0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

10.3K

Stars

Language

237.4K

Lines of Code

747

Files

109

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 2.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 103 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 61 finding(s).

PR Review Velocity Impact 2.4/100 · LOW

Which changes need focused human review? 109 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 1LOW 107

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 109 distinct pattern matches across 7 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.

Hyper-Verbose Identifiers61 hits · 61 pts

Severity	File	Line	Snippet	Context
LOW	frontend/inject/download/panel.js	7	function DownloaderConnectionStatusDot(props) {	CODE
LOW	frontend/inject/download/view.js	339	function CreatePlatformTaskDialogView(props) {	CODE
LOW	frontend/inject/download/view.js	642	function CreateTaskPreviewDialogView(props) {	CODE
LOW	frontend/inject/download/view.js	749	function CreatePlatformTaskPreviewDialogView(props) {	CODE
LOW	frontend/inject/download/view.js	999	function OverwriteDownloadConfirmDialog(props) {	CODE
LOW	frontend/inject/download/view.js	1200	function OverwriteDownloadDialogTitle(props) {	CODE
LOW	frontend/inject/download/view.js	1214	function OverwriteDownloadCurrentDuplicateTask(props) {	CODE
LOW	frontend/inject/download/view.js	1248	function OverwriteDownloadConflictCard(props) {	CODE
LOW	frontend/inject/download/view.js	1267	function OverwriteDownloadActionList(props) {	CODE
LOW	frontend/inject/download/view.js	1387	function OverwriteDownloadApplyAllControl(props) {	CODE
LOW	frontend/inject/download/view.js	1456	function OverwriteDownloadProcessingHint(props) {	CODE
LOW	frontend/inject/download/view.js	1475	function OverwriteDownloadErrorHint(props) {	CODE
LOW	frontend/inject/download/view.js	1502	function OverwriteDownloadDialogContent(props, children) {	CODE
LOW	frontend/inject/download/view.js	1515	function SingleOverwriteDownloadConfirmDialog(props) {	CODE
LOW	frontend/inject/download/view.js	1532	function BatchOverwriteDownloadConfirmDialog(props) {	CODE
LOW	frontend/inject/download/view.js	1683	function DownloadTaskSelectionCheckbox(props) {	CODE
LOW	frontend/inject/download/view.js	2515	function DownloaderConnectionUnavailableView(props) {	CODE
LOW	frontend/public/virtual-list-view.js	145	function createVirtualListInstance(root, props) {	CODE
LOW	frontend/src/third-party-downloader.model.js	197	export function ThirdPartyDownloaderModel(props = {}) {	CODE
LOW	frontend/src/third-party-downloader.js	1	function ThirdPartyDownloaderField(props) {	CODE
LOW	frontend/src/third-party-downloader.js	27	function ThirdPartyDownloaderIdentity(props) {	CODE
LOW	frontend/src/third-party-downloader.js	44	function ThirdPartyDownloaderNotice(props) {	CODE
LOW	frontend/src/third-party-downloader.js	107	function ThirdPartyDownloaderProgress(props) {	CODE
LOW	frontend/src/third-party-downloader.js	199	function ThirdPartyDownloaderAdvancedFields(props) {	CODE
LOW	frontend/src/third-party-downloader.js	245	export function ThirdPartyDownloaderPanel(props) {	CODE
LOW	frontend/src/pages/content_detail.model.js	486	function ContentDetailDescriptionModel() {	CODE
LOW	frontend/src/pages/scraper.js	152	function TaskOverwriteConfirmDialog(props) {	CODE
LOW	frontend/src/pages/scraper.js	533	function ScraperContentRelationNode(props) {	CODE
LOW	frontend/src/pages/scraper.js	550	function HomeContentInfluencerEntity(props) {	CODE
LOW	frontend/src/pages/scraper.js	566	function ScraperContentInfluencers(props) {	CODE
LOW	frontend/src/pages/scraper.js	1136	function ScraperContentTextTrackItem(props) {	CODE
LOW	frontend/src/pages/scraper.js	1300	function ScraperTypedContentDetail(props) {	CODE
LOW	frontend/src/pages/scraper.js	1525	function ScraperDownloadAssetRelation(props) {	CODE
LOW	frontend/src/pages/scraper.js	1589	function ScraperDownloadResourceItem(props) {	CODE
LOW	frontend/src/pages/scraper.js	1923	function ScraperCacheContentDialog(props) {	CODE
LOW	frontend/src/pages/scraper.js	1994	function BuildDownloadTaskResultView(props) {	CODE
LOW	frontend/src/pages/scraper.js	2017	function PlatformHomeScraperResultView(props) {	CODE
LOW	frontend/src/pages/preview.js	541	function PreviewGalleryPlaceholderView(props) {	CODE
LOW	frontend/src/pages/downloadv2.components.js	1308	export function CreatePlatformTaskPreviewDialog(props) {	CODE
LOW	frontend/src/pages/downloadv2.components.js	1608	export function SingleOverwriteConfirmDialog(props) {	CODE
LOW	frontend/src/pages/downloadv2.components.js	1627	export function BatchOverwriteConfirmDialog(props) {	CODE
LOW	frontend/src/pages/shell.components.js	67	function CertificateSettingsDetails(props) {	CODE
LOW	frontend/src/pages/account.js	341	function AccountContentsCollection(props) {	CODE
LOW	frontend/src/pages/filehelper.js	192	function FileHelperFinderMessageView(props) {	CODE
LOW	frontend/src/pages/filehelper.js	248	function FileHelperEmptyMessagesView() {	CODE
LOW	frontend/src/pages/filehelper.js	256	function FileHelperMessageListView(props) {	CODE
LOW	frontend/src/pages/filehelper.js	351	function FileHelperHiddenInputsView(props) {	CODE
LOW	frontend/src/pages/browsehistory.js	23	function BrowseHistoryPageActionButton(props) {	CODE
LOW	frontend/src/pages/browsehistory.js	151	function BrowseHistorySourceAction(props) {	CODE
LOW	frontend/src/pages/logs.js	626	function LogsPageJsonPreviewDialog(props) {	CODE
LOW	internal/workers/bridge/admin/public/app.js	1610	function AccessTokenManagementView(props) {	CODE
LOW	internal/workers/mp/index.js	185	async function handleFetchOfficialAccountList(request, env) {	CODE
LOW	internal/workers/mp/index.js	245	async function handleFetchOfficialAccountMsgList(request, env) {	CODE
LOW	internal/workers/mp/index.js	299	async function handleRefreshOfficialAccountEvent(request, env) {	CODE
LOW	internal/workers/mp/index.js	375	async function handleFetchMsgListOfOfficialAccountRSS(request, env) {	CODE
LOW	internal/workers/mp/index.js	482	async function handleOfficialAccountProxy(request, env) {	CODE
LOW	pkg/scraper/wxmp/inject/mp.main.js	341	function DownloadAllPushesMenuItem(props) {	CODE
LOW	pkg/scraper/wxmp/inject/mp.main.js	635	function DownloaderConnectionStatusDot(props) {	CODE
LOW	pkg/scraper/zhihu/pcweb_goja.go	29	(function installPcwebHostPrimitives(global) {	CODE
LOW	pkg/minib/page.go	1776	function ReadableStreamDefaultController(stream) { this._stream = stream; }	CODE
1 more matches not shown…

Verbosity Indicators11 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	internal/workers/sph/worker.js	357	// Step 1: parse share URL → get parse data	COMMENT
LOW	internal/workers/sph/worker.js	386	// Step 2: get feed info by export ID	COMMENT
LOW⚡	pkg/hermes/resource.go	222	// Step 1: Separate directory and base filename (unique ID is a plain filename without extension)	COMMENT
LOW⚡	pkg/hermes/resource.go	232	// Step 2: Determine extension. resource.Kind was normalized immediately	COMMENT
LOW	pkg/hermes/resource.go	273	// Step 3: Check for existing segments (resume skips filename processing)	COMMENT
LOW	pkg/hermes/resource.go	299	// Step 4: Check if output file already exists (check .tmp and post-processed final files)	COMMENT
LOW⚡	pkg/hermes/resource.go	393	// Step 5: If no extension, abandon filename processing	COMMENT
LOW⚡	pkg/hermes/resource.go	402	// Step 6: Sanitize and truncate base filename (keep directory portion unchanged)	COMMENT
LOW	pkg/hermes/resource.go	432	// Step 7: Reconstruct full temp file path (.tmp suffix, final extension written by finishTask)	COMMENT
LOW⚡	pkg/hermes/resource.go	443	// Step 8: Compare with original DB name; skip DB update if unchanged	COMMENT
LOW⚡	pkg/hermes/resource.go	453	// Step 9: Update temp resource name in database	COMMENT

Structural Annotation Overuse11 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	internal/workers/sph/worker.js	357	// Step 1: parse share URL → get parse data	COMMENT
LOW	internal/workers/sph/worker.js	386	// Step 2: get feed info by export ID	COMMENT
LOW⚡	pkg/hermes/resource.go	222	// Step 1: Separate directory and base filename (unique ID is a plain filename without extension)	COMMENT
LOW⚡	pkg/hermes/resource.go	232	// Step 2: Determine extension. resource.Kind was normalized immediately	COMMENT
LOW	pkg/hermes/resource.go	273	// Step 3: Check for existing segments (resume skips filename processing)	COMMENT
LOW	pkg/hermes/resource.go	299	// Step 4: Check if output file already exists (check .tmp and post-processed final files)	COMMENT
LOW⚡	pkg/hermes/resource.go	393	// Step 5: If no extension, abandon filename processing	COMMENT
LOW⚡	pkg/hermes/resource.go	402	// Step 6: Sanitize and truncate base filename (keep directory portion unchanged)	COMMENT
LOW	pkg/hermes/resource.go	432	// Step 7: Reconstruct full temp file path (.tmp suffix, final extension written by finishTask)	COMMENT
LOW⚡	pkg/hermes/resource.go	443	// Step 8: Compare with original DB name; skip DB update if unchanged	COMMENT
LOW⚡	pkg/hermes/resource.go	453	// Step 9: Update temp resource name in database	COMMENT

Over-Commented Block19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	frontend/inject/download/view.js	961	},	COMMENT
LOW	frontend/public/dl.sdk.js	641	Array.isArray(message.task_ids) ? message.task_ids : []	COMMENT
LOW	frontend/public/dl.sdk.js	661	// downloaded: aggregate.downloaded,	COMMENT
LOW	frontend/src/index.js	181	// facebook: "Facebook",	COMMENT
LOW	internal/adapter/wxchannels/util.go	21	}	COMMENT
LOW	internal/adapter/wxchannels/routes.go	141	// if data_wrap, ok := data["data"].(map[string]interface{}); ok {	COMMENT
LOW	.github/workflows/release.yml	41		COMMENT
LOW	.github/workflows/release.yml	61	# sed -i 's/} MIB_TCPTABLE2, \PMIB_TCPTABLE2;/} MIB_TCPTABLE2_CUSTOM, PMIB_TCPTABLE2_CUSTOM;/' $SUNNYNET_DIR	COMMENT
LOW	.github/workflows/release.yml	121	# > api-key.json	COMMENT
LOW	pkg/scraper/wxmp/server.go	181	read_tokens()	COMMENT
LOW	pkg/scraper/wxmp/types.go	501	DramaInfo struct{} `json:"drama_info"`	COMMENT
LOW	pkg/scraper/wxmp/inject/mp.main.js	901	$btn.addEventListener("mouseenter", show_dropdown);	COMMENT
LOW	pkg/clawreq/client.go	41	ProfileRandom Profile = "random"	COMMENT
LOW	pkg/system/proxy_darwin_test.go	41	}	COMMENT
LOW	pkg/system/proxy_darwin.go	141		COMMENT
LOW	pkg/hermes/resource.go	741	driver := d.drivers[protocol]	COMMENT
LOW	pkg/hermes/doc.go	1	// Package hermes provides a protocol-pluggable download task engine.	COMMENT
LOW	pkg/minib/page.go	61	// retaining a queryable DOM for SSR extraction.	COMMENT
LOW	pkg/minib/page.go	81	// HAROmitBodies records request/response metadata without retaining body	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	frontend/public/timeless/0.33.0/timeless.umd.min.js	1	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?def	CODE
LOW	…ontend/public/timeless/0.33.0/timeless.lite.umd.min.js	1	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?t(exports):"function"==typeof define&&define.amd?def	CODE
LOW	internal/adapter/zhihu/postprocess.go	650	strings.Contains(lower_url, "placeholder") \|\|	CODE
LOW	internal/adapter/webpage/archive.go	27	webpage_image_placeholder_key = "placeholder"	CODE
LOW	pkg/scraper/zhihu/client.go	1307	strings.Contains(lower, "placeholder") \|\|	CODE

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	internal/workers/bridge/admin/public/api-docs.js	452	print(response.json())`;	CODE

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/cookies/cookies.go	175	fmt.Fprintln(f, "# This file is generated by wx_channel/pkg/cookies")	CODE

ltaoo/wx_channels_download

Open-Source Code Quality, Security and Technical Debt Review