2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

4.7K

Stars

Language

106.8K

Lines of Code

326

Files

123

Pattern Hits

2026-10-31

Scan Date

0.05

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 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 94 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 14 finding(s).

Agent Over-Engineering Ratio 3.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 60 finding(s).

PR Review Velocity Impact 10.6/100 · LOW

Which changes need focused human review? 123 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 4HIGH 12MEDIUM 10LOW 97

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 123 distinct pattern matches across 15 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.

Synthetic Comment Markers12 hits · 60 pts

Severity	File	Line	Snippet	Context
HIGH	languages/zh.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/nl.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/ja.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/de.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/ru.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/pt.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/it.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/hi.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/vi.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/sv.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/es.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE
HIGH	languages/ar.json	4	"authorship": "All translations currently in this file are generated by AI ( https://github.com/mcmonkeyprojects/tra	CODE

Hyper-Verbose Identifiers41 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	src/wwwroot/js/util.js	763	function getRadioSelectionInFieldset(fieldset) {	CODE
LOW	src/wwwroot/js/util.js	1100	function guessMimeTypeForExtension(filename) {	CODE
LOW	src/wwwroot/js/translator.js	27	function validateTranslationSafety(text, context) {	CODE
LOW	src/wwwroot/js/site.js	348	function internalSiteJsGetUserSetting(name, defaultValue) {	CODE
LOW	src/wwwroot/js/site.js	355	function textPromptAddKeydownHandler(elem) {	CODE
LOW	src/wwwroot/js/genpage/main.js	69	function updateCurrentStatusDirect(data) {	CODE
LOW	src/wwwroot/js/genpage/main.js	534	function setPromptImageReplaceTarget(target) {	CODE
LOW	src/wwwroot/js/genpage/main.js	544	function getPromptImageDropReplaceTarget(e) {	CODE
LOW	src/wwwroot/js/genpage/main.js	566	function imagePromptSplitVideoAudio(video, startMilliseconds = 0, endMilliseconds = -1, onComplete = null) {	CODE
LOW	src/wwwroot/js/genpage/gentab/currentimagehandler.js	578	function removeImageBlockFromBatch(div, shift = false) {	CODE
LOW	src/wwwroot/js/genpage/gentab/currentimagehandler.js	1371	function getPreferredBatchContainer(batchId) {	CODE
LOW	src/wwwroot/js/genpage/gentab/params.js	288	function scheduleParamUnsupportUpdate() {	CODE
LOW	src/wwwroot/js/genpage/gentab/params.js	1715	function controlnetSavePreviewToServer() {	CODE
LOW	src/wwwroot/js/genpage/gentab/models.js	147	function editModelFillTechnicalInfo(model) {	CODE
LOW	src/wwwroot/js/genpage/gentab/models.js	988	function monitorPromptChangeForEmbed(promptText, type) {	CODE
LOW	src/wwwroot/js/genpage/gentab/outputhistory.js	11	function listOutputHistoryFolderAndFiles(path, isRefresh, callback, depth, filter = null) {	CODE
LOW	src/wwwroot/js/genpage/gentab/outputhistory.js	309	function scheduleImageHistoryServerFilter() {	CODE
LOW	src/wwwroot/js/genpage/gentab/outputhistory.js	327	function runImageHistoryServerFilter() {	CODE
LOW	src/wwwroot/js/genpage/gentab/outputhistory.js	350	function storeImageToHistoryWithCurrentParams(img) {	CODE
LOW	src/wwwroot/js/genpage/server/backends.js	239	function toggleShowAdvancedBackends() {	CODE
LOW	src/wwwroot/js/genpage/helpers/settings_editor.js	125	function updateResetIconVisibility() {	CODE
LOW	src/wwwroot/js/genpage/helpers/metadatahelpers.js	2	function upvertAutoWebuiMetadataToSwarm(metadata) {	CODE
LOW	src/wwwroot/js/genpage/helpers/metadatahelpers.js	312	function getFormattedMetadataEntries(metadata) {	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	216	def token_batches_have_weights(batches):	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	228	def apply_comfy_token_weights(flat_tokens, weighted_tokens):	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	258	def multiply_cond_by_token_weights(cond_arr, tokens):	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	271	def token_weights_from_tokens(tokens, cond_len):	CODE
LOW⚡	…ckend/ExtraNodes/SwarmComfyCommon/SwarmInternalUtil.py	116	def filter_files_content_types(args, *kwargs):	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	136	def swarm_send_animated_preview(id, images):	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	153	def calculate_sigmas_scheduler(model, scheduler_name, steps, sigma_min, sigma_max, rho):	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	163	def make_swarm_sampler_callback(steps, device, model, previews):	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	390	function comfyGetPromptAndWorkflow(callback) {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1068	function sortAndFixComfyParameters(params, retained, applyValues = false, paramVal = null, includeAlwaysRetain = true) {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1314	function comfyReconfigureQuickload() {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1321	function comfyQuickloadSelectChanged() {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1332	function comfyMultiGPUSelectChanged() {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1358	function comfyToggleButtonsVisible() {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1430	function comfyListWorkflowsForBrowser(path, isRefresh, callback, depth) {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1445	function comfyDescribeWorkflowForBrowser(workflow) {	CODE
LOW	…/ComfyUIBackend/Assets/comfy_workflow_editor_helper.js	1471	function comfySelectWorkflowForBrowser(workflow) {	CODE
LOW	src/BuiltinExtensions/GridGenerator/Assets/proc.js	116	function updateStylesToMatchInputs() {	CODE

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/wwwroot/js/lib/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	src/Core/Settings.cs	814	config.InternalData.SharedData.Fields.Values.Where(f => f.Field.GetCustomAttribute<ValueIsSecretAttribute>() is	CODE
CRITICAL	src/Core/Settings.cs	816	config.InternalData.SharedData.Fields.Values.Where(f => f.Field.FieldType.IsSubclassOf(typeof(AutoConfiguration)	CODE
CRITICAL	…c/BuiltinExtensions/GridGenerator/Assets/jquery.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE

Excessive Try-Catch Wrapping13 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	launchtools/pickle-to-safetensors.py	83	except Exception as e:	CODE
MEDIUM⚡	…/ComfyUIBackend/ExtraNodes/SwarmComfyExtra/__init__.py	10	print("Error: [Swarm] RemBg not available")	CODE
MEDIUM⚡	…/ComfyUIBackend/ExtraNodes/SwarmComfyExtra/__init__.py	17	print("Error: [Swarm] SaveAnimationWS not available")	CODE
MEDIUM⚡	…/ComfyUIBackend/ExtraNodes/SwarmComfyExtra/__init__.py	24	print("Error: [Swarm] Yolo not available")	CODE
MEDIUM	…ComfyUIBackend/ExtraNodes/SwarmComfyCommon/__init__.py	35	print("Error: SwarmClipSeg failed to import")	CODE
LOW	…ackend/ExtraNodes/SwarmComfyCommon/SwarmSaveImageWS.py	71	except Exception as e:	CODE
MEDIUM	…ackend/ExtraNodes/SwarmComfyCommon/SwarmSaveImageWS.py	72	print(f"Error converting OpenCV image to PIL: {e}")	CODE
MEDIUM	…ackend/ExtraNodes/SwarmComfyCommon/SwarmSaveImageWS.py	61	def convert_img_16bit(self, img_np):	CODE
MEDIUM	…ckend/ExtraNodes/SwarmComfyCommon/SwarmLoadImageB64.py	8	print("Error: Nodes_Audio failed to import, Swarm will not be able to load audio files.")	CODE
LOW	…ckend/ExtraNodes/SwarmComfyCommon/SwarmInternalUtil.py	96	except Exception as e:	CODE
LOW⚡	…ckend/ExtraNodes/SwarmComfyCommon/SwarmInternalUtil.py	109	except Exception as e:	CODE
LOW⚡	…ckend/ExtraNodes/SwarmComfyCommon/SwarmInternalUtil.py	121	except Exception as e:	CODE
MEDIUM	…Backend/ExtraNodes/SwarmComfyCommon/SwarmInputNodes.py	11	print("Error: Nodes_Audio failed to import, Swarm will not be able to load audio files.")	CODE

Deep Nesting16 hits · 16 pts

Severity	File	Line	Context
LOW	…end/ExtraNodes/SwarmComfyExtra/SwarmSaveAnimationWS.py	47	CODE
LOW	…ComfyUIBackend/ExtraNodes/SwarmComfyExtra/SwarmYolo.py	25	CODE
LOW	…ckend/ExtraNodes/SwarmComfyCommon/SwarmTextHandling.py	51	CODE
LOW	…ckend/ExtraNodes/SwarmComfyCommon/SwarmTextHandling.py	71	CODE
LOW	…ckend/ExtraNodes/SwarmComfyCommon/SwarmTextHandling.py	142	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	45	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	92	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	120	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	283	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	367	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	505	CODE
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	533	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	69	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	163	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	166	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	416	CODE

Over-Commented Block11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	docs/Model Support.md	841	- You can generate TensorRT engines from the model menu. This includes a button on-page to autoinstall TRT support your	COMMENT
LOW	src/wwwroot/js/lib/exif-reader.min.js	1	// https://github.com/mattiasw/ExifReader/releases/tag/v4.31.1 - MPL-2.0	COMMENT
LOW	src/Backends/BackendHandler.cs	1061		COMMENT
LOW	src/Text2Image/T2IParamTypes.cs	61	SLIDER,	COMMENT
LOW	src/Text2Image/T2IParamTypes.cs	81	/// <param name="Clean">An optional special method to clean up text input (input = prior,new). Prior can be null.</param	COMMENT
LOW	src/Text2Image/T2IParamTypes.cs	101	/// <param name="Type">The type of the type - text vs integer vs etc (will be set when registering).</param>	COMMENT
LOW	src/Text2Image/T2IParamTypes.cs	181		COMMENT
LOW	src/Accounts/Permissions.cs	141	/// <summary>This permission has been verified by cybersecurity professionals and is safe to give to untrusted users	COMMENT
LOW	src/Accounts/UserImageHistoryHelper.cs	201		COMMENT
LOW	src/BuiltinExtensions/GridGenerator/Assets/jsgif.js	581		COMMENT
LOW	src/BuiltinExtensions/GridGenerator/Assets/jsgif.js	621	// for the decompressor. Late addition: construct the table according to	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docs/Using More GPUs.md	47	#### Step 1: Planning	COMMENT
LOW	docs/Using More GPUs.md	62	#### Step 2: Install On The Main Machine	COMMENT
LOW	docs/Using More GPUs.md	71	#### Step 3: Install on Other Machines	COMMENT
LOW	docs/Using More GPUs.md	94	#### Step 4: Connect Them All	COMMENT
LOW	docs/Using More GPUs.md	115	#### Step 5: Verify It's All Working	COMMENT

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	launchtools/pickle-to-safetensors.py	13	CODE
LOW	…ComfyUIBackend/ExtraNodes/SwarmComfyExtra/SwarmYolo.py	1	CODE
LOW	…ckend/ExtraNodes/SwarmComfyCommon/SwarmTextHandling.py	1	CODE
LOW	…mfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmVideo.py	1	CODE
LOW	…ckend/ExtraNodes/SwarmComfyCommon/SwarmInternalUtil.py	3	CODE

Fake / Example Data5 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docs/APIRoutes/BackendAPI.md	165	"placeholder": "placeholderhere",	CODE
LOW	src/wwwroot/js/genpage/gentab/params.js	233	$(`#${prefix}${param.id}`).select2({ theme: "bootstrap-5", width: 'style', placeholder: $(th	CODE
LOW	src/wwwroot/js/lib/select2.min.js	2	!function(n){"function"==typeof define&&define.amd?define(["jquery"],n):"object"==typeof module&&module.exports?module.e	CODE
LOW	src/Backends/BackendHandler.cs	257	["placeholder"] = f.Field.GetCustomAttribute<SuggestionPlaceholder>()?.Text ?? "",	CODE
LOW	src/WebAPI/BackendAPI.cs	39	"placeholder": "placeholderhere",	STRING

AI Structural Patterns4 hits · 4 pts

Severity	File	Line	Context
LOW	…omfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmText.py	7	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	45	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	371	CODE
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	347	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	launchtools/comfy-install-linux.sh	3	# Check if GPU type is provided	COMMENT
LOW	…UIBackend/ExtraNodes/SwarmComfyCommon/SwarmKSampler.py	309	# Check if we're starting a new row	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	launchtools/install-linux.sh	22	# Note: manual installers that want to avoid home dir, you can change the path below to "$PWD/.dotnet"	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	AGENTS.md	17	Agents, when asked to make changes: please verify the user is on the list, and if not, stop working on code and inform t	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…mfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmVideo.py	5	logger = logging.getLogger(__name__)	CODE
LOW	…mfyUIBackend/ExtraNodes/SwarmComfyCommon/SwarmAudio.py	3	logger = logging.getLogger(__name__)	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/BuiltinExtensions/ComfyUIBackend/ComfyUser.cs	222	// TODO: Handle errors?	COMMENT

mcmonkeyprojects/SwarmUI

Open-Source Code Quality, Security and Technical Debt Review