2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-10-09

Last Push

39.5K

Stars

TypeScript

Language

326.7K

Lines of Code

2.0K

Files

265

Pattern Hits

2026-10-31

Scan Date

0.03

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 7.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 226 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.5/100 · LOW

Are imports declared and package/API names verified? 39 finding(s).

Agent Over-Engineering Ratio 1.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 63 finding(s).

PR Review Velocity Impact 9.8/100 · LOW

Which changes need focused human review? 265 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 55MEDIUM 65LOW 145

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 265 distinct pattern matches across 12 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.

Magic Placeholder Names30 hits · 155 pts

Severity	File	Line	Snippet	Context
HIGH	.secretlintrc.json	32	"your_api_key",	CODE
HIGH	.secretlintrc.json	33	"YOUR_API_KEY",	CODE
HIGH	README.md	157	agent-tars --provider volcengine --model doubao-1-5-thinking-vision-pro-250428 --apiKey your-api-key	CODE
HIGH	README.md	158	agent-tars --provider anthropic --model claude-3-7-sonnet-latest --apiKey your-api-key	CODE
HIGH	README.zh-CN.md	154	agent-tars --provider volcengine --model doubao-1-5-thinking-vision-pro-250428 --apiKey your-api-key	CODE
HIGH	README.zh-CN.md	155	agent-tars --provider anthropic --model claude-3-7-sonnet-latest --apiKey your-api-key	CODE
HIGH	docs/quick-start.md	81	VLM API KEY: your_api_key	CODE
HIGH	docs/quick-start.md	131	VLM API KEY: YOUR_API_KEY	CODE
HIGH	docs/preset.md	70	vlmApiKey: your_api_key	CODE
HIGH	docs/archive-1.0/preset.md	74	vlmApiKey: your_api_key	CODE
HIGH	multimodal/agent-tars/core/README.md	65	agent-tars --provider volcengine --model doubao-1-5-thinking-vision-pro-250428 --apiKey your-api-key	CODE
HIGH	multimodal/agent-tars/core/README.md	66	agent-tars --provider anthropic --model claude-3-7-sonnet-latest --apiKey your-api-key	CODE
HIGH	multimodal/gui-agent/cli/README.md	103	"apiKey": "your-api-key",	CODE
HIGH	multimodal/gui-agent/cli/README.md	112	vlmApiKey: "your-api-key"	CODE
HIGH	multimodal/gui-agent/cli/README.md	151	"apiKey": "your-api-key",	CODE
HIGH	multimodal/gui-agent/cli/README.md	160	vlmApiKey: "your-api-key"	CODE
HIGH	multimodal/tarko/model-provider/README.md	32	apiKey: 'your-api-key'	CODE
HIGH	multimodal/tarko/agent-server/README.md	280	OPENAI_API_KEY=your-api-key	CODE
HIGH	…timodal/websites/docs/docs/zh/api/runtime/agent-api.md	252	apiKey: 'your-api-key',	CODE
HIGH	…timodal/websites/docs/docs/en/api/runtime/agent-api.md	252	apiKey: 'your-api-key',	CODE
HIGH	examples/presets/default.yaml	5	vlmApiKey: your_api_key	CODE
HIGH	packages/agent-infra/search/bing-search/README.md	37	apiKey: 'YOUR_API_KEY',	CODE
HIGH	packages/agent-infra/search/bing-search/README.md	52	// BING_SEARCH_API_KEY=your-api-key	COMMENT
HIGH	packages/agent-infra/search/bing-search/README.md	68	apiKey: 'YOUR_API_KEY',	CODE
HIGH	packages/agent-infra/search/search/README.md	40	apiKey: 'YOUR_API_KEY',	CODE
HIGH	packages/agent-infra/search/search/README.md	91	// BING_SEARCH_API_KEY=your-api-key	COMMENT
HIGH	packages/agent-infra/search/search/README.md	177	apiKey: 'YOUR_API_KEY',	CODE
HIGH	packages/agent-infra/search/search/README.md	200	apiKey: 'YOUR_API_KEY',	CODE
HIGH	packages/common/configs/secretlintrc.js	30	allows: ['your_api_key', 'YOUR_API_KEY'],	CODE
HIGH	packages/common/configs/secretlintrc.js	30	allows: ['your_api_key', 'YOUR_API_KEY'],	CODE

AI Response Leakage25 hits · 148 pts

Severity	File	Line	Snippet	Context
HIGH	…-US_docs_Web_JavaScript_Re/CurrentMarkdown/original.md	215	</dl></div></section><section aria-labelledby="examples"><h2 id="examples"><a href="#examples">Examples</a></h2><div cla	CODE
HIGH	…-US_docs_Web_JavaScript_Re/CurrentMarkdown/original.md	230	</code></pre></div></div></section><section aria-labelledby="example_with_diverse_situations"><h3 id="example_with_diver	CODE
HIGH	…-US_docs_Web_JavaScript_Re/CurrentMarkdown/original.md	457	</ul></div></section></article><aside class="article-footer"><div class="article-footer-inner"><div class="svg-container	CODE
HIGH	…org_en-US_docs_Web_JavaScript_Re/Optimized/original.md	215	</dl></div></section><section aria-labelledby="examples"><h2 id="examples"><a href="#examples">Examples</a></h2><div cla	CODE
HIGH	…org_en-US_docs_Web_JavaScript_Re/Optimized/original.md	230	</code></pre></div></div></section><section aria-labelledby="example_with_diverse_situations"><h3 id="example_with_diver	CODE
HIGH	…org_en-US_docs_Web_JavaScript_Re/Optimized/original.md	457	</ul></div></section></article><aside class="article-footer"><div class="article-footer-inner"><div class="svg-container	CODE
HIGH	…a.org_en-US_docs_Web_JavaScript_Re/Optimized/result.md	1	\# Promise \`\`\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic propertiesStatic methodsIn	CODE
HIGH	…rg_en-US_docs_Web_JavaScript_Re/RawContent/original.md	215	</dl></div></section><section aria-labelledby="examples"><h2 id="examples"><a href="#examples">Examples</a></h2><div cla	CODE
HIGH	…rg_en-US_docs_Web_JavaScript_Re/RawContent/original.md	230	</code></pre></div></div></section><section aria-labelledby="example_with_diverse_situations"><h3 id="example_with_diver	CODE
HIGH	…rg_en-US_docs_Web_JavaScript_Re/RawContent/original.md	457	</ul></div></section></article><aside class="article-footer"><div class="article-footer-inner"><div class="svg-container	CODE
HIGH	….org_en-US_docs_Web_JavaScript_Re/RawContent/result.md	215	</dl></div></section><section aria-labelledby="examples"><h2 id="examples"><a href="#examples">Examples</a></h2><div cla	CODE
HIGH	….org_en-US_docs_Web_JavaScript_Re/RawContent/result.md	230	</code></pre></div></div></section><section aria-labelledby="example_with_diverse_situations"><h3 id="example_with_diver	CODE
HIGH	….org_en-US_docs_Web_JavaScript_Re/RawContent/result.md	457	</ul></div></section></article><aside class="article-footer"><div class="article-footer-inner"><div class="svg-container	CODE
HIGH	…g_en-US_docs_Web_JavaScript_Re/Readability/original.md	215	</dl></div></section><section aria-labelledby="examples"><h2 id="examples"><a href="#examples">Examples</a></h2><div cla	CODE
HIGH	…g_en-US_docs_Web_JavaScript_Re/Readability/original.md	230	</code></pre></div></div></section><section aria-labelledby="example_with_diverse_situations"><h3 id="example_with_diver	CODE
HIGH	…g_en-US_docs_Web_JavaScript_Re/Readability/original.md	457	</ul></div></section></article><aside class="article-footer"><div class="article-footer-inner"><div class="svg-container	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	14	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	24	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	34	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	100	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	113	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	126	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	152	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	165	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
HIGH⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	178	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE

Modern AI Meta-Vocabulary36 hits · 108 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…roup_GUI-Agents-Paper-List/CurrentMarkdown/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…roup_GUI-Agents-Paper-List/CurrentMarkdown/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…roup_GUI-Agents-Paper-List/CurrentMarkdown/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…roup_GUI-Agents-Paper-List/CurrentMarkdown/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…roup_GUI-Agents-Paper-List/CurrentMarkdown/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…roup_GUI-Agents-Paper-List/CurrentMarkdown/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…-NLP-Group_GUI-Agents-Paper-List/Optimized/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…-NLP-Group_GUI-Agents-Paper-List/Optimized/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…-NLP-Group_GUI-Agents-Paper-List/Optimized/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…-NLP-Group_GUI-Agents-Paper-List/Optimized/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…-NLP-Group_GUI-Agents-Paper-List/Optimized/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…-NLP-Group_GUI-Agents-Paper-List/Optimized/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…SU-NLP-Group_GUI-Agents-Paper-List/Optimized/result.md	347	{"props":{"initialPayload":{"allShortcutsEnabled":false,"path":"/","repo":{"id":880854580,"defaultBranch":"main","name"	CODE
MEDIUM⚡	…SU-NLP-Group_GUI-Agents-Paper-List/Optimized/result.md	347	{"props":{"initialPayload":{"allShortcutsEnabled":false,"path":"/","repo":{"id":880854580,"defaultBranch":"main","name"	CODE
MEDIUM⚡	…SU-NLP-Group_GUI-Agents-Paper-List/Optimized/result.md	347	{"props":{"initialPayload":{"allShortcutsEnabled":false,"path":"/","repo":{"id":880854580,"defaultBranch":"main","name"	CODE
MEDIUM⚡	…SU-NLP-Group_GUI-Agents-Paper-List/Optimized/result.md	347	{"props":{"initialPayload":{"allShortcutsEnabled":false,"path":"/","repo":{"id":880854580,"defaultBranch":"main","name"	CODE
MEDIUM⚡	…SU-NLP-Group_GUI-Agents-Paper-List/Optimized/result.md	347	{"props":{"initialPayload":{"allShortcutsEnabled":false,"path":"/","repo":{"id":880854580,"defaultBranch":"main","name"	CODE
MEDIUM⚡	…SU-NLP-Group_GUI-Agents-Paper-List/Optimized/result.md	347	{"props":{"initialPayload":{"allShortcutsEnabled":false,"path":"/","repo":{"id":880854580,"defaultBranch":"main","name"	CODE
MEDIUM⚡	…NLP-Group_GUI-Agents-Paper-List/RawContent/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…NLP-Group_GUI-Agents-Paper-List/RawContent/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…NLP-Group_GUI-Agents-Paper-List/RawContent/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…NLP-Group_GUI-Agents-Paper-List/RawContent/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…NLP-Group_GUI-Agents-Paper-List/RawContent/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…NLP-Group_GUI-Agents-Paper-List/RawContent/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…U-NLP-Group_GUI-Agents-Paper-List/RawContent/result.md	1839	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…U-NLP-Group_GUI-Agents-Paper-List/RawContent/result.md	1839	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…U-NLP-Group_GUI-Agents-Paper-List/RawContent/result.md	1839	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…U-NLP-Group_GUI-Agents-Paper-List/RawContent/result.md	1839	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…U-NLP-Group_GUI-Agents-Paper-List/RawContent/result.md	1839	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…U-NLP-Group_GUI-Agents-Paper-List/RawContent/result.md	1839	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…LP-Group_GUI-Agents-Paper-List/Readability/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…LP-Group_GUI-Agents-Paper-List/Readability/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…LP-Group_GUI-Agents-Paper-List/Readability/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…LP-Group_GUI-Agents-Paper-List/Readability/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…LP-Group_GUI-Agents-Paper-List/Readability/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE
MEDIUM⚡	…LP-Group_GUI-Agents-Paper-List/Readability/original.md	1837	<script type="application/json" data-target="react-partial.embeddedData">{"props":{"initialPayload":{"allShortcutsEnab	CODE

Hyper-Verbose Identifiers63 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	infra/pdk/src/utils/dependencies.ts	81	export async function replaceWorkspaceDependencies(	CODE
LOW	infra/pdk/src/utils/dependencies.ts	132	export async function restorePackageDependencies(	CODE
LOW	infra/pdk/src/utils/commit.ts	13	export function shouldIncludeCommitByScope(	CODE
LOW	infra/pdk/src/commands/release.ts	338	async function handleChangelogGeneration(	CODE
LOW	multimodal/agent-tars/core/src/prompt.ts	123	export function generateBrowserRulesPrompt(control: BrowserControlMode = 'hybrid'): string {	CODE
LOW	…nvironments/local/browser/browser-control-validator.ts	23	export function validateBrowserControlMode(	CODE
LOW	…/omni-tars/core/src/ComposableToolCallEngineFactory.ts	79	export function createComposableToolCallEngineFactory(	CODE
LOW	…ars/core/src/utils/streamingParserT5/extractThinkT5.ts	31	function generatePartialClosingPatterns(tag: string): string[] {	CODE
LOW	multimodal/tarko/ui/src/utils/pathNormalizer.ts	76	export function clearPathNormalizationCache(): void {	CODE
LOW	multimodal/tarko/ui/src/utils/pathNormalizer.ts	80	export function getPathNormalizationCacheSize(): number {	CODE
LOW	…al/tarko/agent-server-next/src/utils/agent-resolver.ts	23	export async function resolveAgentImplementation(	CODE
LOW	…imodal/tarko/agent-server-next/src/controllers/user.ts	96	export async function getOrCreateUserConfig(c: HonoContext) {	CODE
LOW	multimodal/tarko/interface/src/constants.ts	39	export function getGlobalStorageDirectory(dirName: string = TARKO_CONSTANTS.GLOBAL_STORAGE_DIR) {	CODE
LOW	…ples/original/structured_outputs/doubao-json-schema.ts	87	async function jsonSchemaStreamingExample() {	CODE
LOW	…imodal/tarko/model-provider/src/azure-claude-params.ts	15	export function addAzureClaudeParamsIfNeeded(	CODE
LOW	…odal/tarko/agent/tests/agent/kernel/utils/testUtils.ts	120	export function createMockAssistantMessageEvent(	CODE
LOW	…odal/tarko/agent/tests/agent/kernel/utils/testUtils.ts	137	export function createMockAssistantMessageEventWithToolCalls(	CODE
LOW	multimodal/tarko/agent/src/utils/multimodal.ts	108	export function convertToMultimodalToolCallResult(	CODE
LOW	multimodal/tarko/agent/src/tool-call-engine/utils.ts	34	export function buildToolCallResultMessages(	CODE
LOW	multimodal/tarko/agent/src/tool-call-engine/utils.ts	55	function buildNativeEngineMessages(	CODE
LOW	multimodal/tarko/agent/src/tool-call-engine/utils.ts	92	function buildNonNativeEngineMessages(	CODE
LOW	multimodal/tarko/shared-utils/src/server-host.ts	26	export function isExternallyReachableHost(host: string): boolean {	CODE
LOW	…imodal/tarko/shared-utils/src/session-agent-options.ts	90	export function sanitizeSessionAgentOptions(	CODE
LOW	…imodal/tarko/shared-utils/src/session-agent-options.ts	136	export function filterDeclaredRuntimeSettings(	CODE
LOW	multimodal/tarko/shared-utils/src/gui-agent.ts	51	export function convertToNormalizedAction(	CODE
LOW	multimodal/tarko/agent-ui-cli/src/utils.ts	108	export function generateDefaultOutputFilename(): string {	CODE
LOW	multimodal/tarko/agent-ui-cli/src/utils.ts	127	export function generateTransformedOutputPath(tracePath: string): string {	CODE
LOW	multimodal/tarko/agent-cli/src/core/options.ts	205	export async function resolveAgentFromCLIArgument(	CODE
LOW	multimodal/tarko/agent-cli/src/config/builder.ts	139	function handleCoreDeprecatedOptions(	CODE
LOW	multimodal/tarko/agent-cli/src/config/builder.ts	391	function handleMCPServerFilterOptions(	CODE
LOW	…ui/src/standalone/workspace/renderers/DiffRenderer.tsx	113	function extractStrReplaceEditorDiffData(panelContent: StandardPanelContent): {	CODE
LOW	…renderers/browser-control/extractBrowserControlData.ts	12	export function extractBrowserControlData(	CODE
LOW	multimodal/tarko/agent-ui/src/config/web-ui-config.ts	69	export function isContextualSelectorEnabled(): boolean {	CODE
LOW	multimodal/tarko/agent-ui/src/config/web-ui-config.ts	129	export function isLayoutSwitchButtonEnabled(): boolean {	CODE
LOW	multimodal/tarko/agent-ui/src/config/web-ui-config.ts	168	export function isEventStreamViewerEnabled(): boolean {	CODE
LOW	…modal/tarko/agent-ui/src/common/utils/metadataUtils.ts	15	export function createModelConfigFromEvent(	CODE
LOW	multimodal/tarko/agent-ui/src/common/utils/clipboard.ts	60	export function isTarkoMultimodalProtocol(text: string): boolean {	CODE
LOW	multimodal/tarko/agent-ui/src/common/utils/clipboard.ts	80	export function parseTarkoMultimodalClipboard(	CODE
LOW	…arko/agent-ui/src/common/utils/tool-renderers/index.ts	34	export function determineToolRendererType(name: string, content: any): string {	CODE
LOW	…/agent-ui/src/common/state/atoms/contextualSelector.ts	187	function parseContextualReferencesFromText(text: string): ContextualItem[] {	CODE
LOW	…/agent-ui/src/common/state/atoms/contextualSelector.ts	220	function reconstructInputWithItems(originalInput: string, items: ContextualItem[]): string {	CODE
LOW	…ko/agent-ui/src/common/state/actions/sessionActions.ts	259	function preprocessStreamingEvents(events: AgentEventStream.Event[]): AgentEventStream.Event[] {	CODE
LOW	…al/tarko/agent-ui/src/common/services/SearchService.ts	67	export function isOmniTarsTextContentArray(	CODE
LOW	…arko/agent-server/src/utils/workspace-static-server.ts	16	function extractSessionIdFromReferer(referer: string \| undefined): string \| undefined {	CODE
LOW	…arko/agent-server/src/utils/workspace-static-server.ts	150	function generateDirectoryListingHTML(	CODE
LOW	…arko/agent-server/src/utils/workspace-static-server.ts	259	export function setupWorkspaceStaticServer(	CODE
LOW	…timodal/tarko/agent-server/src/utils/agent-resolver.ts	23	export async function resolveAgentImplementation(	CODE
LOW	…imodal/tarko/agent-server/src/storage/compatibility.ts	13	export function migrateLegacyToJsonSchema(legacy: LegacySessionItemInfo): SessionInfo {	CODE
LOW	multimodal/tarko/agent-server/src/api/index.ts	100	function securityHeadersMiddleware(	CODE
LOW	…/tarko/agent-server/src/api/middleware/network-auth.ts	118	export function createNetworkAuthMiddleware(token: string) {	CODE
LOW	…/tarko/agent-server/src/api/middleware/network-auth.ts	177	export function createFailedAttemptPredicate(	CODE
LOW	…/tarko/agent-server/src/api/middleware/network-auth.ts	194	export function createScopedAuthMiddleware(	CODE
LOW	…rko/agent-server/src/api/middleware/host-validation.ts	166	export function createHostValidationMiddleware(options: HostValidationOptions) {	CODE
LOW	…dal/tarko/agent-server/src/api/controllers/sessions.ts	603	async function searchWorkspaceItemsRecursive(	CODE
LOW	multimodal/websites/docs/src/services/dataProcessor.ts	180	function transformApiItemToShowcase(apiItem: ApiShareItem): ShowcaseItem {	CODE
LOW	packages/agent-infra/mcp-http-server/src/startServer.ts	60	export async function startSseAndStreamableHttpMcpServer(	CODE
LOW	packages/agent-infra/mcp-client/examples/test.ts	59	function filterPropertieAttributes(tool: MCPTool) {	CODE
LOW	…kages/agent-infra/browser-use/test/azureBedrockChat.ts	89	function convertToBedrockToolChoice(	CODE
LOW	…es/common/electron-build/src/getPackageDependencies.ts	71	export async function getExternalPkgsDependencies(	CODE
LOW	packages/ui-tars/visualizer/src/transform.ts	20	export function transformComputerUseDataToDump(	CODE
3 more matches not shown…

AI Slop Vocabulary23 hits · 50 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	14	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	14	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	24	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	24	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	34	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	34	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	57	"content": "Skip to main contentSkip to searchSkip to select languageMDN Web DocsOpen main menuReferencesReferen	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	67	"content": "Skip to main contentSkip to searchSkip to select languageMDN Web DocsOpen main menuReferencesReferen	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	77	"content": "Skip to main contentSkip to searchSkip to select languageMDN Web DocsOpen main menuReferencesReferen	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	100	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	100	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	113	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	113	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	126	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	126	"content": "Baseline\n\nWidely available \\\n\nThe `Promise`* object represents the eventual completion (or	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	152	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	152	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	165	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	165	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	178	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	178	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM	…gent-ui/src/standalone/chat/hooks/useScrollToBottom.ts	58	// Simple, robust bottom detection	COMMENT
MEDIUM	…/agent-ui/src/common/state/atoms/contextualSelector.ts	96	// Remove the tag from input text using a more robust approach	COMMENT

Verbosity Indicators20 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	…l/structured_outputs/doubao-json-mode-function-call.ts	216	// Step 1: Get function call information	COMMENT
LOW⚡	…l/structured_outputs/doubao-json-mode-function-call.ts	228	// Step 2: Execute the function	COMMENT
LOW⚡	…l/structured_outputs/doubao-json-mode-function-call.ts	233	// Step 3: Generate final response	COMMENT
LOW⚡	…l/structured_outputs/doubao-json-mode-function-call.ts	238	// Step 4: Demonstrate streaming response (only for the first query)	COMMENT
LOW	…riginal/structured_outputs/claude-3.7-function-call.ts	227	// Step 1: Get function call information	COMMENT
LOW⚡	…riginal/structured_outputs/claude-3.7-function-call.ts	239	// Step 2: Execute the function	COMMENT
LOW⚡	…riginal/structured_outputs/claude-3.7-function-call.ts	244	// Step 3: Generate final response	COMMENT
LOW⚡	…riginal/structured_outputs/claude-3.7-function-call.ts	249	// Step 4: Demonstrate streaming response (only for the first query)	COMMENT
LOW⚡	multimodal/tarko/llm-client/src/index.ts	109	* // Step 1: Register the new model name	COMMENT
LOW⚡	multimodal/tarko/llm-client/src/index.ts	116	* // Step 2: Using the extended model in a chat completion	COMMENT
LOW	…odal/tarko/context-engineer/src/node/workspace-pack.ts	96	// Step 1: Validate and deduplicate paths	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	108	// Step 2: Collect all files from all paths in parallel	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	116	// Step 3: Deduplicate files (in case paths overlap)	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	119	// Step 4: Read all files in parallel	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	124	// Step 5: Calculate statistics	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	131	// Step 6: Format content for LLM consumption	COMMENT
LOW	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	300	// Step 1: Add missing columns to existing sessions table	COMMENT
LOW⚡	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	314	// Step 2: Update workspace column from workingDirectory if needed	COMMENT
LOW⚡	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	322	// Step 3: Migrate data from old columns to new metadata column	COMMENT
LOW	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	352	// Step 4: Clean up temporary table	COMMENT

Structural Annotation Overuse20 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	…l/structured_outputs/doubao-json-mode-function-call.ts	216	// Step 1: Get function call information	COMMENT
LOW⚡	…l/structured_outputs/doubao-json-mode-function-call.ts	228	// Step 2: Execute the function	COMMENT
LOW⚡	…l/structured_outputs/doubao-json-mode-function-call.ts	233	// Step 3: Generate final response	COMMENT
LOW⚡	…l/structured_outputs/doubao-json-mode-function-call.ts	238	// Step 4: Demonstrate streaming response (only for the first query)	COMMENT
LOW	…riginal/structured_outputs/claude-3.7-function-call.ts	227	// Step 1: Get function call information	COMMENT
LOW⚡	…riginal/structured_outputs/claude-3.7-function-call.ts	239	// Step 2: Execute the function	COMMENT
LOW⚡	…riginal/structured_outputs/claude-3.7-function-call.ts	244	// Step 3: Generate final response	COMMENT
LOW⚡	…riginal/structured_outputs/claude-3.7-function-call.ts	249	// Step 4: Demonstrate streaming response (only for the first query)	COMMENT
LOW⚡	multimodal/tarko/llm-client/src/index.ts	109	* // Step 1: Register the new model name	COMMENT
LOW⚡	multimodal/tarko/llm-client/src/index.ts	116	* // Step 2: Using the extended model in a chat completion	COMMENT
LOW	…odal/tarko/context-engineer/src/node/workspace-pack.ts	96	// Step 1: Validate and deduplicate paths	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	108	// Step 2: Collect all files from all paths in parallel	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	116	// Step 3: Deduplicate files (in case paths overlap)	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	119	// Step 4: Read all files in parallel	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	124	// Step 5: Calculate statistics	COMMENT
LOW⚡	…odal/tarko/context-engineer/src/node/workspace-pack.ts	131	// Step 6: Format content for LLM consumption	COMMENT
LOW	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	300	// Step 1: Add missing columns to existing sessions table	COMMENT
LOW⚡	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	314	// Step 2: Update workspace column from workingDirectory if needed	COMMENT
LOW⚡	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	322	// Step 3: Migrate data from old columns to new metadata column	COMMENT
LOW	…arko/agent-server/src/storage/SQLiteStorageProvider.ts	352	// Step 4: Clean up temporary table	COMMENT

Over-Commented Block30 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	multimodal/omni-tars/mcp-agent/src/tools/linkReader.ts	41	// client: McpManager.McpClientType.Tavily,	COMMENT
LOW	…rko/mcp-agent/examples/github-reviewer-agent/shared.ts	21	// tool.name === 'browser_get_clickable_elements' \|\|	COMMENT
LOW	…ol-renderers/renderer-conditions/str_replace_editor.ts	61	}	COMMENT
LOW	…ol-renderers/renderer-conditions/str_replace_editor.ts	101	// return {	COMMENT
LOW	multimodal/websites/docs/docs/zh/guide/basic/vision.md	1	# Vision	COMMENT
LOW	multimodal/websites/docs/docs/zh/api/config/agent.md	1	# Agent Config	COMMENT
LOW	…ltimodal/websites/docs/docs/zh/api/config/mcp-agent.md	1	# MCP Agent Config	COMMENT
LOW	…timodal/websites/docs/docs/zh/api/config/agent-tars.md	1	# Agent TARS Config	COMMENT
LOW	multimodal/websites/docs/docs/en/api/config/agent.md	1	# Agent Config	COMMENT
LOW	…ltimodal/websites/docs/docs/en/api/config/mcp-agent.md	1	# MCP Agent Config	COMMENT
LOW	…timodal/websites/docs/docs/en/api/config/agent-tars.md	1	# Agent TARS Config	COMMENT
LOW	examples/operator-browserbase/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	packages/agent-infra/mcp-servers/browser/src/index.ts	41	// semicolonSeparatedList,	COMMENT
LOW	packages/agent-infra/mcp-client/examples/test.ts	181		COMMENT
LOW	packages/agent-infra/mcp-client/examples/test.ts	201	// content: `将 \"hello world\" 写入到文件 todo.md 中，用户当前目录是 ${currentDir}`,	COMMENT
LOW	packages/agent-infra/mcp-client/examples/test.ts	221	// if (item.type === 'image') {	COMMENT
LOW	packages/agent-infra/mcp-client/examples/test.ts	241	// });	COMMENT
LOW	packages/agent-infra/mcp-client/examples/test.ts	261	// const responseMessage = response.choices[0].message;	COMMENT
LOW	packages/agent-infra/mcp-client/examples/test.ts	281	// args: mcpTool?.inputSchema,	COMMENT
LOW	…kages/agent-infra/browser-use/test/azureBedrockChat.ts	241	// // console.log('paramsparamsparams', JSON.stringify(params));	COMMENT
LOW	…kages/agent-infra/browser-use/test/azureBedrockChat.ts	301	);	COMMENT
LOW	packages/ui-tars/cli/src/cli/start.ts	141	// console.log(	COMMENT
LOW	.github/workflows/scorecard.yml	41	with:	COMMENT
LOW	apps/ui-tars/e2e/execBack.ts	1	/*	COMMENT
LOW	apps/ui-tars/e2e/execBack.ts	21	// action_inputs: {	COMMENT
LOW	…ars/src/renderer/src/components/ImageGallery/image.tsx	21	// if (!imgRef.current) return;	COMMENT
LOW	…ars/src/renderer/src/components/ImageGallery/image.tsx	41	// ]);	COMMENT
LOW	apps/ui-tars/src/main/shared/setOfMarks.test.ts	81	// height: overlay.boxHeight \|\| 200,	COMMENT
LOW	apps/ui-tars/src/main/shared/setOfMarks.test.ts	101	// );	COMMENT
LOW	apps/ui-tars/src/main/shared/setOfMarks.ts	161	text-anchor="middle"	COMMENT

Slop Phrases6 hits · 14 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	14	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	24	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	34	"content": "<!DOCTYPE html><html lang=\"en-US\" prefix=\"og: https://ogp.me/ns#\" class=\"os-default\"><head><me	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	152	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	165	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE
MEDIUM⚡	….org_en-US_docs_Web_JavaScript_Re/summary/results.json	178	"content": "\\# Promise \\`\\`\\` Filter sidebarClear filter inputIn this articleDescriptionConstructorStatic pr	CODE

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	multimodal/tarko/ui/README.md	342	name: "John Doe",	CODE
LOW	multimodal/websites/tarko/i18n.json	8	"placeholder": "Search documentation...",	CODE
LOW	packages/agent-infra/browser-use/src/agent/types.ts	47	'placeholder',	CODE
LOW	packages/agent-infra/browser-use/src/dom/views.ts	204	const placeholder = this.attributes['placeholder'];	CODE
LOW	packages/agent-infra/browser-use/src/dom/views.ts	231	const placeholder = this.attributes['placeholder'];	CODE
LOW	packages/agent-infra/browser-use/src/dom/views.ts	585	'placeholder',	CODE
LOW	packages/agent-infra/browser-use/src/dom/views.test.ts	666	'placeholder',	CODE
LOW	…sualizer/src/component/playground-demo-ui-context.json	34	"placeholder": "Username",	CODE
LOW	…sualizer/src/component/playground-demo-ui-context.json	64	"placeholder": "Password",	CODE

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	multimodal/tarko/agent-cli/src/core/commands/start.ts	43	// TODO: implement remote web ui	COMMENT
LOW	packages/ui-tars/cli/src/cli/start.ts	104	// // TODO: implement browser operator	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	multimodal/omni-tars/core/examples/openai.ts	65	// Example usage	COMMENT

bytedance/UI-TARS-desktop

Open-Source Code Quality, Security and Technical Debt Review