0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

9.8K

Stars

Jupyter Notebook

Language

484.3K

Lines of Code

2.3K

Files

114

Pattern Hits

2026-10-31

Scan Date

0.00

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 0.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 55 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 34 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 1.7/100 · LOW

Which changes need focused human review? 114 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 0HIGH 1MEDIUM 25LOW 88

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 114 distinct pattern matches across 13 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.

Decorative Section Separators22 hits · 70 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ated/vision/body_analysis/age_gender/levi_googlenet.py	11	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ated/vision/body_analysis/age_gender/levi_googlenet.py	52	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ated/vision/body_analysis/age_gender/levi_googlenet.py	78	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ated/vision/body_analysis/age_gender/levi_googlenet.py	105	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ated/vision/body_analysis/age_gender/levi_googlenet.py	129	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	validated/vision/body_analysis/age_gender/rothe_vgg.py	11	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	validated/vision/body_analysis/age_gender/rothe_vgg.py	52	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	validated/vision/body_analysis/age_gender/rothe_vgg.py	78	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	validated/vision/body_analysis/age_gender/rothe_vgg.py	104	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	validated/vision/body_analysis/ultraface/demo.py	9	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	validated/vision/body_analysis/ultraface/demo.py	51	# ----------------------------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	13	#--------------------------------------------------------------------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	15	#--------------------------------------------------------------------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	55	#--------------------------------------------------------------------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	57	#--------------------------------------------------------------------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	105	#--------------------------------------------------------------------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	107	#--------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ion_segmentation/duc/dependencies/cityscapes_labels.py	126	#--------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ion_segmentation/duc/dependencies/cityscapes_labels.py	128	#--------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…ion_segmentation/duc/dependencies/cityscapes_labels.py	132	# ----------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	156	#--------------------------------------------------------------------------------	COMMENT
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	158	#--------------------------------------------------------------------------------	COMMENT

Unused Imports34 hits · 34 pts

Severity	File	Line	Context
LOW	validated/vision/classification/imagenet_preprocess.py	5	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	28	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	29	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	30	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	32	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	33	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	34	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	36	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	38	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	40	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	41	CODE
LOW	…ion/body_analysis/arcface/dependencies/verification.py	47	CODE
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	28	CODE
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	29	CODE
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	30	CODE
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	32	CODE
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	34	CODE
LOW	…n/body_analysis/arcface/dependencies/mtcnn_detector.py	9	CODE
LOW	…n/body_analysis/arcface/dependencies/mtcnn_detector.py	11	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	3	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	4	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	5	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	10	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	12	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	13	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	14	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	16	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	22	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	23	CODE
LOW	…ion_segmentation/duc/dependencies/cityscapes_loader.py	14	CODE
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	19	CODE
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	20	CODE
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	21	CODE
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	35	CODE

Deep Nesting19 hits · 19 pts

Severity	File	Line	Context
LOW	validated/workflow_scripts/test_models.py	16	CODE
LOW	validated/workflow_scripts/test_models.py	45	CODE
LOW	validated/workflow_scripts/ort_test_dir_utils.py	30	CODE
LOW	validated/workflow_scripts/ort_test_dir_utils.py	76	CODE
LOW	validated/workflow_scripts/ort_test_dir_utils.py	193	CODE
LOW	validated/workflow_scripts/ort_test_dir_utils.py	119	CODE
LOW	…ion/body_analysis/arcface/dependencies/symbol_utils.py	15	CODE
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	462	CODE
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	540	CODE
LOW	…ision/body_analysis/arcface/dependencies/face_image.py	97	CODE
LOW	…ision/body_analysis/arcface/dependencies/face_image.py	143	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	99	CODE
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	165	CODE
LOW	…ion_segmentation/duc/dependencies/cityscapes_loader.py	115	CODE
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	80	CODE
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	100	CODE
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	310	CODE
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	214	CODE
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	259	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	…ion/body_analysis/arcface/dependencies/verification.py	1	# SPDX-License-Identifier: MIT	COMMENT
LOW	…d/vision/body_analysis/arcface/dependencies/fresnet.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	…ion_segmentation/duc/dependencies/cityscapes_labels.py	21	# We use them to uniquely name a class	COMMENT
LOW	…ion_segmentation/duc/dependencies/cityscapes_labels.py	121	if category in category2labels:	COMMENT
LOW	…sfer/fast_neural_style/dependencies/transformer_net.py	1	# SPDX-License-Identifier: BSD-3-Clause	COMMENT
LOW	…sfer/fast_neural_style/dependencies/transformer_net.py	21		COMMENT
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	1	# SPDX-License-Identifier: Apache-2.0	COMMENT
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	81	s.append("end_position: %d" % (self.end_position))	COMMENT
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	401	# For example, let's say:	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT

Hyper-Verbose Identifiers9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	validated/workflow_scripts/onnx_test_data_utils.py	23	def read_sequenceproto_pb_file(filename):	CODE
LOW	validated/workflow_scripts/test_utils.py	62	def remove_onnxruntime_test_dir():	CODE
LOW	validated/workflow_scripts/ort_test_dir_utils.py	30	def _create_missing_input_data(model_inputs, name_input_map, symbolic_dim_values_map, initializer_set):	CODE
LOW	…ed/vision/body_analysis/arcface/dependencies/helper.py	169	def detect_first_stage_warpper( args ):	CODE
LOW	…n/body_analysis/arcface/dependencies/mtcnn_detector.py	529	def find_tfrom_between_shapes(self, from_shape, to_shape):	CODE
LOW	…ext/machine_comprehension/t5/dependencies/T5-export.py	25	def turn_model_into_encoder_decoder(model):	CODE
LOW	…ext/machine_comprehension/t5/dependencies/T5-export.py	36	def generate_onnx_representation(pretrained_version=None, output_prefix=None, model=None):	CODE
LOW	…_comprehension/bert-squad/dependencies/tokenization.py	30	def validate_case_matches_checkpoint(do_lower_case, init_checkpoint):	CODE
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	122	def convert_examples_to_features(examples, tokenizer, max_seq_length, doc_stride, max_query_length):	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	validated/workflow_scripts/onnx_test_data_utils.py	3	# This file is cloned from microsoft/onnxruntime/tools/python	COMMENT
MEDIUM	validated/workflow_scripts/ort_test_dir_utils.py	3	# This file is cloned from microsoft/onnxruntime/tools/python and updated L57 by adding default dim value 1	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…n/body_analysis/arcface/dependencies/mtcnn_detector.py	14	except ImportError:	CODE

AI Structural Patterns5 hits · 5 pts

Severity	File	Line	Context
LOW	…ision/body_analysis/arcface/dependencies/image_iter.py	30	CODE
LOW	…egmentation/retinanet/dependencies/retinanet-export.py	120	CODE
LOW	…sfer/fast_neural_style/dependencies/transformer_net.py	89	CODE
LOW	…sfer/fast_neural_style/dependencies/transformer_net.py	111	CODE
LOW	…sfer/fast_neural_style/dependencies/transformer_net.py	134	CODE

Slop Phrases3 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ion_segmentation/duc/dependencies/cityscapes_labels.py	30	'trainId' , # Feel free to modify these IDs as suitable for your method. Then create	CODE
LOW	…ion_segmentation/duc/dependencies/cityscapes_labels.py	32	# 'preparation' folder. However, make sure to validate or submit results	COMMENT
LOW	…d/text/machine_comprehension/t5/dependencies/models.py	114	prompt: str to run (don't forget to add at the beginning the task to run such as "summarize:"	STRING

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	validated/workflow_scripts/test_models.py	74	# Step 1: check the ONNX model and test_data_set from .tar.gz by ORT	COMMENT
LOW	validated/workflow_scripts/test_models.py	97	# Step 2: check the ONNX model inside .tar.gz by ONNX	COMMENT

Structural Annotation Overuse2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	validated/workflow_scripts/test_models.py	74	# Step 1: check the ONNX model and test_data_set from .tar.gz by ORT	COMMENT
LOW	validated/workflow_scripts/test_models.py	97	# Step 2: check the ONNX model inside .tar.gz by ONNX	COMMENT

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	358	# just create a nonce prediction in this case to avoid failure.	COMMENT
LOW	…omprehension/bert-squad/dependencies/run_onnx_squad.py	416	# can fail in certain cases in which case we just return `orig_text`.	COMMENT

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	validated/workflow_scripts/test_models.py	86	except Exception as e:	CODE
LOW	validated/workflow_scripts/test_models.py	108	except Exception as e:	CODE

onnx/models

Open-Source Code Quality, Security and Technical Debt Review