",
"body_truncated": false,
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{
"oid": "acebc0c9842ce4fda610ac01354cc21544669c09",
"body": "* Refactor audio utilities for volume normalization and random segment selection\n\n* support loading reference audio from file paths or mx.array\n\n* remove old examples\n\n* Allowing reference audio to be loaded from file paths or mx.array across tts\n\n* migrate to tfmx v5\n\n* revert\n\n* Refactor audio dec\n[…]\nor Qwen3 TTS model to track calls to speech_tokenizer.decode instead of streaming_decode\n\n* Add tests for Qwen3 TTS streaming decode behavior, including tracking of decode calls and chunk size control",
"is_bot": false,
"headline": "Refactor audio load (#445)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-02-28T12:29:01Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "ff8d7453cc3c517e1e18bfb89fe0b4f8019ce643",
"body": "* Update mel spectrogram padding calculation in Qwen3-TTS to align with PyTorch standards\n\n* Increase context size in Qwen3-TTS model for smoother audio transitions, improving decoding accuracy with minimal error.\n\n* Refactor text embedding handlingg\n\n- Updated the text embedding retrieval process t\n[…]\nhe deprecation of loading models from pretrained weights directly.\n\n* remove unused\n\n* Replaced custom sampling implementations with utility functions from `mlx_lm.sample_utils`\n\n* format\n\n* fix tests",
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"headline": "[Qwen3-TTS] Fix some Custom Voices producing silence with 0.6B (#444)",
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"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 33,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.3
},
"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": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 5 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "1 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 1",
"points": 0.8,
"status": "partial",
"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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "good",
"name": "Dependency advisories",
"note": "Matched the pypi:mlx-audio-plus@0.1.8 runtime dependency closure — what installing the published package pulls in — 50 packages. Reachability is not analyzed.",
"notes": [
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:mlx-audio-plus@0.1.8",
"assessed": 50
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 65,
"inputs": {
"source": "osv",
"advisories": 7,
"affected_packages": 1,
"assessed_packages": 50,
"unassessed_packages": 0,
"affected_by_severity": "critical 1",
"direct_affected_packages": 1
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "1 affected: transformers 4.57.6 (critical 9.6)",
"points": 8.1,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 1,
"packages": "transformers 4.57.6 (critical 9.6)"
}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 219 days ago",
"points": 32.3,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 1,
"oldest": 219
}
}
],
"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": 50,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 9
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 56,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.79,
"agent_instruction_files": [
".claude/CLAUDE.md",
"AGENTS.md"
],
"agent_instruction_max_bytes": 1892
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".claude/CLAUDE.md, AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".claude/CLAUDE.md, AGENTS.md"
}
}
],
"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": "79 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 79,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "weak",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 41,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": 0.04,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"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": "4 of the last 100 commits agent-authored or agent-credited",
"points": 8,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 4,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"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": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 119408,
"source_files_sampled": 390,
"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": "3/390 source files over 60KB",
"points": 54.6,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 390,
"oversized": 3
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"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": {
"top": [
"library"
],
"labels": [
"library"
],
"scores": {
"library": 6
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"Community profile unavailable",
"GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
],
"report_type": "repository",
"generated_at": "2026-07-31T11:17:42.784474Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/DePasqualeOrg/mlx-audio-plus.svg",
"full_name": "DePasqualeOrg/mlx-audio-plus",
"license_state": "standard",
"license_spdx": "MIT"
}