huggingface/transformers

• CAI 59 → 63 (+3.9)
• Rubric changed (rubric-2026.08.17 → rubric-2026.08.18) — scores are not directly comparable.

• Code Health 75 → 72 (-2.3)
• Architecture 99 → 100 (+0.2)
• Maturity 64 → 64 (+0.3)
• Readiness 66 → 66 (+0.0)
• Security 48 → 56 (+8.4)

• 3D_parallel.main (cognitive 41) (examples/3D_parallel.py)
• 3D_parallel.main (cyclomatic 24) (examples/3D_parallel.py)
• 3d_parallel_checks.main (cognitive 187) (examples/pytorch/3d_parallel_checks.py)
• 3d_parallel_checks.main (cyclomatic 76) (examples/pytorch/3d_parallel_checks.py)
• ASTFeatureExtractor.call (cognitive 16) (src/transformers/models/audio_spectrogram_transformer/feature_extraction_audio_spectrogram_transformer.py)
• ASTFeatureExtractor.call (cyclomatic 17) (src/transformers/models/audio_spectrogram_transformer/feature_extraction_audio_spectrogram_transformer.py)
• Adafactor.step (cognitive 51) (src/transformers/optimization.py)
• Adafactor.step (cyclomatic 17) (src/transformers/optimization.py)
• AnyToAnyPipeline._sanitize_parameters (cognitive 31) (src/transformers/pipelines/any_to_any.py)
• AnyToAnyPipeline._sanitize_parameters (cyclomatic 31) (src/transformers/pipelines/any_to_any.py)
• AnyToAnyPipeline.postprocess (cognitive 37) (src/transformers/pipelines/any_to_any.py)
• AnyToAnyPipeline.postprocess (cyclomatic 21) (src/transformers/pipelines/any_to_any.py)
• AnyToAnyPipeline.preprocess (cognitive 17) (src/transformers/pipelines/any_to_any.py)
• AriaImageProcessingTester.prepare_image_inputs (cognitive 21) (tests/models/aria/test_image_processing_aria.py)
• AriaImageProcessorPil._preprocess (cognitive 20) (src/transformers/models/aria/image_processing_pil_aria.py)
• AssistedCandidateGenerator.init (cognitive 16) (src/transformers/generation/candidate_generator.py)
• AssistedCandidateGeneratorDifferentTokenizers._prepare_assistant_input_ids (cognitive 17) (src/transformers/generation/candidate_generator.py)
• Attention.forward (cognitive 24) (src/transformers/models/fsmt/modeling_fsmt.py)
• AudioClassificationPipeline.preprocess (cognitive 31) (src/transformers/pipelines/audio_classification.py)
• AudioClassificationPipeline.preprocess (cyclomatic 20) (src/transformers/pipelines/audio_classification.py)
• …and 3069 more

• Build action pinned to a mutable branch
• Dependency hygiene not measured — dependency manifest found but not parsed for hygiene
• Off-boarding risk: anonymized user #5
• Off-boarding risk: anonymized user #4
• Off-boarding risk: anonymized user #2
• Off-boarding risk: anonymized user #3
• Off-boarding risk: anonymized user #1
• Secret passed as a command-line argument

Written by watchdog.canine.dev from the codebase's own history, inside the signed delivery this page is composed from.

huggingface/transformers was measured the same way every project in this corpus was: the same rubric, at a pinned commit, with the result published in full. Point a surveyor at a repository you know and see whether you agree with it.