handy-computer/transcribe.cpp

6.0

Adjusted Score

6.0

Raw Score

100%

Time Factor

2026-07-31

Last Push

1.7K

Stars

C++

Language

572.7K

Lines of Code

1.5K

Files

2.4K

Pattern Hits

2026-08-02

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 2HIGH 21MEDIUM 445LOW 1934

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 2402 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block1279 hits · 1242 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	61	endif()	COMMENT
LOW	CMakeLists.txt	121	# silently ignoring it.	COMMENT
LOW	CMakeLists.txt	141	# is a teardown/coexistence liability for an embeddable library, and the native	COMMENT
LOW	CMakeLists.txt	161	# single switch behind every official-wheel CPU posture (the per-flag lists	COMMENT
LOW	CMakeLists.txt	201	# -----------------------------------------------------------------------------	COMMENT
LOW	CMakeLists.txt	221	# initializer zero by C aggregate-init rules. The	COMMENT
LOW	CMakeLists.txt	241	-fsanitize=address,undefined	COMMENT
LOW	CMakeLists.txt	261	# -----------------------------------------------------------------------------	COMMENT
LOW	CMakeLists.txt	281	set(GGML_HIP ${TRANSCRIBE_HIP} CACHE BOOL "" FORCE)	COMMENT
LOW	CMakeLists.txt	321	#	COMMENT
LOW	CMakeLists.txt	341	# - perf: native persistent/ephemeral pool is on par with OpenMP (it is	COMMENT
LOW	CMakeLists.txt	361	# by default (set above), so a shared lib exports only the TRANSCRIBE_API	COMMENT
LOW	CMakeLists.txt	381	# cache var of its own, so on any reconfigure it is already DEFINED (as "")	COMMENT
LOW	pyproject.toml	1	# transcribe-cpp-native: the default native provider package for the	COMMENT
LOW	pyproject.toml	101	]	COMMENT
LOW	pyproject.toml	141	# x86_64 macOS wheel: CPU only, no Metal. Intel-Mac GPUs are out of scope	COMMENT
LOW	pyproject.toml	181	# Canary GGUFs are fetched on the HOST (cached; HF rate limits) and read	COMMENT
LOW	pyproject.toml	201	# can have mainline LLVM clang first in PATH, and open-source clang errors on	COMMENT
LOW	tools/CMakeLists.txt	1	# tools/ - developer tools that are NOT part of the public ABI.	COMMENT
LOW	tools/transcribe-quantize/policy.h	1	// transcribe-quantize policy: per-tensor bucket classification + per-preset	COMMENT
LOW	tools/transcribe-quantize/policy.h	41	// don't divide the quant's block size, and linear_attn_out for the _M	COMMENT
LOW	tools/transcribe-quantize/main.cpp	1	// transcribe-quantize - re-quantize a transcribe.cpp GGUF.	COMMENT
LOW	tools/transcribe-quantize/main.cpp	21	// pass without any external file handling.	COMMENT
LOW	tools/transcribe-quantize/main.cpp	101		COMMENT
LOW	tools/transcribe-quantize/policy.cpp	41	// ---------------------------------------------------------------------------	COMMENT
LOW	tools/transcribe-quantize/policy.cpp	121	return Bucket::Norm;	COMMENT
LOW	tools/transcribe-quantize/policy.cpp	141	if (name == "frontend.mel_filterbank" \|\| name == "frontend.window") {	COMMENT
LOW	tools/transcribe-quantize/policy.cpp	161	if (ends_with(name, ".after_norm.weight") \|\| ends_with(name, ".tp_norm.weight")) {	COMMENT
LOW	tools/transcribe-quantize/policy.cpp	201	// (`conv_depthwise.weight`) without a `.conv.` separator.	COMMENT
LOW	tools/transcribe-quantize/policy.cpp	221	// name, linear_main, linear_fallback, linear_attn_out, linear_embed,	COMMENT
LOW	tools/transcribe-quantize/policy.cpp	261	// frequently on ASR models (Whisper-tiny d_model=384, Parakeet	COMMENT
LOW	tools/transcribe-bench/main.cpp	1	// transcribe-bench - one-shot perf measurement for a (model, sample) pair.	COMMENT
LOW	tests/qwen3_asr_bpe_parity.cpp	1	// qwen3_asr_bpe_parity.cpp - byte-level BPE encoder parity test.	COMMENT
LOW	tests/qwen3_asr_bpe_parity.cpp	21	//	COMMENT
LOW	tests/whisper_bin_tokenize_parity.cpp	1	// whisper_bin_tokenize_parity.cpp - tokenizer parity between the	COMMENT
LOW	tests/whisper_bin_tokenize_parity.cpp	21	// Gated by both:	COMMENT
LOW	tests/backend_probe_order_unit.cpp	1	// backend_probe_order_unit.cpp - unit tests for GPU probe ordering.	COMMENT
LOW	tests/backend_init_throw_unit.cpp	1	// backend_init_throw_unit.cpp - device-init exception containment.	COMMENT
LOW	tests/moonshine_streaming_stream_parity.cpp	1	// moonshine_streaming_stream_parity.cpp - real-model gated test that	COMMENT
LOW	tests/moonshine_streaming_stream_parity.cpp	21	//	COMMENT
LOW	tests/whisper_e2e_smoke.cpp	1	// whisper_e2e_smoke.cpp - real-model gated public-ABI test for Whisper.	COMMENT
LOW	tests/whisper_e2e_smoke.cpp	321	// recording) so the default-threshold no-speech path exercises	COMMENT
LOW	tests/qwen3_asr_smoke.cpp	1	// qwen3_asr_smoke.cpp - default-ctest loader smoke for the Qwen3-ASR	COMMENT
LOW	tests/qwen3_asr_smoke.cpp	21	// 4. ggml_tensor::ne for representative tensors matches the	COMMENT
LOW	tests/qwen3_asr_smoke.cpp	41	// - qwen3_asr_real_smoke_{0_6b,1_7b}.cpp: env-gated structural tests	COMMENT
LOW	tests/moss_diarize_parser_unit.cpp	1	// moss_diarize_parser_unit.cpp - grammar tests for the MOSS emergent	COMMENT
LOW	tests/CMakeLists.txt	1	# transcribe.cpp test suite.	COMMENT
LOW	tests/CMakeLists.txt	21	# Fixture pipeline rationale: previous attempts ran the generator at	COMMENT
LOW	tests/CMakeLists.txt	61	-P ${CMAKE_CURRENT_SOURCE_DIR}/check_extension_umbrella.cmake)	COMMENT
LOW	tests/CMakeLists.txt	481	# -----------------------------------------------------------------------------	COMMENT
LOW	tests/CMakeLists.txt	601	endif()	COMMENT
LOW	tests/CMakeLists.txt	641		COMMENT
LOW	tests/CMakeLists.txt	801	"TRANSCRIBE_TEST_SAMPLES_DIR=\"${CMAKE_SOURCE_DIR}/samples\"")	COMMENT
LOW	tests/CMakeLists.txt	881	# -----------------------------------------------------------------------------	COMMENT
LOW	tests/CMakeLists.txt	1021	add_test(NAME transcribe_cohere_real_smoke	COMMENT
LOW	tests/CMakeLists.txt	1101		COMMENT
LOW	tests/CMakeLists.txt	1181		COMMENT
LOW	tests/cohere_real_smoke.cpp	1	// cohere_real_smoke.cpp - real-model gated structural test for the	COMMENT
LOW	tests/cohere_real_smoke.cpp	21	// transcription path against the same GGUF; this test covers the	COMMENT
LOW	tests/cohere_real_smoke.cpp	41	// hann / per_feature / pre_emph 0.97 / constant pad / f_max=8000).	COMMENT
1219 more matches not shown…

Decorative Section Separators415 hits · 1204 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	CMakeLists.txt	98	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	100	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	107	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	109	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	259	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	261	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	269	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	271	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	3	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	5	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	49	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	51	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	70	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	72	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	201	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	203	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	432	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	434	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	34	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	36	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	63	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	65	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	83	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	85	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	104	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	106	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	125	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	127	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	149	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	151	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	173	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	175	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	189	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	191	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	205	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	207	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	221	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	223	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	245	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	247	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	262	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	264	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	279	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	281	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	298	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	300	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	320	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	322	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	339	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	356	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	358	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	381	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	384	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	402	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	404	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	450	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	452	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	481	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	483	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tests/CMakeLists.txt	512	# -----------------------------------------------------------------------------	COMMENT
355 more matches not shown…

Hyper-Verbose Identifiers180 hits · 199 pts

Severity	File	Line	Snippet	Context
LOW	scripts/intake.py	159	def _floating_dtype_distribution(dist: dict[str, int]) -> dict[str, int]:	CODE
LOW	scripts/intake.py	190	def _safetensors_dtype_distribution(repo: str, revision: str) -> dict[str, int]:	CODE
LOW	scripts/convert-funasr_nano.py	140	def _patch_fun_asr_nano_imports() -> None:	CODE
LOW⚡	scripts/dump_reference_parakeet_nemo.py	115	def _patch_conformer_for_offline(force_regular_att_style: bool = False) -> None:	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	458	def apply_att_context_right_override(model, att_context_right) -> None:	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	680	def _dump_transducer_first_step(model, enc_t, dump):	CODE
LOW	scripts/dump_reference_canary_nemo.py	214	def capture_encoder_intermediates(model, blocks: list[int]):	CODE
LOW	scripts/dump_reference_canary_nemo.py	252	def capture_decoder_intermediates(model, dec_blocks: list[int]):	CODE
LOW	scripts/convert-gigaam.py	245	def extract_charwise_tokenizer(vocab: list[str], blank_piece: str = "<blank>") -> dict:	CODE
LOW	scripts/dump_reference_funasr_nano_funasr.py	72	def _patch_fun_asr_nano_imports() -> None:	CODE
LOW	scripts/validate.py	57	def normalize_text_for_compare(text: str) -> str:	CODE
LOW	scripts/convert-parakeet.py	426	def _load_nemo_archive_directly(nemo_path: Path):	CODE
LOW	scripts/convert-parakeet.py	636	def _resolve_att_context_size(raw) -> tuple[int, int]:	CODE
LOW	scripts/convert-parakeet.py	663	def _resolve_att_context_size_choices(raw) -> list[tuple[int, int]]:	CODE
LOW	scripts/convert-parakeet.py	691	def _resolve_att_chunk_context_size(raw) -> tuple[list[int], list[int], list[int]]:	CODE
LOW	scripts/convert-parakeet.py	720	def _resolve_conv_context_size(raw, kernel_size: int) -> tuple[int, int]:	CODE
LOW	scripts/convert-granite.py	138	def granite_translation_pairs(asr_langs: list[str]) -> list[str]:	CODE
LOW	scripts/validate_streaming.py	199	def expand_pattern_tolerances(ref_dir: Path, pattern_path: Path,	CODE
LOW	scripts/dump_reference_canary_qwen_nemo.py	324	def register_perception_hooks(perception_parts: dict, blocks: list[int]) -> dict[str, CaptureHook]:	CODE
LOW	scripts/preflight.py	178	def _expected_dtype_from_intake(data: dict[str, Any]) -> str \| None:	CODE
LOW	scripts/preflight.py	302	def _nemo_preprocessor_to_pre(model_config: dict) -> dict \| None:	CODE
LOW	scripts/preflight.py	532	def _frontend_from_preprocessor(pre: dict) -> dict[str, Any]:	CODE
LOW	scripts/preflight.py	560	def _canonical_normalize_for_compare(raw):	CODE
LOW	scripts/preflight.py	680	def check_architecture_sanity(declared, gguf_kvs, reference, gate: Gate) -> CheckResult:	CODE
LOW	scripts/convert-granite_nar.py	248	def emit_mel_filterbank_and_window(writer: GGUFWriter, hp: dict) -> None:	CODE
LOW	scripts/bench/run.py	215	def parse_quant_from_filename(path: Path) -> str \| None:	CODE
LOW	scripts/lib/test_gguf_writer.py	50	def test_move_reorders_bulk_to_end():	CODE
LOW	scripts/lib/test_gguf_writer.py	65	def test_move_is_noop_without_bulk_keys():	CODE
LOW	scripts/lib/test_gguf_writer.py	75	def test_split_scalars_precede_trailer():	CODE
LOW	scripts/lib/test_gguf_writer.py	92	def test_factory_writes_trailer_on_disk():	CODE
LOW	scripts/lib/test_gguf_writer.py	114	def test_bulk_keys_are_tokenizer_only():	CODE
LOW	scripts/lib/test_quant_policy_sync.py	189	def test_linear_keeps_reference_dtype() -> None:	CODE
LOW	scripts/lib/test_quant_policy_sync.py	196	def test_known_drift_is_pinned() -> None:	CODE
LOW	scripts/hf_cards/generate.py	43	def build_transcribe_cpp_block(spec: dict) -> str:	CODE
LOW	scripts/wer/run_reference_funasr_nano.py	36	def _patch_fun_asr_nano_imports() -> None:	CODE
LOW	scripts/wer/test_der.py	14	def test_matches_pyannote_tutorial_fixture(self) -> None:	CODE
LOW⚡	scripts/wer/test_der.py	31	def test_permuted_labels_are_free(self) -> None:	CODE
LOW⚡	scripts/wer/test_der.py	40	def test_confusion_uses_optimal_one_to_one_mapping(self) -> None:	CODE
LOW⚡	scripts/wer/test_der.py	50	def test_miss_and_false_alarm_include_nonspeech(self) -> None:	CODE
LOW⚡	scripts/wer/test_der.py	59	def test_overlap_uses_speaker_time(self) -> None:	CODE
LOW⚡	scripts/wer/test_der.py	66	def test_collar_excludes_both_sides_of_reference_boundaries(self) -> None:	CODE
LOW	scripts/wer/test_der.py	78	def test_untimed_sentinel_is_rejected(self) -> None:	CODE
LOW	scripts/wer/test_der.py	92	def test_sanitize_clamps_hypothesis_to_duration(self) -> None:	CODE
LOW	scripts/wer/test_der.py	111	def test_sanitize_drops_degenerate_hypothesis_rows(self) -> None:	CODE
LOW	scripts/wer/remote/subprocess_io.py	9	def run_subprocess_capturing_stderr(	CODE
LOW	scripts/wer/remote/modal_sweep.py	311	def _prepare_manifest_for_cell(	CODE
LOW	scripts/wer/remote/modal_sweep.py	329	def _subset_manifest_for_cell(	CODE
LOW	scripts/wer/remote/modal_sweep.py	780	def _register_reference_runner(gpu_id: str):	CODE
LOW	bindings/python/tests/conftest.py	123	def prompted_streaming_model_path() -> Path:	CODE
LOW	bindings/python/tests/conftest.py	143	def parakeet_stream_model_path() -> Path:	CODE
LOW	bindings/python/tests/conftest.py	149	def parakeet_buffered_model_path() -> Path:	CODE
LOW	bindings/python/tests/test_errors.py	22	def test_every_status_maps_to_documented_subclass():	CODE
LOW⚡	bindings/python/tests/test_errors.py	59	def test_unknown_status_degrades_to_base_class():	CODE
LOW⚡	bindings/python/tests/test_errors.py	65	def test_exception_for_status_builds_without_raising():	CODE
LOW⚡	bindings/python/tests/test_errors.py	72	def test_status_constants_come_from_generated_layer():	CODE
LOW⚡	bindings/python/tests/test_errors.py	85	def test_missing_model_file_raises_model_file_not_found(tmp_path):	CODE
LOW⚡	bindings/python/tests/test_errors.py	91	def test_junk_model_file_raises_model_load_error(tmp_path):	CODE
LOW⚡	bindings/python/tests/test_errors.py	98	def test_invalid_spec_k_drafts_rejected_before_native_call():	CODE
LOW⚡	bindings/python/tests/test_family_ext.py	34	def test_build_stamps_kind_and_size(cls):	CODE
LOW⚡	bindings/python/tests/test_family_ext.py	42	def test_build_defaults_equal_init_defaults(cls):	CODE
120 more matches not shown…

Structural Annotation Overuse101 hits · 176 pts

Severity	File	Line	Snippet	Context
LOW	tools/transcribe-quantize/main.cpp	427	// Step 2: quantize fp32 → dst_type into the destination	COMMENT
LOW⚡	.claude/skills/porting-6-bench/SKILL.md	50	### Step 1: Matrix presence (execute)	COMMENT
LOW⚡	.claude/skills/porting-6-bench/SKILL.md	59	### Step 2: Rebuild transcribe-bench (execute)	COMMENT
LOW⚡	.claude/skills/porting-6-bench/SKILL.md	68	### Step 3: Bench scope (ask-point)	COMMENT
LOW	.claude/skills/porting-6-bench/SKILL.md	84	### Step 4: Baseline capture (execute)	COMMENT
LOW	.claude/skills/porting-6-bench/SKILL.md	124	### Step 5: Schema validation (execute)	COMMENT
LOW	.claude/skills/porting-6-bench/SKILL.md	153	### Step 6: Iteration loop (human-driven)	COMMENT
LOW	.claude/skills/porting-6-bench/SKILL.md	193	### Step 7: Sign-off	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	59	### Step 1: Per-family env and dumper	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	74	### Step 2: Complete the golden manifest (execute)	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	93	### Step 3: Reference dumps (execute)	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	120	### Step 4: Reference transcripts (execute)	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	134	### Step 5: Generate dump_coverage.json (execute)	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	152	### Step 6: Provisional tolerances from per-tensor magnitude (execute)	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	177	### Step 7: Reference WER baseline (execute)	COMMENT
LOW	.claude/skills/porting-2-oracle/SKILL.md	229	### Step 8: Sign-off	COMMENT
LOW⚡	.claude/skills/porting-5-quants/SKILL.md	38	### Step 1: Build the quantizer (execute)	COMMENT
LOW⚡	.claude/skills/porting-5-quants/SKILL.md	44	### Step 2: Run quantize-all (execute)	COMMENT
LOW⚡	.claude/skills/porting-5-quants/SKILL.md	54	### Step 3: CLI output-validity smoke (execute)	COMMENT
LOW	.claude/skills/porting-5-quants/SKILL.md	73	### Step 4: Publish quants to a private HF repo (execute)	COMMENT
LOW	.claude/skills/porting-5-quants/SKILL.md	84	### Step 5: Tentative WER sweep (execute)	COMMENT
LOW	.claude/skills/porting-5-quants/SKILL.md	106	### Step 6: Sign-off	COMMENT
LOW	.claude/skills/porting-1-intake/SKILL.md	34	### Step 1: Mechanical draft (execute)	COMMENT
LOW	.claude/skills/porting-1-intake/SKILL.md	48	### Step 2: Human-judgment fields	COMMENT
LOW	.claude/skills/porting-1-intake/SKILL.md	91	### Step 3: Schema validation (execute)	COMMENT
LOW⚡	.claude/skills/porting-1-intake/SKILL.md	102	### Step 4: Preflight Gate A (execute)	COMMENT
LOW⚡	.claude/skills/porting-1-intake/SKILL.md	110	### Step 5: Family doc draft (execute)	COMMENT
LOW⚡	.claude/skills/porting-1-intake/SKILL.md	119	### Step 6: Golden manifest skeleton (execute)	COMMENT
LOW	.claude/skills/porting-1-intake/SKILL.md	141	### Step 7: Sign-off	COMMENT
LOW	.claude/skills/porting-8-ship/SKILL.md	39	### Step 1: Pre-flight checklist (execute)	COMMENT
LOW	.claude/skills/porting-8-ship/SKILL.md	79	### Step 2: Family doc (execute + ask-point)	COMMENT
LOW	.claude/skills/porting-8-ship/SKILL.md	116	### Step 3: User-facing model card (execute)	COMMENT
LOW	.claude/skills/porting-8-ship/SKILL.md	140	### Step 4: HF card YAML spec (execute)	COMMENT
LOW	.claude/skills/porting-8-ship/SKILL.md	171	### Step 5: Render the HF README (execute)	COMMENT
LOW	.claude/skills/porting-8-ship/SKILL.md	179	### Step 6: Pre-upload review (ask-point)	COMMENT
LOW	.claude/skills/porting-8-ship/SKILL.md	190	### Step 7: Sign-off	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	62	### Step 0: Family-level forward-map.md (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	84	### Step 1: Sibling-variant shortcut (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	101	### Step 2: Implement src/arch/<family>/ — drive from the forward map	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	165	### Step 3: First validate.py run (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	189	### Step 4: Finalize tolerances (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	243	### Step 5: Human review of tolerances	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	254	### Step 6: Ref-dtype validation green (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	264	### Step 7: Frontend parity (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	283	### Step 8: Run the family-doc Capability Validation table (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	320	### Step 9: Batch parity (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	361	### Step 10: Publish ref-dtype to private HF repo (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	372	### Step 11: Full ref-dtype WER gate (execute)	COMMENT
LOW	.claude/skills/porting-4-cpp/SKILL.md	407	### Step 12: Sign-off	COMMENT
LOW	.claude/skills/porting-3-convert/SKILL.md	32	### Step 1: Per-family converter	COMMENT
LOW	.claude/skills/porting-3-convert/SKILL.md	72	### Step 2: Identify reference dtype (read intake)	COMMENT
LOW	.claude/skills/porting-3-convert/SKILL.md	86	### Step 3: Run the converter (execute)	COMMENT
LOW	.claude/skills/porting-3-convert/SKILL.md	108	### Step 4: Converter manifest (execute)	COMMENT
LOW	.claude/skills/porting-3-convert/SKILL.md	140	### Step 5: Structural checks (execute)	COMMENT
LOW	.claude/skills/porting-3-convert/SKILL.md	164	### Step 6: Sign-off	COMMENT
LOW	.claude/skills/porting-7-wer/SKILL.md	41	### Step 1: Acceptance manifest (execute or ask-point)	COMMENT
LOW	.claude/skills/porting-7-wer/SKILL.md	71	### Step 2: Score the reference-dtype model (execute)	COMMENT
LOW	.claude/skills/porting-7-wer/SKILL.md	92	### Step 3: Ref-dtype WER limit (execute)	COMMENT
LOW	.claude/skills/porting-7-wer/SKILL.md	149	### Step 4: Score each shipped quant (execute)	COMMENT
LOW	.claude/skills/porting-7-wer/SKILL.md	170	### Step 5: Summary table (execute)	COMMENT
41 more matches not shown…

Unused Imports163 hits · 160 pts

Severity	File	Line	Context
LOW	scripts/intake.py	24	CODE
LOW	scripts/dump_reference_moss_author.py	42	CODE
LOW	scripts/convert-funasr_nano.py	88	CODE
LOW	scripts/convert-funasr_nano.py	143	CODE
LOW	scripts/convert-canary-qwen.py	69	CODE
LOW	scripts/convert-moonshine_streaming.py	52	CODE
LOW	scripts/convert-voxtral_realtime.py	43	CODE
LOW	scripts/dump_reference_whisper_transformers.py	26	CODE
LOW	scripts/batch_parity.py	42	CODE
LOW	scripts/compare_tensors.py	61	CODE
LOW	scripts/dump_reference_voxtral_realtime_transformers.py	68	CODE
LOW	scripts/convert-moss.py	71	CODE
LOW	scripts/dump_reference_sortformer_nemo.py	46	CODE
LOW	scripts/validate_buffered_streaming.py	46	CODE
LOW	scripts/build_medasr_oracle.py	9	CODE
LOW	scripts/convert-moonshine.py	142	CODE
LOW	scripts/convert-sortformer.py	30	CODE
LOW	scripts/batch_tensor_parity.py	28	CODE
LOW	scripts/audit_gguf_metadata.py	28	CODE
LOW	scripts/audit_gguf_metadata.py	32	CODE
LOW	scripts/dump_reference_voxtral_transformers.py	45	CODE
LOW	scripts/quantize-all.py	34	CODE
LOW	scripts/convert-cohere.py	72	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	39	CODE
LOW	scripts/dump_reference_canary_nemo.py	62	CODE
LOW	scripts/whisper_long_form_parity.py	28	CODE
LOW	scripts/build_canary_qwen_oracle.py	9	CODE
LOW	scripts/convert-gigaam.py	81	CODE
LOW	scripts/convert-gigaam.py	84	CODE
LOW	scripts/dump_reference_gigaam_author.py	41	CODE
LOW	scripts/dump_reference_funasr_nano_funasr.py	49	CODE
LOW	scripts/dump_reference_funasr_nano_funasr.py	53	CODE
LOW	scripts/dump_reference_funasr_nano_funasr.py	74	CODE
LOW	scripts/validate.py	37	CODE
LOW	scripts/dump_reference_sensevoice_funasr.py	57	CODE
LOW	scripts/dump_reference_sensevoice_funasr.py	60	CODE
LOW	scripts/dump_reference_sensevoice_funasr.py	63	CODE
LOW	scripts/convert-parakeet.py	64	CODE
LOW	scripts/convert-medasr.py	59	CODE
LOW	scripts/dump_reference_medasr_transformers.py	72	CODE
LOW	scripts/quant_accuracy.py	61	CODE
LOW	scripts/convert-granite.py	86	CODE
LOW	scripts/convert-sensevoice.py	90	CODE
LOW	scripts/convert-sensevoice.py	93	CODE
LOW	scripts/validate_streaming.py	46	CODE
LOW	scripts/dump_reference_canary_qwen_nemo.py	58	CODE
LOW	scripts/dump_reference_canary_qwen_nemo.py	61	CODE
LOW	scripts/dump_reference_qwen3_asr_author.py	36	CODE
LOW	scripts/dump_reference_qwen3_asr_author.py	40	CODE
LOW	scripts/dump_reference_granite_transformers.py	40	CODE
LOW	scripts/dump_reference_granite_transformers.py	43	CODE
LOW	scripts/dump_reference_granite_transformers.py	44	CODE
LOW	scripts/convert-canary.py	56	CODE
LOW	scripts/convert-voxtral.py	34	CODE
LOW	scripts/gen_sortformer_oracle_audio.py	22	CODE
LOW	scripts/convert-qwen3_asr.py	73	CODE
LOW	scripts/build_gigaam_oracle.py	10	CODE
LOW	scripts/dump_reference_moonshine_transformers.py	27	CODE
LOW	scripts/dump_reference_moonshine_transformers.py	43	CODE
LOW	…pts/dump_reference_moonshine_streaming_transformers.py	44	CODE
103 more matches not shown…

Excessive Try-Catch Wrapping83 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	scripts/intake.py	196	except Exception:	CODE
LOW⚡	scripts/convert-funasr_nano.py	151	except Exception as e:	CODE
LOW	scripts/compare_tensors.py	154	except Exception as e:	CODE
LOW	scripts/compare_tensors.py	158	except Exception as e:	CODE
LOW	scripts/dump_reference_voxtral_realtime_transformers.py	320	except Exception: # noqa: BLE001 - fall through to next decode form	CODE
LOW	scripts/audit_gguf_metadata.py	223	except Exception as e: # noqa: BLE001 - report and continue the sweep	CODE
LOW	scripts/audit_gguf_metadata.py	230	except Exception as e: # noqa: BLE001	CODE
LOW	scripts/dump_reference_voxtral_transformers.py	272	except Exception: # noqa: BLE001 - fall through to next decode form	CODE
LOW	scripts/quantize-all.py	72	except Exception:	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	224	except Exception as e2:	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	242	except Exception as e2:	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	335	except Exception:	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	505	except Exception as e:	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	792	except Exception as e:	CODE
LOW	scripts/dump_reference_canary_nemo.py	551	except Exception as exc:	CODE
LOW	scripts/convert-parakeet.py	514	except Exception as e:	CODE
LOW	scripts/convert-parakeet.py	524	except Exception as e:	CODE
LOW	scripts/validate_streaming.py	186	except Exception:	CODE
LOW⚡	scripts/dump_reference_canary_qwen_nemo.py	477	except Exception as exc:	CODE
LOW⚡	scripts/dump_reference_canary_qwen_nemo.py	483	except Exception as exc:	CODE
LOW	scripts/dump_reference_canary_qwen_nemo.py	535	except Exception:	CODE
LOW	scripts/convert-canary.py	191	except Exception:	CODE
LOW	scripts/wer/run_reference_funasr_nano.py	160	except Exception:	CODE
LOW	scripts/wer/run_reference_funasr_nano.py	212	except Exception as e:	CODE
LOW	scripts/wer/run.py	323	except Exception:	CODE
LOW	scripts/wer/run.py	392	except Exception as e:	CODE
LOW	scripts/wer/run_reference_medasr_transformers.py	145	except Exception as e:	CODE
LOW	scripts/wer/run_reference_granite_transformers.py	110	except Exception:	CODE
LOW⚡	scripts/wer/run_reference_granite_transformers.py	293	except Exception as e:	CODE
LOW⚡	scripts/wer/run_reference_granite_transformers.py	299	except Exception:	CODE
LOW⚡	scripts/wer/run_reference_granite_transformers.py	304	except Exception as e2:	CODE
LOW	scripts/wer/run_reference_parakeet_streaming_nemo.py	103	except Exception as e2:	CODE
LOW	scripts/wer/run_reference_parakeet_streaming_nemo.py	130	except Exception as e:	CODE
LOW	scripts/wer/run_reference_parakeet_streaming_nemo.py	247	except Exception as e:	CODE
LOW	scripts/wer/run_reference_sensevoice.py	139	except Exception as e:	CODE
LOW	scripts/wer/run_reference_voxtral_transformers.py	116	except Exception: # noqa: BLE001	CODE
LOW⚡	scripts/wer/run_reference_voxtral_transformers.py	190	except Exception as e: # noqa: BLE001	CODE
LOW⚡	scripts/wer/run_reference_voxtral_transformers.py	196	except Exception:	CODE
LOW⚡	scripts/wer/run_reference_voxtral_transformers.py	200	except Exception as e2: # noqa: BLE001	CODE
LOW	…pts/wer/run_reference_voxtral_realtime_transformers.py	137	except Exception: # noqa: BLE001	CODE
LOW⚡	…pts/wer/run_reference_voxtral_realtime_transformers.py	243	except Exception as e: # noqa: BLE001	CODE
LOW⚡	…pts/wer/run_reference_voxtral_realtime_transformers.py	249	except Exception:	CODE
LOW⚡	…pts/wer/run_reference_voxtral_realtime_transformers.py	253	except Exception as e2: # noqa: BLE001	CODE
LOW	scripts/wer/run_reference_moss_author.py	169	except Exception as e:	CODE
LOW	scripts/wer/run_reference_parakeet_nemo.py	145	except Exception as e2:	CODE
LOW	scripts/wer/run_reference_parakeet_nemo.py	264	except Exception:	CODE
LOW	scripts/wer/run_reference_parakeet_nemo.py	273	except Exception as e2:	CODE
LOW	scripts/wer/run_reference_gigaam_author.py	116	except Exception as e:	CODE
LOW	scripts/wer/run_reference_canary_qwen_nemo.py	112	except Exception as exc:	CODE
LOW	scripts/wer/run_reference_canary_qwen_nemo.py	118	except Exception as exc:	CODE
LOW	scripts/wer/run_reference_canary_qwen_nemo.py	168	except Exception as e:	CODE
LOW	scripts/wer/run_reference_qwen3_asr_author.py	183	except Exception as e:	CODE
LOW	scripts/wer/run_reference_canary_nemo.py	77	except Exception as exc:	CODE
LOW	scripts/wer/run_reference_canary_nemo.py	156	except Exception as e:	CODE
LOW	scripts/wer/run_reference_granite_nar_transformers.py	142	except Exception as e:	CODE
LOW	…/wer/run_reference_parakeet_buffered_streaming_nemo.py	84	except Exception as e2:	CODE
LOW	…/wer/run_reference_parakeet_buffered_streaming_nemo.py	91	except Exception:	CODE
LOW	…/wer/run_reference_parakeet_buffered_streaming_nemo.py	287	except Exception as e:	CODE
LOW⚡	scripts/wer/remote/modal_sweep.py	374	except Exception as e:	CODE
LOW	scripts/wer/remote/modal_sweep.py	298	except Exception as e:	CODE
23 more matches not shown…

Verbosity Indicators42 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	tools/transcribe-quantize/main.cpp	427	// Step 2: quantize fp32 → dst_type into the destination	COMMENT
LOW	scripts/dump_reference_whisper_transformers.py	445	# Step 0: the prompt-pass already ran; redo its last-row logits	COMMENT
LOW⚡	ggml/tests/test-backend-ops.cpp	1932	// Step 1: create input tensors that don't depend on any other tensors:	COMMENT
LOW⚡	ggml/tests/test-backend-ops.cpp	1939	// Step 2: use the op that you want to test in the GGML compute graph.	COMMENT
LOW⚡	ggml/tests/test-backend-ops.cpp	1943	// Step 3: return the output tensor.	COMMENT
LOW	ggml/src/ggml-webgpu/ggml-webgpu.cpp	1291	// For set rows specifically, we need to check if src and idx are empty	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	198	// Step 1: Apply decay gate to state	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	203	// Step 2: delta = (v - S @ k) * beta	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	210	// Step 3: state += outer(delta, k)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	216	// Step 4: attn_out = S @ q * scale	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/norm.cpp	25	// Step 1: Calculate mean along the last dimension	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/norm.cpp	30	// Step 2: Calculate (input - mean)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/norm.cpp	33	// Step 3: Calculate squared differences (input - mean)^2	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/norm.cpp	37	// Step 4: Calculate variance = mean((input - mean)^2)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/norm.cpp	41	// Step 5: Get epsilon from op_params	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/norm.cpp	45	// Step 6: Calculate std = sqrt(variance + eps)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/norm.cpp	49	// Step 7: Normalize: output = (input - mean) / std	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2809	// Step 5: multiply by attn_factor	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2826	// Step 6: repeat	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3090	// Step 1: Prepare trans tensors for F16 type conversion to F32 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3115	// Step 2: Prepare head tensors for tail splitting if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3144	// Step 3: Execute RotaryPositionEmbedding	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3191	// Step 4: Copy unrotated tail portion from source to destination	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3220	// Step 5: Cast back to F16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3906	// Step 1: cast the src0 (Query) to fp16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3929	// Step 2: create the acl tensors for src1 (Key), src2 (Value),	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3973	// Step 3: create the PSEShift tensor if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4042	// Step 4: set the inputs for FusedInferAttention.	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4103	// Step 6: post-processing — slice padded output and/or cast to f32	COMMENT
LOW⚡	src/transcribe-kaldi-fbank.cpp	187	// Step 1: read frame, upscale.	COMMENT
LOW⚡	src/transcribe-kaldi-fbank.cpp	193	// Step 2: remove DC offset (mean subtraction).	COMMENT
LOW⚡	src/transcribe-kaldi-fbank.cpp	203	// Step 3: kaldi preemphasis with special x[0] handling. The	COMMENT
LOW⚡	src/transcribe-kaldi-fbank.cpp	212	// Step 4: apply hamming window.	COMMENT
LOW⚡	src/transcribe-kaldi-fbank.cpp	217	// Step 5: pad to padded_n_fft and FFT.	COMMENT
LOW⚡	src/transcribe-kaldi-fbank.cpp	225	// Step 6: power spectrum.	COMMENT
LOW	src/transcribe-kaldi-fbank.cpp	249	// Step 9: LFR stacking. Mirrors funasr.frontends.wav_frontend.apply_lfr.	COMMENT
LOW	src/transcribe-kaldi-fbank.cpp	278	// Step 10: optional per-feature CMVN: (x + shift) * scale.	COMMENT
LOW⚡	src/conformer/conformer.cpp	88	// Step 1: prepend a [1, T_q, H, B] column of zeros along axis 0.	COMMENT
LOW⚡	src/conformer/conformer.cpp	98	// Step 2: reshape (swap inner two axes; total elements unchanged).	COMMENT
LOW⚡	src/conformer/conformer.cpp	101	// Step 3: drop the first row of axis 1.	COMMENT
LOW⚡	src/conformer/conformer.cpp	105	// Step 4: materialize as contiguous (the view above is sparse:	COMMENT
LOW⚡	src/conformer/conformer.cpp	110	// Step 5: reshape back to [pos_len, T_q, H, B].	COMMENT

Cross-File Repetition15 hits · 75 pts

Severity	File	Snippet	Context
HIGH	scripts/dump_reference_moss_author.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_voxtral_transformers.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_gigaam_author.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_funasr_nano_funasr.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_sensevoice_funasr.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_canary_qwen_nemo.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_qwen3_asr_author.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_granite_transformers.py	record the first output tensor a module emits during forward.	STRING
HIGH	scripts/dump_reference_voxtral_realtime_transformers.py	resolve a model argument to (model_id_or_path, local_files_only).	STRING
HIGH	scripts/dump_reference_voxtral_transformers.py	resolve a model argument to (model_id_or_path, local_files_only).	STRING
HIGH	scripts/dump_reference_granite_transformers.py	resolve a model argument to (model_id_or_path, local_files_only).	STRING
HIGH	ggml/examples/gpt-2/convert-ckpt-to-ggml.py	returns list of utf-8 byte and a corresponding list of unicode strings. the reversible bpe codes work on unicode strings	STRING
HIGH	ggml/examples/gpt-2/convert-h5-to-ggml.py	returns list of utf-8 byte and a corresponding list of unicode strings. the reversible bpe codes work on unicode strings	STRING
HIGH	ggml/examples/gpt-2/convert-cerebras-to-ggml.py	returns list of utf-8 byte and a corresponding list of unicode strings. the reversible bpe codes work on unicode strings	STRING
HIGH	ggml/examples/gpt-j/convert-h5-to-ggml.py	returns list of utf-8 byte and a corresponding list of unicode strings. the reversible bpe codes work on unicode strings	STRING

AI Slop Vocabulary21 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/whisper_bin_e2e_smoke.cpp	168	// robust against minor decode drift.	COMMENT
MEDIUM⚡	scripts/dump_reference_moss_author.py	55	# GitHub inference harness (moss_transcribe_diarize/inference_utils.py	COMMENT
MEDIUM	scripts/dump_reference_moss_author.py	369	# Mirror the reference harness (inference_utils.prepare_inputs):	COMMENT
MEDIUM	scripts/convert-moss.py	136	# Canonical instruction from the OpenMOSS inference harness. The model has no	COMMENT
MEDIUM	scripts/dump_reference_sortformer_nemo.py	273	# Accepted for the validate.py harness contract; a diarizer takes no	COMMENT
MEDIUM	scripts/dump_reference_parakeet_nemo.py	827	# parity is the validate harness's job.	COMMENT
MEDIUM	scripts/dump_reference_parakeet_nemo.py	947	# for transducer; tensor for CTC). For the parity harness we	COMMENT
MEDIUM	scripts/dump_reference_parakeet_nemo.py	968	# sidecar so the harness doesn't have to re-derive them.	COMMENT
MEDIUM	scripts/dump_reference_parakeet_nemo.py	1042	# parity harness needs byte-stable mel features. pad_to=0 is also	COMMENT
LOW	scripts/dump_reference_funasr_nano_funasr.py	267	# fire reliably through FunASR's extract_fbank wrapper, so just call it	COMMENT
MEDIUM	scripts/convert-canary.py	108	# AST excludes Latvian (lv): NVIDIA's card notes seamless-m4t, used	COMMENT
MEDIUM	bindings/typescript/src/index.ts	818	// whisper resolves it to "segment" (its robust path), no-timestamp	COMMENT
MEDIUM	bindings/swift/Sources/TranscribeCpp/Options.swift	144	// (its robust path), no-timestamp families resolve to .none.	COMMENT
MEDIUM	ggml/examples/mnist/mnist-common.h	20	// The physical batch size determines how many datapoints are processed in parallel, larger values utilize compute bette	COMMENT
MEDIUM	ggml/src/ggml-zendnn/ggml-zendnn.cpp	600	// gather + batched matmul + scatter approach. Future versions will leverage	COMMENT
MEDIUM	ggml/src/ggml-cpu/amx/mmq.cpp	603	// pack again with 128 to fully utilize vector length	COMMENT
MEDIUM	ggml/src/ggml-cpu/amx/mmq.cpp	645	// pack again with 128 to fully utilize vector length	COMMENT
MEDIUM	ggml/src/ggml-cpu/amx/mmq.cpp	743	// pack again with 128 to fully utilize vector length	COMMENT
MEDIUM	ggml/src/ggml-opencl/ggml-opencl.cpp	4607	// that wraps around q and d to utilize image access path.	COMMENT
MEDIUM	ggml/src/ggml-opencl/ggml-opencl.cpp	4641	// that wraps around q and d to utilize image access path.	COMMENT
MEDIUM	src/arch/voxtral_realtime/model.cpp	1168	// K=1 is the robust setting across backends (K>=2 costs long-form decode;	COMMENT

Deep Nesting63 hits · 60 pts

Severity	File	Line	Context
LOW	scripts/convert-canary-qwen.py	602	CODE
LOW	scripts/tokenizer-parity-fixture.py	66	CODE
LOW	scripts/convert-moonshine_streaming.py	122	CODE
LOW	scripts/convert-moonshine_streaming.py	679	CODE
LOW	scripts/dump_reference_whisper_transformers.py	402	CODE
LOW	scripts/compare_tensors.py	233	CODE
LOW	scripts/validate_buffered_streaming.py	195	CODE
LOW	scripts/convert-moonshine.py	229	CODE
LOW	scripts/convert-moonshine.py	789	CODE
LOW	scripts/audit_gguf_metadata.py	158	CODE
LOW	scripts/convert-cohere.py	118	CODE
LOW	scripts/convert-cohere.py	408	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	201	CODE
LOW	scripts/dump_reference_parakeet_nemo.py	339	CODE
LOW	scripts/dump_reference_canary_nemo.py	424	CODE
LOW	scripts/convert-gigaam.py	196	CODE
LOW	scripts/validate.py	554	CODE
LOW	scripts/validate.py	793	CODE
LOW	scripts/convert-parakeet.py	561	CODE
LOW	scripts/convert-parakeet.py	1266	CODE
LOW	scripts/convert-medasr.py	205	CODE
LOW	scripts/convert-granite.py	963	CODE
LOW	scripts/convert-sensevoice.py	225	CODE
LOW	scripts/validate_streaming.py	231	CODE
LOW	scripts/validate_streaming.py	323	CODE
LOW	scripts/dump_reference_canary_qwen_nemo.py	324	CODE
LOW	scripts/convert-qwen3_asr.py	769	CODE
LOW	scripts/convert-whisper.py	794	CODE
LOW	scripts/preflight.py	219	CODE
LOW	scripts/preflight.py	277	CODE
LOW	scripts/bench/run.py	170	CODE
LOW	scripts/bench/run.py	409	CODE
LOW	scripts/ci/vulkan_degradation_check.py	60	CODE
LOW	scripts/ci/extract_native_bundle.py	49	CODE
LOW	scripts/ci/check_lane_mirror.py	118	CODE
LOW	scripts/ci/build_wheel_index.py	72	CODE
LOW	scripts/lib/gguf_common.py	300	CODE
LOW	scripts/wer/run_reference_funasr_nano.py	65	CODE
LOW	scripts/wer/run.py	171	CODE
LOW	scripts/wer/ingest.py	165	CODE
LOW	scripts/wer/run_reference_medasr_transformers.py	29	CODE
LOW	scripts/wer/run_reference_granite_transformers.py	37	CODE
LOW	scripts/wer/run_reference_sensevoice.py	36	CODE
LOW	scripts/wer/run_reference_voxtral_transformers.py	36	CODE
LOW	…pts/wer/run_reference_voxtral_realtime_transformers.py	55	CODE
LOW	scripts/wer/run_reference_moss_author.py	48	CODE
LOW	scripts/wer/run_reference_parakeet_nemo.py	34	CODE
LOW	scripts/wer/run_reference_canary_qwen_nemo.py	30	CODE
LOW	scripts/wer/run_reference_qwen3_asr_author.py	36	CODE
LOW	scripts/wer/run_reference_canary_nemo.py	30	CODE
LOW	scripts/wer/der.py	241	CODE
LOW	scripts/wer/run_reference_granite_nar_transformers.py	30	CODE
LOW	scripts/wer/remote/modal_sweep.py	329	CODE
LOW	scripts/wer/remote/modal_sweep.py	642	CODE
LOW	bindings/python/tests/test_streaming.py	41	CODE
LOW	bindings/python/examples/stream_wav.py	52	CODE
LOW	bindings/python/_generate/generate.py	145	CODE
LOW	bindings/python/_generate/generate.py	227	CODE
LOW	bindings/python/src/transcribe_cpp/_library.py	236	CODE
LOW	bindings/python/src/transcribe_cpp/__init__.py	390	CODE
3 more matches not shown…

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/porting/families/canary_qwen.md	18	- Canonical reference: NeMo (`nvidia/NeMo`, ≥ v2.5.0) via `nemo.collections.speechlm2.models.SALM.from_pretrained('n	CODE
CRITICAL	docs/porting/families/canary.md	25	- Canonical reference: NeMo (`nvidia/NeMo`) via `nemo.collections.asr.models.EncDecMultiTaskModel.from_pretrained(<h	CODE

Cross-Language Confusion3 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/convert-gigaam.py	350	# absence of slaney area normalization (mel_norm=null). The C++	COMMENT
HIGH	scripts/ci/modal_cuda_build.py	109	" && chmod +x /usr/local/bin/sccache && rm /tmp/sccache.tgz",	CODE
HIGH	scripts/lib/gguf_common.py	255	# null). canonicalize_normalize maps to our schema so the GGUF and the	COMMENT

Synthetic Comment Markers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	ggml/tests/test-backend-ops.cpp	9881	printf(" --test-file reads test operators from a test file generated by llama-export-graph-ops\n");	CODE
HIGH	ggml/src/ggml-virtgpu/regenerate_remoting.py	3	# Generated by Claude AI	STRING
HIGH	ggml/src/ggml-hexagon/ggml-hexagon.cpp	2575	// Check for F16 support only as requested	COMMENT

Example Usage Blocks7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	scripts/sync-ggml.sh	22	# Usage:	COMMENT
LOW	scripts/ci/build_xcframework.sh	32	# Usage:	COMMENT
LOW	scripts/ci/clang-format.sh	9	# Usage:	COMMENT
LOW	ggml/scripts/sync-whisper-am.sh	5	# Usage:	COMMENT
LOW	ggml/scripts/release.sh	8	# Usage:	COMMENT
LOW	ggml/scripts/sync-llama-am.sh	5	# Usage:	COMMENT
LOW	ggml/src/ggml-sycl/dpct/helper.hpp	3020	/// Example usage:	COMMENT

Modern AI Meta-Vocabulary3 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	CMakeLists.txt	117	# reads, ref-mel loaders, and dump scaffolding all live behind this guard, so	COMMENT
MEDIUM	…g/parakeet/nemotron-3.5-asr-streaming-0.6b/intake.json	191	"NEW vs predecessor: `aux_ctc` head present (ctc_loss_weight=0.1 in cfg, ConvASRDecoder). This makes the model a hyb	CODE
MEDIUM	src/CMakeLists.txt	4	# shared scaffolding (loader, mel frontend, tokenizer, load-common,	COMMENT

AI Structural Patterns11 hits · 9 pts

Severity	File	Line	Context
LOW	scripts/lib/gguf_common.py	42	CODE
LOW	scripts/wer/remote/modal_sweep.py	820	CODE
LOW	scripts/wer/remote/modal_sweep.py	967	CODE
LOW	scripts/wer/remote/modal_sweep.py	1124	CODE
LOW	scripts/wer/remote/modal_sweep.py	567	CODE
LOW	bindings/python/src/transcribe_cpp/__init__.py	1429	CODE
LOW	bindings/python/src/transcribe_cpp/__init__.py	685	CODE
LOW	bindings/python/src/transcribe_cpp/__init__.py	1056	CODE
LOW	bindings/python/src/transcribe_cpp/__init__.py	1093	CODE
LOW	bindings/python/src/transcribe_cpp/__init__.py	1183	CODE
LOW	ggml/examples/mnist/mnist-train-fc.py	31	CODE

TODO Padding6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	ggml/tests/test-backend-ops.cpp	7604	// GGML_TYPE_TQ1_0, GGML_TYPE_TQ2_0, // TODO: implement for all backends	COMMENT
LOW	ggml/tests/test-backend-ops.cpp	7629	// GGML_TYPE_TQ1_0, GGML_TYPE_TQ2_0, // TODO: implement for all backends	COMMENT
LOW	ggml/src/ggml.c	3864	// TODO: implement non F32 return	COMMENT
LOW	ggml/src/ggml.c	3888	// TODO: implement non F32 return	COMMENT
LOW	ggml/src/ggml.c	5034	// TODO: implement antialias for modes other than bilinear	COMMENT
LOW	ggml/src/ggml-zdnn/ggml-zdnn.cpp	22	// TODO: implement support for quantized types	COMMENT

Redundant / Tautological Comments2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	ggml/scripts/release.sh	124	# Check if we have the latest from master (skip in dry-run)	COMMENT
LOW⚡	ggml/src/ggml-virtgpu/regenerate_remoting.py	46	# Check if clang-format is available	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	ggml/ci/run.sh	367	# Create a fresh python3 venv and enter it	COMMENT

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	bindings/python/src/transcribe_cpp/__init__.py	64	__all__ = [	CODE
LOW	bindings/python/src/transcribe_cpp/__init__.py	348	def set_log_callback(handler) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings