DePasqualeOrg/mlx-audio-plus holds a health index of 53 out of 100, placing it in the Moderate band. It scores highest on Vitality (64/100) and lowest on Community & Adoption (29/100). It was last updated 82 days ago. 2 contributors account for most of its recent work.
53
overall / 100
Moderate
Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
53
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).
Direct dependencies free of known advisories — 1 affected: transformers 4.57.6 (critical 9.6)
25/25
Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
32.3/40
No advisories left outstanding — 1 advisory-carrying package(s) unaddressed past 90 days; oldest published 219 days ago
Inputs used
source
osv
advisories
7
affected_packages
1
assessed_packages
50
unassessed_packages
0
affected_by_severity
critical 1
direct_affected_packages
1
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.
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
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
More detail
Star and fork history 0 ★ / 6 ⇿
0Stars
6Forks
2Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 0Patch 2
OpenSSF Scorecard 3.3 / 10
3.3aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-31 11:17 UTC
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Dependency advisories 1
Installing pypi:mlx-audio-plus@0.1.8 pulls in 50 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.
Package
Version
Relation
Severity
Advisories
Fixed in
transformers
4.57.6
direct
critical
7
5.5.0
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"body": "* fix chatterbox load\n\n* format",
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"headline": "Fix chatterbox load (#455)",
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"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)",
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"headline": "Update pyproject.toml for poetry support.",
"author_name": "Lucas Newman",
"author_login": "lucasnewman",
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"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",
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"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",
"is_bot": false,
"headline": "[Qwen3-TTS] Fix some Custom Voices producing silence with 0.6B (#444)",
"author_name": "Prince Canuma",
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"body": "* Fix: improve import error hadling\n\n* Update mlx_audio/utils.py\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "Fix: improve import error hadling (#443)",
"author_name": "zer0",
"author_login": "reinexworldc",
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"is_bot": false,
"headline": "Qwen3-TTS: Add streaming and optimise peak usage (#435)",
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"body": "…arkers (#432)\n\n- Adjusted Python version resolution markers to include support for versions 3.11 and 3.13.\n- Updated numpy dependency versions based on Python version markers, introducing version 2.3.5 for Python 3.11 and above, while retaining version 2.2.6 for earlier versions.\n- Updated scipy an\n[…]\nencies similarly to align with the new numpy versioning strategy.\n- Incremented huggingface-hub version to 1.3.3 and setuptools to 80.10.1, ensuring compatibility with the latest package requirements.",
"is_bot": false,
"headline": "Update uv.lock to reflect dependency version changes and resolution m…",
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"body": "…ing (#431)\n\n- Removed `setuptools-scm` from the build requirements in `pyproject.toml`.\n- Changed license format to a simpler string representation.\n- Updated the GitHub Actions workflow to use the latest version tag for the PyPI publish action and corrected the parameter name from `packages_dir` to `packages-dir`.",
"is_bot": false,
"headline": "Update pyproject.toml and GitHub Actions workflow for package publish…",
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"body": null,
"is_bot": false,
"headline": "Move audio path/format prints under verbose flag (#429)",
"author_name": "Wlad Paiva",
"author_login": "wladpaiva",
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"headline": "Update MANIFEST.in to remove leading dot from requirements.txt path (…",
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"body": "* Refactor audio input handling in transcription methods to support multiple formats\n\n- Updated the `generate_transcription` and `Model` class methods to accept audio input as either a file path (str/Path) or an audio waveform (mx.array).\n- Enhanced documentation to clarify the expected input types \n[…]\nc1` to `5.0.0rc3` and `mlx-lm` version from `0.30.2` to `0.30.5` for improved compatibility.\n- Updated `uv.lock` to reflect the new dependency versions and added upload timestamps for package sources.",
"is_bot": false,
"headline": "Fix stt array io (#426)",
"author_name": "Prince Canuma",
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"committed_at": "2026-01-31T07:02:20Z",
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"body": "* Fix convert skipping subdirs\n\n* Add model_quant_predicate method to Qwen3-TTS and update apply_quantization logic to handle dictionary results. This enhances quantization control and improves model-specific predicate handling.\n\n* Addd ICL voice cloning support and improve audio processing [Qwen3-T\n[…]\ndicate for clarity.\n- Consolidated the logic for loading tokenizer weights by utilizing mx.load, improving efficiency.\n- Ensured proper evaluation of speech_tokenizer parameters after loading weights.",
"is_bot": false,
"headline": "Fix qwen3 tts quants (silence in VC and word precision) (#407)",
"author_name": "Prince Canuma",
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"committed_at": "2026-01-31T07:02:12Z",
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"body": "…rs from quantization (#398)\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "fix: Add model_quant_predicate to Qwen3-TTS to exclude embedding laye…",
"author_name": "Aron Homberg",
"author_login": "kyr0",
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"body": "…udio (#417)\n\n* Manual depthwise conv1d via accumulation over kernel positions.\n\n Avoids the Metal depthwise_conv_1d kernel which may not be available\n on all Apple Silicon hardware. Accumulates one kernel position at a\n time to avoid materializing a large [B, T_out, K, C] tens\n[…]\n- Introduced a prefill step size parameter to optimize memory usage during token generation.\n- Updated progress bars for both encoding and generation processes to improve user experience and feedback.",
"is_bot": false,
"headline": "[VibeVoice-ASR] Fix Metal kernel crash and optimize memory for long a…",
"author_name": "Prince Canuma",
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"committed_at": "2026-01-31T07:02:11Z",
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"body": "Signed-off-by: Salman Muin Kayser Chishti <13schishti@gmail.com>",
"is_bot": false,
"headline": "Upgrade GitHub Actions to latest versions (#419)",
"author_name": "Salman Chishti",
"author_login": "salmanmkc",
"committed_at": "2026-01-31T07:02:11Z",
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"is_bot": false,
"headline": "Upgrade GitHub Actions for Node 24 compatibility (#418)",
"author_name": "Salman Chishti",
"author_login": "salmanmkc",
"committed_at": "2026-01-31T07:02:11Z",
"body_truncated": false,
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"oid": "db84261ffe852257a10c874c65697c9f14ebfce0",
"body": "* Enhance README with installation and usage examples\n\nAdded installation instructions for pip and uv tool, and included voice cloning example with Qwen-TTS.\n\n* Move voice cloning to be with the rest of the qwen3-tts part\n\nRemoved redundant voice cloning section and retained relevant information.\n\n* Move Qwen3-tts instructions to its own README\n\n* Correct speaker names in Qwen3-tts README\n\n---------\n\nCo-authored-by: Prince Canuma <prince.gdt@gmail.com>",
"is_bot": false,
"headline": "Enhance README with installation and usage examples (#404)",
"author_name": "Rahim Nathwani",
"author_login": "rahimnathwani",
"committed_at": "2026-01-31T07:02:11Z",
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"body": "…406)",
"is_bot": false,
"headline": "Fix issue of ref_audio not loading prior to inference with server. (#…",
"author_name": "byMAR.CO",
"author_login": "BuffMcBigHuge",
"committed_at": "2026-01-31T07:02:04Z",
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"body": null,
"is_bot": false,
"headline": "Unify Mimi implementation. (#403)",
"author_name": "Lucas Newman",
"author_login": "lucasnewman",
"committed_at": "2026-01-31T07:02:03Z",
"body_truncated": false,
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},
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"oid": "be484555d5bda99f55cad403500f428de0a837e0",
"body": null,
"is_bot": false,
"headline": "Fix Whisper",
"author_name": "Anthony DePasquale",
"author_login": "DePasqualeOrg",
"committed_at": "2026-01-24T08:10:55Z",
"body_truncated": false,
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"oid": "3092c5d533e759a660ad864a2e82461acd32d42f",
"body": null,
"is_bot": false,
"headline": "Fix VibeVoice sanitization",
"author_name": "Anthony DePasquale",
"author_login": "DePasqualeOrg",
"committed_at": "2026-01-24T07:58:52Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "1b2ae0b6c7241746e1ac433bb7340b5f30a437ab",
"body": null,
"is_bot": false,
"headline": "Update TTS commands in README to include language code option (#401)",
"author_name": "Rudolf Olah",
"author_login": "rudolfolah",
"committed_at": "2026-01-24T07:49:17Z",
"body_truncated": false,
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"oid": "df70ce3b3cd8f0eda12f34d437ecc2f740c9ca8b",
"body": "* Add unit tests for Qwen3-TTS reflect padding and mel spectrogram functionality\n\n* Enhance mel spectrogram tests in Qwen3-TTS\n\n- Introduced new tests to verify mel spectrogram output with center padding and slaney normalization.\n- Added checks for expected output shapes and values for various input\n[…]\nroduces correct boundary frame values and that a 1kHz sine wave activates the appropriate mel bins.\n- Updated existing tests to improve clarity and accuracy in verifying mel spectrogram functionality.",
"is_bot": false,
"headline": "Qwen3-TTS speaker embedding tests (#396)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:49:13Z",
"body_truncated": true,
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"oid": "e73d7e5fe21644a260a78903cc24594ee99ae490",
"body": "* Add vibevoice ASR\n\n* format\n\n* Refactor file copying logic in copy_model_files to exclude specific model files and remove redundant code for supporting file copying.\n\n* Refactor tokenizer usage in VibeVoice ASR model to standardize access and improve clarity. Introduce model_quant_predicate for qu\n[…]\narity and consistency. Add new test initialization file.\n\n* Add speaker_id to JSON output in save_as_json function\n\n* Add comprehensive unit tests for VibeVoice ASR model\n\n* format\n\n* update gitignore",
"is_bot": false,
"headline": "Add Vibevoice ASR (#389)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:49:13Z",
"body_truncated": true,
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"oid": "166332095a0e3f4774e53075f80456f34f36064a",
"body": "* Fix mel filters\n\n* Refactor speaker encoder to implement reflect padding",
"is_bot": false,
"headline": "Fix Qwen3-TTS Base Voice Cloning (#394)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:49:06Z",
"body_truncated": false,
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"oid": "787dfd5673e88ed17eefd040b1c13555907537c4",
"body": "* Refactor causal padding logic in CausalTransposeConv1d. Trim from the right for causal behavior instead of using left and right padding calculations.\n\n* Update package versions in uv.lock\n\n- Bump mlx-audio version from 0.3.0rc1 to 0.3.0.\n- Change mlx-lm version specifier from ==0.30.2 to >=0.30.2.\n- Update transformers version specifier from ==5.0.0rc1 to >=5.0.0rc1.",
"is_bot": false,
"headline": "Fix Qwen3-TTS tail artifacts (#391)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:49:06Z",
"body_truncated": false,
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"oid": "c652a6251e7bc6f0f09a9927061d2eecd83b8190",
"body": "* Fix speaker embedding extraction in Qwen3-TTS model to ensure correct input shape for speaker IDs\n\n* bump version",
"is_bot": false,
"headline": "Fix speaker embedding extraction in Qwen3-TTS model (#390)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:49:02Z",
"body_truncated": false,
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"body": "* Add qwen3-tts\n\n* add custom generate and fix loading logic\n\n* fix loading\n\n* fix talker\n\n* update readme\n\n* refactor\n\n* refactor naming to qwen3_tts\n\n* Add 'instruct' parameter to audio generation functions for enhanced voice customization\n\n* Update README to reflect changes in model loading from \n[…]\no 'load_model'\n\n* Add numba dependency to pyproject.toml and uv.lock for librosa compatibility\n\n* add tests\n\n* Add 'instruct' parameter to generate_audio function for improved audio generation control",
"is_bot": false,
"headline": "Add Qwen3-TTS (#388)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:48:56Z",
"body_truncated": true,
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"oid": "fcb1ffd9e3cd09d0abd2e8459f5d5f402d97c540",
"body": "* Add output path parameter to generate_audio function\n\n- Introduced an optional output_path argument to specify the directory for saving audio files.\n- Updated documentation to include output_path in the function signature and argument parsing.\n- Implemented logic to create the output directory if it does not exist.\n\n* unpin mlx-lm and tfms\n\n* Update README to include example for saving audio to a specific directory",
"is_bot": false,
"headline": "Update generate output path (#385)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:48:50Z",
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"headline": "add streaming decoding to snac and orpheus (#384)",
"author_name": "Prince Canuma",
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"committed_at": "2026-01-24T07:48:42Z",
"body_truncated": false,
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"oid": "43e12d80b59d4d236eb72cb05441d4aa07aff45f",
"body": null,
"is_bot": false,
"headline": "Refactor model path retrieval in get_model_path",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:48:42Z",
"body_truncated": false,
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"body": "* Enhance audio file support by adding M4A/AAC decoding using ffmpeg. Update read function to utilize ffmpeg for M4A/AAC formats while maintaining miniaudio for other formats. Improve error handling for ffmpeg availability and provide installation instructions.\n\n* Enhance transcription functionality\n[…]\nracking during audio chunk processing.\n- Introduced a verbose parameter to toggle progress display in the Model class.\n\n* fix stream logs\n\n* fix stream segments\n\n* remove text printing\n\n* bump version",
"is_bot": false,
"headline": "Fix STT stream (#382)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:47:57Z",
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{
"oid": "10b42ca4f02bda4c8f1f1446a002d9fc38cdc433",
"body": null,
"is_bot": false,
"headline": "Add Pocket TTS model (#381)",
"author_name": "Lucas Newman",
"author_login": "lucasnewman",
"committed_at": "2026-01-24T07:47:51Z",
"body_truncated": false,
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{
"oid": "8a7d41d0235aab79ecd47224c97345225aedb809",
"body": "* replace soundfile with miniaudio + ffmpeg\n\n* bump version\n\n* fix tests",
"is_bot": false,
"headline": "Replace soundfile with miniaudio + ffmpeg (#379)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:47:51Z",
"body_truncated": false,
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{
"oid": "fd2d21d9c8a2f1a0b27c7ee68a565405a9ac4bc1",
"body": null,
"is_bot": false,
"headline": "fix lang codes kokoro (#380)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:47:34Z",
"body_truncated": false,
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{
"oid": "c305532338877513cb7f34868972e231b2fbea20",
"body": null,
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"headline": "update lfm readme (#377)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:47:33Z",
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"body": "* add lfm2-audio (tts, llm working)\n\n* Added 'normalized' parameter to the istft function to allow for window squared (COLA) normalization.\n\n* fix conformer and detokenizer\n\n* fix slide mask\n\n* Refactor audio decoding\n\n* Add sample_rate property and refactor weight loading in LFM2AudioModel\n\n* Add s\n[…]\nformat\n\n* Remove unused input projection in AudioHead class for improved performance and clarity.\n\n* Remove test script for allclose comparison\n\n* add tests\n\n* format\n\n* fix readme gen\n\n* bump version",
"is_bot": false,
"headline": "Add lfm2 audio (#370)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:47:33Z",
"body_truncated": true,
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"oid": "5c81de3fc196d3b7471c659b52db528bf6c51969",
"body": "* Remove loguru dependency from TTS and replace logger with print statement in Kokoro model for language pipeline creation.\n\n* Remove omegaconf dependency and update configuration loading to use YAML in file utilities.\n\n* Refactor tokenizer initialization and input handling in Spark model\n\n- Remove \n[…]\nor weights to ensure MLX compatibility.\n\n* Update default Whisper model to 'whisper-tiny-asr-fp16' and 'whisper-large-v3-turbo-asr-fp16' across multiple files for improved performance and consistency.",
"is_bot": false,
"headline": "Refactor load (#374)",
"author_name": "Prince Canuma",
"author_login": null,
"committed_at": "2026-01-24T07:47:25Z",
"body_truncated": true,
"is_coding_agent": false
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"oid": "fa70fd8235b072882df43359c87ccc63e13a48ec",
"body": "* Remove loguru dependency from TTS and replace logger with print statement in Kokoro model for language pipeline creation.\n\n* Remove omegaconf dependency and update configuration loading to use YAML in file utilities.\n\n* Refactor tokenizer initialization and input handling in Spark model\n\n- Remove \n[…]\nock\n\n* fix quant\n\n* Add model evaluation state in Voxtral class\n\n- Set model parameters to evaluation mode after loading weights.\n- Ensure proper handling of model evaluation for improved performance.",
"is_bot": false,
"headline": "Remove extra deps (#373)",
"author_name": "Prince Canuma",
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"committed_at": "2026-01-24T07:44:29Z",
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],
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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{
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{
"name": "CII-Best-Practices",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
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{
"name": "Contributors",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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{
"name": "Dangerous-Workflow",
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"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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{
"name": "Dependency-Update-Tool",
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"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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{
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{
"name": "License",
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
"name": "Maintained",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
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{
"name": "Packaging",
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"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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{
"name": "Token-Permissions",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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"source": {
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"owner": "DePasqualeOrg"
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"metrics": {
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"note": "The weighted overall 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).",
"notes": [
{
"code": "overall_calibration",
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"community": 29,
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"components": []
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"metrics": [
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"components": [
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{
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{
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},
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{
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{
"code": "license_spdx",
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],
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{
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{
"key": "issue_template",
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],
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},
{
"key": "governance",
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"value": 63,
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"key": "maintainer_resilience",
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{
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{
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{
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},
{
"key": "responsiveness",
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"notes": [
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"code": "excluded_no_data",
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{
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]
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{
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"notes": [
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"components": [
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{
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},
{
"key": "pre_commit_hooks",
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"detail": null,
"points": 9.6,
"status": "met",
"details": [],
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},
{
"key": "editorconfig",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
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"points": 0,
"status": "missed",
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}
]
},
{
"key": "documentation",
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"inputs": {
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"audio",
"machine-learning",
"mlx",
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"speech-to-speech",
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"sst",
"sts",
"text-to-speech",
"tts",
"macos"
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"has_wiki": false,
"homepage": null,
"has_readme": false,
"has_docs_dir": true,
"has_description": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
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"detail": null,
"points": 25,
"status": "met",
"details": [],
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},
{
"key": "documentation_homepage_site",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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{
"key": "repository_description",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "topics",
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"details": [
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}
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{
"key": "wiki",
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"points": 0,
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}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
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"name": "Security",
"value": 39,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 3.3
},
"components": [
{
"key": "binary_artifacts",
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"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
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"points": 0,
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},
{
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"points": 0,
"status": "missed",
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},
{
"key": "cii_best_practices",
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "code_review",
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"points": 0,
"status": "missed",
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},
{
"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": [],
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},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
"name": "Fuzzing",
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"points": 0,
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},
{
"key": "license",
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},
{
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"points": 0.8,
"status": "partial",
"details": [],
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},
{
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"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
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},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
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{
"code": "no_data",
"params": {}
}
],
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},
{
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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"points": 7.5,
"status": "met",
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}
]
},
{
"key": "dependency_advisories",
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"notes": [
{
"code": "advisories_scope_published",
"params": {
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"assessed": 50
}
},
{
"code": "advisories_reachability",
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}
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"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",
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"detail": "1 affected: transformers 4.57.6 (critical 9.6)",
"points": 8.1,
"status": "partial",
"details": [
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"packages": "transformers 4.57.6 (critical 9.6)"
}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
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"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
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}
],
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},
{
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"points": 32.3,
"status": "partial",
"details": [
{
"code": "advisories_stale",
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"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": [
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"points": 100,
"status": "met",
"details": [
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}
],
"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": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
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"commit_weight_rule": {
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"min_commit_share": 0.1
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"review_only_matches": 0,
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"components": [
{
"key": "policy_exposure_multiplier",
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"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
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"code": "jurisdiction_no_match",
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}
],
"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": [],
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"inputs": {
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"legible_history_share": 0.79,
"agent_instruction_files": [
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"components": [
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{
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"points": 0,
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},
{
"key": "legible_commit_history",
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}
]
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{
"key": "ai_verify_loop",
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"notes": [],
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"components": [
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"points": 0,
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},
{
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{
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{
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{
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"points": 0,
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{
"key": "demonstrated_agent_practice",
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{
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"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,
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]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
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"inputs": {
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"largest_source_bytes": 119408,
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"oversized_source_files": 3
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"components": [
{
"key": "type_checkable_code",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
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}
],
"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",
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"sampled": 390,
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}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "weak",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
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"has_mcp_signal": false,
"api_schema_files": []
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"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
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{
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"details": [],
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{
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"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
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],
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}
]
}
],
"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": [
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"labels": [
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"scores": {
"library": 6
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"primary": "library",
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"label": "library",
"source": "registry:pypi",
"weight": 6
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],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
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"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"
}
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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.5.0, schema v0.27.0 — full methodology · metrics wiki.
