2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

16.4K

Stars

JavaScript

Language

77.4K

Lines of Code

710

Files

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 9.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 90 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 8.3/100 · LOW

Which changes need focused human review? 93 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 0MEDIUM 21LOW 72

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 93 distinct pattern matches across 9 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.

Structural Annotation Overuse34 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/transformers/tests/utils/cache.test.js	411	// Step 1: Pre-cache config.json by downloading it	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	414	// Step 2: Clear the cache	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	417	// Step 3: Verify response shape	COMMENT
LOW	packages/transformers/tests/utils/cache.test.js	433	// Step 4: config.json should have been cached and deleted	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	452	// Step 1: Pre-cache config.json by downloading it	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	455	// Step 2: Clear the pipeline cache	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	458	// Step 3: Verify response shape	COMMENT
LOW	packages/transformers/tests/utils/cache.test.js	471	// Step 4: Should include expected pipeline files	COMMENT
LOW	packages/transformers/docs/source/guides/private.md	9	## Step 1: Generating a User Access Token	COMMENT
LOW	packages/transformers/docs/source/guides/private.md	22	## Step 2: Using the access token in Transformers.js	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	17	## Step 1: Create the project	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	32	## Step 2: Configure Next.js for browser inference	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	55	## Step 3: Create the Web Worker	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	72	## Step 4: Define the model configuration	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	109	## Step 5: Define tools	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	166	## Step 6: Create the chat transport	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	288	## Step 7: Build the chat UI	COMMENT
LOW	…ages/transformers/docs/source/tutorials/next-ai-sdk.md	420	## Step 8: Run the application	COMMENT
LOW	packages/transformers/docs/source/tutorials/next.md	21	### Step 1: Initialise the project	COMMENT
LOW	packages/transformers/docs/source/tutorials/next.md	40	### Step 2: Install and configure Transformers.js	COMMENT
LOW	packages/transformers/docs/source/tutorials/next.md	115	### Step 3: Design the user interface	COMMENT
LOW	packages/transformers/docs/source/tutorials/next.md	239	### Step 1: Initialise the project	COMMENT
LOW	packages/transformers/docs/source/tutorials/next.md	258	### Step 2: Install and configure Transformers.js	COMMENT
LOW	packages/transformers/docs/source/tutorials/next.md	351	### Step 3: Design the user interface	COMMENT
LOW	packages/transformers/docs/source/tutorials/react.md	17	## Step 1: Initialize the project	COMMENT
LOW	packages/transformers/docs/source/tutorials/react.md	43	## Step 2: Install and configure Transformers.js	COMMENT
LOW	packages/transformers/docs/source/tutorials/react.md	114	## Step 3: Design the user interface	COMMENT
LOW	packages/transformers/docs/source/tutorials/react.md	405	## Step 4: Connecting everything together	COMMENT
LOW	…kages/transformers/docs/source/tutorials/vanilla-js.md	14	## Step 1: HTML and CSS setup	COMMENT
LOW	…kages/transformers/docs/source/tutorials/vanilla-js.md	92	## Step 2: JavaScript setup	COMMENT
LOW	…kages/transformers/docs/source/tutorials/vanilla-js.md	129	## Step 3: Create an object detection pipeline	COMMENT
LOW	…kages/transformers/docs/source/tutorials/vanilla-js.md	163	## Step 4: Create the image uploader	COMMENT
LOW	…kages/transformers/docs/source/tutorials/vanilla-js.md	194	## Step 5: Run the model	COMMENT
LOW	…kages/transformers/docs/source/tutorials/vanilla-js.md	230	## Step 6: Render the boxes	COMMENT

Modern AI Meta-Vocabulary16 hits · 47 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	184	\| [Zero-Shot Classification](https://huggingface.co/tasks/zero-shot-classification) \| `zero-shot-classification` \| Clas	CODE
MEDIUM⚡	README.md	228	\| [Zero-Shot Audio Classification](https://huggingface.co/learn/audio-course/chapter4/classification_models#zero-shot-au	CODE
MEDIUM⚡	README.md	229	\| [Zero-Shot Image Classification](https://huggingface.co/tasks/zero-shot-image-classification) \| `zero-shot-image-class	CODE
MEDIUM⚡	README.md	230	\| [Zero-Shot Object Detection](https://huggingface.co/tasks/zero-shot-object-detection) \| `zero-shot-object-detection`	CODE
MEDIUM	packages/transformers/src/tokenization_utils.js	227	* See the [RAG section](https://huggingface.co/docs/transformers/main/en/chat_templating#arguments-for-RAG) of the chat	COMMENT
MEDIUM⚡	.ai/skills/transformers-js/SKILL.md	46	- [`zero-shot-classification`](references/TASKS.md#zero-shot-classification) — default model: `Xenova/distilbert-base-un	CODE
MEDIUM⚡	.ai/skills/transformers-js/SKILL.md	48	- [`zero-shot-audio-classification`](references/TASKS.md#zero-shot-audio-classification) — default model: `Xenova/clap-h	CODE
MEDIUM⚡	.ai/skills/transformers-js/SKILL.md	55	- [`zero-shot-image-classification`](references/TASKS.md#zero-shot-image-classification) — default model: `Xenova/clip-v	CODE
MEDIUM⚡	.ai/skills/transformers-js/SKILL.md	57	- [`zero-shot-object-detection`](references/TASKS.md#zero-shot-object-detection) — default model: `Xenova/owlvit-base-pa	CODE
MEDIUM⚡	.ai/skills/transformers-js/references/TASKS.md	10	Audio — [`audio-classification`](#audio-classification) · [`zero-shot-audio-classification`](#zero-shot-audio-classi	CODE
MEDIUM⚡	.ai/skills/transformers-js/references/TASKS.md	12	Vision — [`image-to-text`](#image-to-text) · [`image-classification`](#image-classification) · [`image-segmentation`	CODE
MEDIUM⚡	.ai/skills/transformers-js/references/TASKS.md	14	Text — [`text-classification`](#text-classification) · [`token-classification`](#token-classification) · [`question-	CODE
MEDIUM	.ai/skills/transformers-js/references/TASKS.md	55	### `zero-shot-audio-classification`	COMMENT
MEDIUM	.ai/skills/transformers-js/references/TASKS.md	313	### `zero-shot-image-classification`	COMMENT
MEDIUM	.ai/skills/transformers-js/references/TASKS.md	361	### `zero-shot-object-detection`	COMMENT
MEDIUM	.ai/skills/transformers-js/references/TASKS.md	843	### `zero-shot-classification`	COMMENT

Over-Commented Block19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	…ers/tests/pipelines/test_pipelines_object_detection.js	101	{ score: 0.020360343158245087, label: "LABEL_31", box: { xmin: 56, ymin: 55, xmax: 169, ymax: 167 } },	COMMENT
LOW	…mers/tests/pipelines/test_pipelines_text_generation.js	121	},	COMMENT
LOW	…ncoder_decoder/test_modeling_vision_encoder_decoder.js	21	});	COMMENT
LOW	…ers/tests/models/florence2/test_processor_florence2.js	161	},	COMMENT
LOW	…ers/tests/models/florence2/test_processor_florence2.js	181	// target: {	COMMENT
LOW	packages/transformers/src/utils/audio.js	41	let audio;	COMMENT
LOW	packages/transformers/src/utils/cache/FileCache.js	121	}	COMMENT
LOW	packages/transformers/src/models/modeling_utils.js	421	// if (generation_config.encoder_repetition_penalty !== null && generation_config.encoder_repetition_penalty !==	COMMENT
LOW	packages/transformers/src/models/modeling_utils.js	901		COMMENT
LOW	packages/transformers/src/models/modeling_utils.js	1621	const { input_ids, attention_mask } = model_inputs;	COMMENT
LOW	…ransformers/src/models/whisper/tokenization_whisper.js	361	for (let i = 1; i < sequences.length; ++i) {	COMMENT
LOW	packages/transformers/src/generation/logits_process.js	101	}	COMMENT
LOW	packages/transformers/src/generation/logits_process.js	121	// *	COMMENT
LOW	.ai/skills/transformers-js/references/TASKS.md	101	// {	COMMENT
LOW	.ai/skills/transformers-js/references/TASKS.md	341	Example: Run object-detection with `Xenova/detr-resnet-50`.	COMMENT
LOW	.ai/skills/transformers-js/references/TASKS.md	381	// },	COMMENT
LOW	.ai/skills/transformers-js/references/TASKS.md	401	```javascript	COMMENT
LOW	.ai/skills/transformers-js/references/TASKS.md	481		COMMENT
LOW	.ai/skills/transformers-js/references/TASKS.md	601	const output = await classifier('My name is Sarah and I live in London');	COMMENT

Verbosity Indicators8 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	packages/transformers/tests/utils/cache.test.js	411	// Step 1: Pre-cache config.json by downloading it	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	414	// Step 2: Clear the cache	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	417	// Step 3: Verify response shape	COMMENT
LOW	packages/transformers/tests/utils/cache.test.js	433	// Step 4: config.json should have been cached and deleted	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	452	// Step 1: Pre-cache config.json by downloading it	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	455	// Step 2: Clear the pipeline cache	COMMENT
LOW⚡	packages/transformers/tests/utils/cache.test.js	458	// Step 3: Verify response shape	COMMENT
LOW	packages/transformers/tests/utils/cache.test.js	471	// Step 4: Should include expected pipeline files	COMMENT

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/transformers/src/models/pyannote/modeling_pyannote.js	51	* // ┌─────────┬────────────────────┬────────────────────┬────┬─────────────────────┐	COMMENT
MEDIUM	…/transformers/src/models/pyannote/modeling_pyannote.js	53	* // ├─────────┼────────────────────┼────────────────────┼────┼─────────────────────┤	COMMENT
MEDIUM	…/transformers/src/models/pyannote/modeling_pyannote.js	65	* // └─────────┴────────────────────┴────────────────────┴────┴─────────────────────┘	COMMENT

Hyper-Verbose Identifiers8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…ers-structured-output/src/StructuredOutputProcessor.ts	87	function discourageRepeatedWhitespace(logits: Tensor, tokenIds: readonly number[], count: number): void {	CODE
LOW	…ages/transformers-structured-output/src/engine/json.ts	523	function computeIntegerRestriction(schema: Record<string, unknown>): { lo: number; hi: number } \| null {	CODE
LOW	…ages/transformers-structured-output/src/engine/json.ts	747	function selectedConditionalBranch(	CODE
LOW	packages/transformers/tests/progress_callbacks.test.js	64	function expectValidEventLifecycle(events, model_id, expectedFiles) {	CODE
LOW	packages/transformers/tests/utils/audio.test.js	40	function generateDeterministicWaveform(length) {	CODE
LOW	packages/transformers/src/backends/onnx.js	165	export function deviceToExecutionProviders(device = null) {	CODE
LOW	packages/transformers/src/utils/model-loader.js	11	export function resolveExternalDataFormat(config, fullName, fileName) {	CODE
LOW	packages/transformers/src/utils/model-loader.js	27	export function getExternalDataChunkNames(fullName, numChunks) {	CODE

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	packages/transformers/tests/tokenizers.test.js	694	// TODO: Add test for token_ids once bug in transformers is fixed.	COMMENT
LOW	packages/transformers/src/utils/tensor.js	517	// TODO: implement transpose. For now (backwards compatibility), it's just an alias for permute()	COMMENT
LOW	…ransformers/src/models/whisper/tokenization_whisper.js	523	// TODO: implement offsets	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/transformers/src/utils/audio.js	56	// to create a single mono channel. It's worth noting that this scaling factor is	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/transformers/tests/tokenizers.test.js	641	expect(prompt).toEqual('<BOS_TOKEN><\|START_OF_TURN_TOKEN\|><\|SYSTEM_TOKEN\|># Safety Preamble\nThe instructions in t	CODE

huggingface/transformers.js

Open-Source Code Quality, Security and Technical Debt Review