2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

54.8K

Stars

C++

Language

483.0K

Lines of Code

1.2K

Files

1.2K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1121 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 53 finding(s).

PR Review Velocity Impact 12.7/100 · LOW

Which changes need focused human review? 1171 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 1HIGH 14MEDIUM 32LOW 1124

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1171 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block968 hits · 870 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	161	if (WHISPER_USE_SYSTEM_GGML)	COMMENT
LOW	ci/run.sh	1	#!/bin/bash	COMMENT
LOW	include/whisper.h	1	#ifndef WHISPER_H	COMMENT
LOW	include/whisper.h	21	# ifdef WHISPER_BUILD	COMMENT
LOW	include/whisper.h	41		COMMENT
LOW	include/whisper.h	61	// }	COMMENT
LOW	include/whisper.h	241	WHISPER_API struct whisper_state * whisper_init_state(struct whisper_context * ctx);	COMMENT
LOW	include/whisper.h	361	// Examples:	COMMENT
LOW	include/parakeet.h	1	#ifndef PARAKEET_H	COMMENT
LOW	include/parakeet.h	21	# ifdef PARAKEET_BUILD	COMMENT
LOW	tests/run-tests.sh	1	#!/bin/bash	COMMENT
LOW	tests/parakeet-verification.h	1	#pragma once	COMMENT
LOW	models/convert-parakeet-to-ggml.py	1	#!/usr/bin/env python3	COMMENT
LOW	models/convert-h5-to-ggml.py	1	# Convert Hugging Face fine-tuned models to ggml format	COMMENT
LOW	models/convert-pt-to-ggml.py	1	# Convert Whisper transformer model from PyTorch to ggml format	COMMENT
LOW	models/convert-pt-to-ggml.py	21	# - mel filters	COMMENT
LOW	models/convert-pt-to-ggml.py	41	import numpy as np	COMMENT
LOW	models/convert-pt-to-ggml.py	61	# "nl": "dutch",	COMMENT
LOW	models/convert-pt-to-ggml.py	81	# "hr": "croatian",	COMMENT
LOW	models/convert-pt-to-ggml.py	101	# "is": "icelandic",	COMMENT
LOW	models/convert-pt-to-ggml.py	121	# "tg": "tajik",	COMMENT
LOW	models/convert-pt-to-ggml.py	141	# "tt": "tatar",	COMMENT
LOW	examples/ffmpeg-transcode.cpp	1	#ifdef WHISPER_COMMON_FFMPEG	COMMENT
LOW	examples/common.cpp	1	#define _USE_MATH_DEFINES // for M_PI	COMMENT
LOW	examples/grammar-parser.h	1	// Implements a parser for an extended Backus-Naur form (BNF), producing the	COMMENT
LOW	examples/json.hpp	21	#include <algorithm> // all_of, find, for_each	COMMENT
LOW	examples/json.hpp	41	// SPDX-FileCopyrightText: 2013-2022 Niels Lohmann <https://nlohmann.me>	COMMENT
LOW	examples/json.hpp	61	#ifndef JSON_SKIP_LIBRARY_VERSION_CHECK	COMMENT
LOW	examples/json.hpp	81	#if JSON_DIAGNOSTICS	COMMENT
LOW	examples/json.hpp	141	{	COMMENT
LOW	examples/json.hpp	161	#include <algorithm> // transform	COMMENT
LOW	examples/json.hpp	181		COMMENT
LOW	examples/json.hpp	201	#include <array> // array	COMMENT
LOW	examples/json.hpp	221	// \| \| \|__ \| \| \| \| \| \| version 3.11.2	COMMENT
LOW	examples/json.hpp	321	// \| \| \|__ \| \| \| \| \| \| version 3.11.2	COMMENT
LOW	examples/json.hpp	341	#define JSON_HEDLEY_STRINGIFY_EX(x) #x	COMMENT
LOW	examples/json.hpp	361	#define JSON_HEDLEY_CONCAT3_EX(a,b,c) a##b##c	COMMENT
LOW	examples/json.hpp	381	#define JSON_HEDLEY_VERSION_DECODE_MINOR(version) (((version) % 1000000) / 1000)	COMMENT
LOW	examples/json.hpp	401	#define JSON_HEDLEY_GNUC_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_GNUC_VERSION >= JSON_HEDLEY_VERSION_ENCODE(ma	COMMENT
LOW	examples/json.hpp	421	#define JSON_HEDLEY_MSVC_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	examples/json.hpp	441	#endif	COMMENT
LOW	examples/json.hpp	461	#define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	examples/json.hpp	481	#undef JSON_HEDLEY_SUNPRO_VERSION	COMMENT
LOW	examples/json.hpp	501		COMMENT
LOW	examples/json.hpp	521	#if defined(__CC_ARM) && defined(__ARMCOMPILER_VERSION)	COMMENT
LOW	examples/json.hpp	541	#elif defined(__xlC__) && defined(__xlC_ver__)	COMMENT
LOW	examples/json.hpp	561	( \	COMMENT
LOW	examples/json.hpp	581	#undef JSON_HEDLEY_TI_CL2000_VERSION	COMMENT
LOW	examples/json.hpp	601	#endif	COMMENT
LOW	examples/json.hpp	621	#endif	COMMENT
LOW	examples/json.hpp	641	#define JSON_HEDLEY_TI_CL6X_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	examples/json.hpp	661	#undef JSON_HEDLEY_TI_CLPRU_VERSION	COMMENT
LOW	examples/json.hpp	681	#define JSON_HEDLEY_CRAY_VERSION JSON_HEDLEY_VERSION_ENCODE(_RELEASE_MAJOR, _RELEASE_MINOR, _RELEASE_PATCHLEVEL)	COMMENT
LOW	examples/json.hpp	701	#define JSON_HEDLEY_IAR_VERSION JSON_HEDLEY_VERSION_ENCODE((__VER__ / 1000000), ((__VER__ / 1000) % 1000), (__VE	COMMENT
LOW	examples/json.hpp	721	#endif	COMMENT
LOW	examples/json.hpp	741	#endif	COMMENT
LOW	examples/json.hpp	761	#define JSON_HEDLEY_COMPCERT_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	examples/json.hpp	781	#undef JSON_HEDLEY_MCST_LCC_VERSION	COMMENT
LOW	examples/json.hpp	821	#if defined(JSON_HEDLEY_GCC_VERSION)	COMMENT
LOW	examples/json.hpp	841	#undef JSON_HEDLEY_GNUC_HAS_ATTRIBUTE	COMMENT
908 more matches not shown…

Redundant / Tautological Comments37 hits · 70 pts

Severity	File	Line	Snippet	Context
LOW	models/convert-silero-vad-to-ggml.py	146	# Check if this is a convolution weight tensor	COMMENT
LOW	models/download-ggml-model.sh	27	# Check if the script is inside a /bin/ directory	COMMENT
LOW	models/download-ggml-model.sh	143	# Check if 'whisper-cli' is available in the system PATH	COMMENT
LOW	models/download-coreml-model.sh	24	# Check if the script is inside a /bin/ directory	COMMENT
LOW	models/download-coreml-model.sh	88	# Check if 'whisper-cli' is available in the system PATH	COMMENT
LOW	models/download-vitisai-model.sh	36	# Check if the script is inside a /bin/ directory	COMMENT
LOW	models/download-vitisai-model.sh	212	# Check if 'whisper-cli' is available in the system PATH	COMMENT
LOW	models/download-vad-model.sh	24	# Check if the script is inside a /bin/ directory	COMMENT
LOW	models/download-vad-model.sh	93	# Check if 'whisper-cli' is available in the system PATH	COMMENT
LOW	examples/server.py	60	# Check if this is a request to a file in whisper.wasm	COMMENT
LOW	examples/python/whisper_processor.py	17	# Check if the file exists	COMMENT
LOW	scripts/bench.py	128	# Check if the sample file exists	COMMENT
LOW	scripts/release.sh	77	# Check if we have the latest from master (skip in dry-run)	COMMENT
LOW	scripts/apple/validate-macos.sh	685	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	704	# Check if app was created successfully	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	712	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	720	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-macos.sh	728	# Check if framework binary exists	COMMENT
LOW	scripts/apple/validate-visionos.sh	679	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	704	# Check if validation failed because the app isn't in App Store Connect	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	713	# Check if IPA was created successfully	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	721	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	729	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-visionos.sh	737	# Check if framework binary exists	COMMENT
LOW	scripts/apple/validate-ios.sh	688	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	713	# Check if validation failed because the app isn't in App Store Connect	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	722	# Check if IPA was created successfully	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	730	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	738	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-ios.sh	746	# Check if framework binary exists	COMMENT
LOW	scripts/apple/validate-tvos.sh	681	# Check if authentication credentials are provided	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	706	# Check if validation failed because the app isn't in App Store Connect	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	715	# Check if IPA was created successfully	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	723	# Check if app binary exists and is executable	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	731	# Check if framework was properly embedded	COMMENT
LOW⚡	scripts/apple/validate-tvos.sh	739	# Check if framework binary exists	COMMENT
LOW⚡	ggml/src/ggml-virtgpu/regenerate_remoting.py	46	# Check if clang-format is available	COMMENT

Cross-File Repetition12 hits · 60 pts

Severity	File	Snippet	Context
HIGH	tests/earnings21/normalizers/basic.py	replace any other markers, symbols, and punctuations with a space, and drop any diacritics (category 'mn' and some manua	STRING
HIGH	tests/librispeech/normalizers/basic.py	replace any other markers, symbols, and punctuations with a space, and drop any diacritics (category 'mn' and some manua	STRING
HIGH	tests/librispeech-parakeet/normalizers/basic.py	replace any other markers, symbols, and punctuations with a space, and drop any diacritics (category 'mn' and some manua	STRING
HIGH	tests/earnings21/normalizers/basic.py	replace any other markers, symbols, punctuations with a space, keeping diacritics	STRING
HIGH	tests/librispeech/normalizers/basic.py	replace any other markers, symbols, punctuations with a space, keeping diacritics	STRING
HIGH	tests/librispeech-parakeet/normalizers/basic.py	replace any other markers, symbols, punctuations with a space, keeping diacritics	STRING
HIGH	tests/earnings21/normalizers/english.py	convert any spelled-out numbers into arabic numbers, while handling: - remove any commas - keep the suffixes such as: `1	STRING
HIGH	tests/librispeech/normalizers/english.py	convert any spelled-out numbers into arabic numbers, while handling: - remove any commas - keep the suffixes such as: `1	STRING
HIGH	tests/librispeech-parakeet/normalizers/english.py	convert any spelled-out numbers into arabic numbers, while handling: - remove any commas - keep the suffixes such as: `1	STRING
HIGH	tests/earnings21/normalizers/english.py	applies british-american spelling mappings as listed in [1]. [1] https://www.tysto.com/uk-us-spelling-list.html	STRING
HIGH	tests/librispeech/normalizers/english.py	applies british-american spelling mappings as listed in [1]. [1] https://www.tysto.com/uk-us-spelling-list.html	STRING
HIGH	tests/librispeech-parakeet/normalizers/english.py	applies british-american spelling mappings as listed in [1]. [1] https://www.tysto.com/uk-us-spelling-list.html	STRING

Structural Annotation Overuse30 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	84	// Step 1: sum for mean	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	110	// Step 2: compute (x - mean) → dst, accumulate variance	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	143	// Step 3: apply scale to centered values in dst	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	100	// Step 1: Compute sum of squares using 8-wide vectors	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	124	// Step 2: scale = rsqrt(mean + eps)	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	132	// Step 3: Apply scaling: broadcast scale once, reuse across loop	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	177	// Step 1: sa = dot(a, state_prev[i])	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	196	// Step 2: state update + result accumulation	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	318	// Step 1: Apply decay gate to state	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	323	// Step 2: delta = (v - S @ k) * beta	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	330	// Step 3: state += outer(delta, k)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	336	// Step 4: attn_out = S @ q * scale	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	118	# Step 1: concatenate shared headers + this kernel source	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	120	# Step 2: remove internal #include and #pragma once	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	122	# Step 3: inline ggml-common.h (replacing __embed_ggml-common.h__ sentinel)	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	124	# Step 4: inline ggml-metal-impl.h	COMMENT
LOW⚡	ggml/src/ggml-metal/CMakeLists.txt	126	# Step 5: emit an asm chunk with kind-specific start/end symbols	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2853	// Step 5: multiply by attn_factor	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2870	// Step 6: repeat	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3134	// Step 1: Prepare trans tensors for F16 type conversion to F32 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3159	// Step 2: Prepare head tensors for tail splitting if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3188	// Step 3: Execute RotaryPositionEmbedding	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3235	// Step 4: Copy unrotated tail portion from source to destination	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3264	// Step 5: Cast back to F16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3950	// Step 1: cast the src0 (Query) to fp16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3973	// Step 2: create the acl tensors for src1 (Key), src2 (Value),	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4017	// Step 3: create the PSEShift tensor if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4086	// Step 4: set the inputs for FusedInferAttention.	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4147	// Step 6: post-processing — slice padded output and/or cast to f32	COMMENT
LOW	src/vitisai/whisper-vitisai-encoder.cpp	82	// Step 1: Set up the model	COMMENT

Verbosity Indicators26 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	84	// Step 1: sum for mean	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	110	// Step 2: compute (x - mean) → dst, accumulate variance	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/norm_f32.c	143	// Step 3: apply scale to centered values in dst	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	100	// Step 1: Compute sum of squares using 8-wide vectors	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	124	// Step 2: scale = rsqrt(mean + eps)	COMMENT
LOW⚡	ggml/src/ggml-et/et-kernels/src/rms_norm_f32.c	132	// Step 3: Apply scaling: broadcast scale once, reuse across loop	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	177	// Step 1: sa = dot(a, state_prev[i])	COMMENT
LOW	ggml/src/ggml-et/et-kernels/src/rwkv_wkv7_f32.c	196	// Step 2: state update + result accumulation	COMMENT
LOW	ggml/src/ggml-webgpu/ggml-webgpu.cpp	1454	// 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	318	// Step 1: Apply decay gate to state	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	323	// Step 2: delta = (v - S @ k) * beta	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	330	// Step 3: state += outer(delta, k)	COMMENT
LOW⚡	ggml/src/ggml-openvino/openvino/op/gated_delta_net.cpp	336	// Step 4: attn_out = S @ q * scale	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2853	// Step 5: multiply by attn_factor	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	2870	// Step 6: repeat	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3134	// Step 1: Prepare trans tensors for F16 type conversion to F32 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3159	// Step 2: Prepare head tensors for tail splitting if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3188	// Step 3: Execute RotaryPositionEmbedding	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3235	// Step 4: Copy unrotated tail portion from source to destination	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3264	// Step 5: Cast back to F16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3950	// Step 1: cast the src0 (Query) to fp16 if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	3973	// Step 2: create the acl tensors for src1 (Key), src2 (Value),	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4017	// Step 3: create the PSEShift tensor if needed	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4086	// Step 4: set the inputs for FusedInferAttention.	COMMENT
LOW	ggml/src/ggml-cann/aclnn_ops.cpp	4147	// Step 6: post-processing — slice padded output and/or cast to f32	COMMENT
LOW	src/vitisai/whisper-vitisai-encoder.cpp	82	// Step 1: Set up the model	COMMENT

Self-Referential Comments11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	build-xcframework.sh	387	# Create a separate directory for dSYMs for all platforms	COMMENT
MEDIUM	build-xcframework.sh	395	# Create a copy of the binary that will be stripped	COMMENT
MEDIUM	scripts/bench.py	18	# Define the argument to accept a list	COMMENT
MEDIUM	scripts/bench.py	54	# Define the models, threads, and processor counts to benchmark	COMMENT
MEDIUM	scripts/apple/validate-macos.sh	571	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	scripts/apple/validate-macos.sh	667	# Create a zip file for potential distribution	COMMENT
MEDIUM	scripts/apple/validate-visionos.sh	565	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	scripts/apple/validate-ios.sh	574	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	scripts/apple/validate-tvos.sh	567	# Create a simple xcscheme file to avoid xcodebuild scheme issues	COMMENT
MEDIUM	.github/workflows/release.yml	370	# Create the directory where the CUDA Toolkit will be installed	COMMENT
MEDIUM	.github/workflows/release.yml	426	# Create the directory where the CUDA Toolkit will be installed	COMMENT

Excessive Try-Catch Wrapping15 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	models/convert-parakeet-to-ggml.py	333	print(f"Error: {args.model} not found")	CODE
LOW	models/convert-pt-to-ggml.py	206	except Exception:	CODE
MEDIUM	models/convert-pt-to-ggml.py	207	print("Error: failed to load PyTorch model file:" , fname_inp)	CODE
MEDIUM	models/convert-pt-to-ggml.py	238	print("Error: failed to find either tiktoken or hf_transformers tokenizer file:", tokenizer)	CODE
MEDIUM	examples/server.py	119	print(f"Error: {e}")	CODE
LOW	examples/python/test_whisper_processor.py	6	except Exception as e:	CODE
MEDIUM	examples/python/test_whisper_processor.py	7	print(f"Error: {e}")	CODE
LOW	examples/python/whisper_processor.py	48	except Exception as e:	CODE
MEDIUM	examples/python/whisper_processor.py	49	print(f"Error: {e}")	CODE
MEDIUM	…r.swiftui/whisper.swiftui.demo/UI/DownloadButton.swift	32	print("Error: \(error.localizedDescription)")	CODE
MEDIUM	…r.swiftui/whisper.swiftui.demo/UI/DownloadButton.swift	48	print("Error: \(err.localizedDescription)")	CODE
MEDIUM	…r.swiftui/whisper.swiftui.demo/UI/DownloadButton.swift	90	print("Error deleting file: \(error)")	CODE
LOW	ggml/src/ggml-virtgpu/regenerate_remoting.py	69	except Exception as e:	CODE
LOW	ggml/src/ggml-virtgpu/regenerate_remoting.py	327	except Exception as e:	STRING
MEDIUM	ggml/src/ggml-virtgpu/regenerate_remoting.py	323	def main():	CODE

Hyper-Verbose Identifiers21 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	tests/earnings21/normalizers/basic.py	27	def remove_symbols_and_diacritics(s: str, keep=""):	CODE
LOW	tests/librispeech/normalizers/basic.py	27	def remove_symbols_and_diacritics(s: str, keep=""):	CODE
LOW	tests/librispeech-parakeet/normalizers/basic.py	27	def remove_symbols_and_diacritics(s: str, keep=""):	CODE
LOW	models/convert-whisper-to-coreml.py	47	def correct_for_bias_scale_order_inversion(state_dict, prefix, local_metadata,	CODE
LOW	examples/server.py	15	class CustomHTTPRequestHandler(http.server.SimpleHTTPRequestHandler):	CODE
LOW	…/wchess.wasm/chessboardjs-1.0.0/js/chessboard-1.0.0.js	496	function calculatePositionFromMoves (position, moves) {	CODE
LOW	…/wchess.wasm/chessboardjs-1.0.0/js/chessboard-1.0.0.js	541	function expandConfigArgumentShorthand (config) {	CODE
LOW	…/wchess.wasm/chessboardjs-1.0.0/js/chessboard-1.0.0.js	951	function animateSparePieceToSquare (piece, dest, completeFn) {	CODE
LOW	bindings/javascript/whisper.js	8	function GROWABLE_HEAP_I8(){if(wasmMemory.buffer!=HEAP8.buffer){updateMemoryViews()}return HEAP8}function GROWABLE_HEAP_	CODE
LOW	bindings/ruby/test/test_context_params.rb	60	def test_new_with_kw_args_default_values(param)	CODE
LOW	bindings/ruby/test/test_vad_params.rb	83	def test_new_with_kw_args_default_values(param)	CODE
LOW	bindings/ruby/test/test_params.rb	278	def test_new_with_kw_args_default_values(param)	CODE
LOW	bindings/ruby/test/test_parakeet_params.rb	63	def test_new_with_kw_args_default_values(param)	CODE
LOW	ggml/include/ggml-backend.h	215	typedef ggml_backend_buffer_type_t (ggml_backend_split_buffer_type_t)(int main_device, const float tensor_split	CODE
LOW⚡	ggml/src/ggml-virtgpu/regenerate_remoting.py	49	def _check_clang_format_available(self) -> bool:	CODE
LOW⚡	ggml/src/ggml-virtgpu/regenerate_remoting.py	53	def _format_file_with_clang_format(self, file_path: Path) -> bool:	CODE
LOW	ggml/src/ggml-virtgpu/regenerate_remoting.py	78	def generate_backend_function_name(self, group_name: str, function_name: str) -> str:	CODE
LOW	ggml/src/ggml-virtgpu/regenerate_remoting.py	89	def generate_frontend_function_name(self, group_name: str, function_name: str) -> str:	CODE
LOW	ggml/src/ggml-virtgpu/regenerate_remoting.py	125	def generate_apir_backend_header(self) -> str:	CODE
LOW	ggml/src/ggml-virtgpu/regenerate_remoting.py	176	def generate_backend_dispatched_header(self) -> str:	CODE
LOW	ggml/src/ggml-virtgpu/regenerate_remoting.py	222	def generate_virtgpu_forward_header(self) -> str:	STRING

Unused Imports17 hits · 17 pts

Severity	File	Line	Context
LOW	tests/earnings21/normalizers/__init__.py	1	CODE
LOW	tests/earnings21/normalizers/__init__.py	2	CODE
LOW	tests/librispeech/normalizers/__init__.py	1	CODE
LOW	tests/librispeech/normalizers/__init__.py	2	CODE
LOW	tests/librispeech-parakeet/normalizers/__init__.py	1	CODE
LOW	tests/librispeech-parakeet/normalizers/__init__.py	2	CODE
LOW	models/convert-parakeet-to-ggml.py	17	CODE
LOW	models/convert-parakeet-to-ggml.py	23	CODE
LOW	models/convert-parakeet-to-ggml.py	27	CODE
LOW	models/convert-h5-to-ggml.py	18	CODE
LOW	models/convert-h5-to-ggml.py	23	CODE
LOW	models/convert-silero-vad-to-ggml.py	4	CODE
LOW	models/convert-pt-to-ggml.py	35	CODE
LOW	models/convert-pt-to-ggml.py	39	CODE
LOW	models/convert-h5-to-coreml.py	13	CODE
LOW	models/generate-parakeet-test-model.py	3	CODE
LOW	examples/server.py	6	CODE

AI Slop Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/stb_vorbis.c	51	// 1.10 - 2017-03-03 - more robust seeking; fix negative ilog(); clear error in open_memory	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	src/whisper.cpp	8667	// guaranteed. Might get removed at some point unless a robust algorithm implementation is found	COMMENT

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/addon.node/CMakeLists.txt	4	#==================================================================	COMMENT
MEDIUM	examples/addon.node/CMakeLists.txt	8	#==================================================================	COMMENT
MEDIUM	examples/addon.node/CMakeLists.txt	19	#==================================================================	COMMENT
MEDIUM	examples/addon.node/CMakeLists.txt	27	#==================================================================	COMMENT
MEDIUM	ggml/src/ggml-et/et-kernels/src/platform.h	347	// ────── ──────────── ──────────────────────────────────────────────────	COMMENT

Example Usage Blocks7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	tests/run-tests.sh	14	# Usage:	COMMENT
LOW	models/convert-h5-to-ggml.py	3	# Usage:	COMMENT
LOW	examples/generate-karaoke.sh	4	# Usage:	COMMENT
LOW	examples/yt-wsp.sh	31	# Sample usage:	COMMENT
LOW	scripts/sync-ggml-am.sh	5	# Usage:	COMMENT
LOW	scripts/release.sh	11	# Usage:	COMMENT
LOW	ggml/src/ggml-sycl/dpct/helper.hpp	3020	/// Example usage:	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	examples/wchess/wchess.wasm/jquery-3.7.1.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE

Synthetic Comment Markers2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	18	Code that is initially generated by AI and subsequently edited will still be considered AI-generated. AI assistance is p	CODE
HIGH	ggml/src/ggml-virtgpu/regenerate_remoting.py	3	# Generated by Claude AI	STRING

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	tests/earnings21/normalizers/english.py	165	CODE
LOW	tests/librispeech/normalizers/english.py	165	CODE
LOW	tests/librispeech-parakeet/normalizers/english.py	165	CODE
LOW	models/convert-parakeet-to-ggml.py	108	CODE
LOW	examples/server.py	19	CODE
LOW	ggml/src/ggml-webgpu/wgsl-shaders/embed_wgsl.py	68	CODE
LOW	ggml/src/ggml-hexagon/htp/htp-swiv.py	409	CODE

TODO Padding4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	ggml/src/ggml.c	4015	// TODO: implement non F32 return	COMMENT
LOW	ggml/src/ggml.c	4039	// TODO: implement non F32 return	COMMENT
LOW	ggml/src/ggml.c	5218	// TODO: implement antialias for modes other than bilinear	COMMENT
LOW	src/parakeet.cpp	2562	// TODO: implement beam search?	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/cli/README.md	83	## Non-speech audio (music/silence) hallucinations	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/run-tests.sh	92	# when adding new files, make sure to add the expected "ref.txt" file with the correct transcript	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	bindings/javascript/whisper.js	8	function GROWABLE_HEAP_I8(){if(wasmMemory.buffer!=HEAP8.buffer){updateMemoryViews()}return HEAP8}function GROWABLE_HEAP_	CODE

ggml-org/whisper.cpp

Open-Source Code Quality, Security and Technical Debt Review