3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

5.2K

Stars

TypeScript

Language

189.6K

Lines of Code

1.5K

Files

637

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 16.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 618 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 14.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 560 finding(s).

PR Review Velocity Impact 16.2/100 · LOW

Which changes need focused human review? 637 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 6MEDIUM 2LOW 629

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 637 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.

Hyper-Verbose Identifiers553 hits · 562 pts

Severity	File	Line	Snippet	Context
LOW	scripts/prepublish-check.js	105	function assertPackContainsExactPaths(pack, requiredPaths) {	CODE
LOW	scripts/prepublish-check.js	115	function assertPackContainsSomeUnderPrefix(pack, prefix, humanName) {	CODE
LOW	scripts/prepublish-check.js	126	function assertPackExcludesPrefixes(pack, prefixes) {	CODE
LOW	packages/tools/src/tools/network/WebFetchTool/utils.ts	16	export function extractTextFromMessageContent(content: unknown): string \| null {	CODE
LOW	packages/tools/src/tools/network/WebFetchTool/utils.ts	210	export async function fetchWithRedirectDetection(	CODE
LOW	…ols/src/tools/filesystem/FileReadTool/FileReadTool.tsx	66	function extractTaskOutputIdFromPath(filePath: string): string \| null {	CODE
LOW	…tools/src/tools/search/WebSearchTool/WebSearchTool.tsx	60	function parseAnthropicWebSearchContentBlocks(	CODE
LOW	…tools/src/tools/search/WebSearchTool/WebSearchTool.tsx	215	function canUseAnthropicServerToolWebSearch(modelName: string): boolean {	CODE
LOW	packages/tools/src/tools/search/GrepTool/helpers.ts	25	export function toProjectRelativeIfPossible(p: string): string {	CODE
LOW	…ols/src/tools/system/TaskOutputTool/TaskOutputTool.tsx	137	async function waitForBashTaskCompletion(args: {	CODE
LOW	packages/tools/src/tools/system/LspTool/call.ts	516	export function getCachedLspRuntimeStatus(): {	CODE
LOW	packages/tools/src/tools/system/LspTool/call.ts	580	export async function ensureLspManagerInitialized(): Promise<LspServerManager \| null> {	CODE
LOW	packages/tools/src/tools/system/LspTool/tsProject.ts	40	export function getOrCreateTsProject(	CODE
LOW	packages/tools/src/tools/system/LspTool/tsProject.ts	139	export function isFileTypeSupportedByTypescriptBackend(	CODE
LOW	packages/tools/src/tools/system/LspTool/lspConfig.ts	400	function parseLspServersFromUnknown(	CODE
LOW	packages/tools/src/tools/system/LspTool/lspConfig.ts	432	function parseLspServersFromTopLevelRecord(	CODE
LOW	packages/tools/src/tools/system/LspTool/lspConfig.ts	474	function loadPluginLspServersFromRootFile(pluginRoot: string): {	CODE
LOW	packages/tools/src/tools/system/LspTool/lspConfig.ts	614	export function buildLspServerIndexFromServers(	CODE
LOW	packages/tools/src/tools/system/LspTool/lspConfig.ts	641	export function lspWorkspaceFolderForServer(	CODE
LOW	packages/tools/src/tools/system/LspTool/lspConfig.ts	657	export function lspWorkspaceFoldersForServer(	CODE
LOW	packages/tools/src/tools/system/LspTool/format.ts	29	export function toProjectRelativeIfPossible(filePath: string): string {	CODE
LOW	packages/tools/src/tools/system/LspTool/format.ts	49	export function formatGoToDefinitionResult(	CODE
LOW	packages/tools/src/tools/system/LspTool/format.ts	97	export function formatFindReferencesResult(	CODE
LOW	packages/tools/src/tools/system/LspTool/format.ts	158	export function formatDocumentSymbolsResult(	CODE
LOW	…ges/tools/src/tools/system/BashTool/summarizeOutput.ts	74	function formatPersistedBashOutput(args: {	CODE
LOW	…ges/tools/src/tools/system/BashTool/summarizeOutput.ts	128	function extractTextFromAssistantMessage(message: AssistantMessage): string {	CODE
LOW	…kages/tools/src/tools/system/BashTool/dataLossRules.ts	179	function isNonExecutableSubcommand(tokens: string[]): boolean {	CODE
LOW	…ols/system/BashTool/BashToolRunInBackgroundOverlay.tsx	98	export function BashToolRunInBackgroundOverlay({	CODE
LOW	…ages/tools/src/tools/system/BashTool/sandboxNetwork.ts	7	export async function maybeAttachSandboxNetworkPorts(args: {	CODE
LOW	…ools/src/tools/system/BashTool/llmSafetyGateVerdict.ts	55	export function formatBashLlmGateBlockMessage(	CODE
LOW	packages/tools/src/tools/ai/TaskTool/permissions.ts	5	export function normalizeAgentPermissionMode(	CODE
LOW	packages/tools/src/tools/ai/TaskTool/forkContext.ts	59	function createForkContextToolResult(options: {	CODE
LOW	packages/tools/src/tools/ai/TaskTool/forkContext.ts	80	function createToolUseOnlyAssistantMessage(options: {	CODE
LOW	packages/tools/src/tools/ai/TaskTool/render.tsx	17	export function renderTaskToolResultMessage(	CODE
LOW	packages/tools/src/tools/ai/TaskTool/render.tsx	111	export function renderTaskToolResultForAssistant(output: Output): string {	CODE
LOW	…/tools/src/tools/interaction/SlashCommandTool/utils.ts	13	export function normalizeCommandModelName(model: unknown): string \| undefined {	CODE
LOW	…/tools/src/tools/interaction/SlashCommandTool/utils.ts	94	export function getCommandAllowedToolsFromContext(ctx: unknown): string[] {	CODE
LOW	…es/tools/src/tools/interaction/SkillTool/SkillTool.tsx	89	function getDisableModelInvocation(cmd: unknown): boolean {	CODE
LOW	…es/tools/src/tools/interaction/SkillTool/SkillTool.tsx	129	function normalizeCommandModelName(model: unknown): string \| undefined {	CODE
LOW	…es/tools/src/tools/interaction/SkillTool/SkillTool.tsx	234	function buildAvailableSkillsSection(cmds: CustomCommand[]): string {	CODE
LOW	packages/core/src/history.ts	199	function normalizeHistoryWriteInput(input: HistoryWriteInput): {	CODE
LOW	packages/core/src/history.ts	312	function loadPromptHistoryFromRoot(args: {	CODE
LOW	packages/core/src/history.ts	384	function loadPromptHistoryForProject(project: string): PromptHistoryItem[] {	CODE
LOW	packages/core/src/history.ts	432	function loadGlobalPromptHistoryFromRoot(args: {	CODE
LOW	packages/core/src/history.ts	600	export function getGlobalHistoryWithPastes(): Array<{	CODE
LOW	packages/core/src/messages.ts	29	export function setModelConfigChangeHandler(handler: () => void) {	CODE
LOW	packages/core/src/cost-tracker.ts	49	export function registerCostSummaryOnExit(): () => void {	CODE
LOW	packages/core/src/tasks/storage.ts	165	function getTaskListDirCandidatesForRead(taskListId: string): string[] {	CODE
LOW	packages/core/src/tasks/storage.ts	251	function getHighestTaskIdAcrossStores(taskListId: string): number {	CODE
LOW	packages/core/src/tasks/storage.ts	394	function getTaskFromNonPrimaryStores(args: {	CODE
LOW	packages/core/src/types/toolPermissionContext.ts	66	export function createDefaultToolPermissionContext(options?: {	CODE
LOW	packages/core/src/types/toolPermissionContext.ts	80	export function applyToolPermissionContextUpdate(	CODE
LOW	packages/core/src/types/toolPermissionContext.ts	155	export function applyToolPermissionContextUpdates(	CODE
LOW	packages/core/src/types/toolPermissionContext.ts	166	export function isPersistableToolPermissionDestination(	CODE
LOW	packages/core/src/types/toolPermissionContext.ts	176	export function canUserModifyToolPermissionUpdate(	CODE
LOW	…/src/test/unit/queryllm-model-pointer-fallback.test.ts	30	async function stubQueryLLMWithPromptCaching(	CODE
LOW	packages/core/src/test/unit/ripgrep-bundled.test.ts	52	function getPlatformExecutableName(): string {	CODE
LOW	…/src/test/unit/queryllm-tool-description-cache.test.ts	50	async function stubQueryLLMWithPromptCaching(	CODE
LOW	…ages/core/src/test/unit/file-permission-engine.test.ts	26	function createCautiousToolPermissionContext(	CODE
LOW	…ges/core/src/test/unit/messages-ui-consistency.test.ts	24	function makeToolUseAssistantWithSiblings(	CODE
493 more matches not shown…

Structural Annotation Overuse47 hits · 78 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	43	// Step 1: Create adapter	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	48	// Step 2: Build request with STREAMING enabled (this is the key!)	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	62	// Step 3: Create request	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	68	// Step 4: Make API call	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	72	// Step 5: TRACK STREAM STATE before adapter	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	82	// Step 6: Check if body is a ReadableStream	COMMENT
LOW	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	111	// Step 7: Parse response	COMMENT
LOW	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	138	// Step 8: Validate result	COMMENT
LOW	…e/src/test/regression/responses-api-regression.test.ts	40	// Step 1: Get response with responseId	COMMENT
LOW	…e/src/test/regression/responses-api-regression.test.ts	56	// Step 2: Convert to AssistantMessage (like the refactored CLI pipeline does)	COMMENT
LOW⚡	packages/core/src/services/systemPrompt.ts	19	// Step 0: Add GPT-5 Agent persistence support for coding tasks	COMMENT
LOW	packages/builtin-skills/skills/skill-judge/SKILL.md	496	### Step 1: First Pass — Knowledge Delta Scan	COMMENT
LOW⚡	packages/builtin-skills/skills/skill-judge/SKILL.md	511	### Step 2: Structure Analysis	COMMENT
LOW⚡	packages/builtin-skills/skills/skill-judge/SKILL.md	521	### Step 3: Score Each Dimension	COMMENT
LOW⚡	packages/builtin-skills/skills/skill-judge/SKILL.md	528	### Step 4: Calculate Total & Grade	COMMENT
LOW	packages/builtin-skills/skills/skill-judge/SKILL.md	544	### Step 5: Generate Report	COMMENT
LOW	packages/builtin-skills/skills/skill-creator/SKILL.md	215	### Step 1: Understanding the Skill with Concrete Examples	COMMENT
LOW	packages/builtin-skills/skills/skill-creator/SKILL.md	232	### Step 2: Planning the Reusable Skill Contents	COMMENT
LOW	packages/builtin-skills/skills/skill-creator/SKILL.md	256	### Step 3: Initializing the Skill	COMMENT
LOW	packages/builtin-skills/skills/skill-creator/SKILL.md	279	### Step 4: Edit the Skill	COMMENT
LOW	packages/builtin-skills/skills/skill-creator/SKILL.md	320	### Step 5: Packaging a Skill	COMMENT
LOW	packages/builtin-skills/skills/skill-creator/SKILL.md	347	### Step 6: Iterate	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	125	### Step 1: Understand Existing Code	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	148	### Step 2: Design Integration	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	173	### Step 3: Implement	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	258	### Step 1: Profile First (ALWAYS)	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	269	### Step 2: Identify Bottleneck	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	283	### Step 3: Propose Optimization	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	300	### Step 4: Implement with Benchmarks	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	323	### Step 1: Understand Current State	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	340	### Step 2: Ensure Test Coverage	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	352	### Step 3: Plan Safe Transformations	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	370	### Step 3: Incremental Execution	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	442	### Step 1: Assess Current State	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	457	### Step 2: Migration Plan	COMMENT
LOW	…lls/vibe-coding/references/scenarios/complete-guide.md	491	### Step 3: Execute with Checkpoints	COMMENT
LOW	…kills/vibe-coding/references/scenarios/optimization.md	21	## Step 1: Profile First	COMMENT
LOW	…kills/vibe-coding/references/scenarios/optimization.md	44	## Step 2: Identify Bottleneck	COMMENT
LOW	…kills/vibe-coding/references/scenarios/optimization.md	63	## Step 3: Propose Optimization	COMMENT
LOW	…kills/vibe-coding/references/scenarios/optimization.md	82	## Step 4: Implement with Benchmarks	COMMENT
LOW	…lls/skills/vibe-coding/references/scenarios/feature.md	15	## Step 1: Understand Existing Code	COMMENT
LOW	…lls/skills/vibe-coding/references/scenarios/feature.md	32	## Step 2: Design Integration	COMMENT
LOW	…lls/skills/vibe-coding/references/scenarios/feature.md	58	## Step 3: Implement	COMMENT
LOW	…skills/vibe-coding/references/scenarios/refactoring.md	21	## Step 1: Understand Current State	COMMENT
LOW	…skills/vibe-coding/references/scenarios/refactoring.md	40	## Step 2: Ensure Test Coverage	COMMENT
LOW	…skills/vibe-coding/references/scenarios/refactoring.md	56	## Step 3: Plan Safe Transformations	COMMENT
LOW	…skills/vibe-coding/references/scenarios/refactoring.md	76	## Step 4: Incremental Execution	COMMENT

Verbosity Indicators11 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	43	// Step 1: Create adapter	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	48	// Step 2: Build request with STREAMING enabled (this is the key!)	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	62	// Step 3: Create request	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	68	// Step 4: Make API call	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	72	// Step 5: TRACK STREAM STATE before adapter	COMMENT
LOW⚡	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	82	// Step 6: Check if body is a ReadableStream	COMMENT
LOW	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	111	// Step 7: Parse response	COMMENT
LOW	…ore/src/test/diagnostic/diagnostic-stream-test.test.ts	138	// Step 8: Validate result	COMMENT
LOW	…e/src/test/regression/responses-api-regression.test.ts	40	// Step 1: Get response with responseId	COMMENT
LOW	…e/src/test/regression/responses-api-regression.test.ts	56	// Step 2: Convert to AssistantMessage (like the refactored CLI pipeline does)	COMMENT
LOW⚡	packages/core/src/services/systemPrompt.ts	19	// Step 0: Add GPT-5 Agent persistence support for coding tasks	COMMENT

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	docs/develop/configuration.md	52	"apiKey": "<YOUR_API_KEY>",	CODE
HIGH	docs/develop/configuration.md	52	"apiKey": "<YOUR_API_KEY>",	CODE

Excessive Try-Catch Wrapping7 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…ltin-skills/skills/skill-creator/scripts/init_skill.py	217	except Exception as e:	CODE
LOW	…ltin-skills/skills/skill-creator/scripts/init_skill.py	232	except Exception as e:	CODE
LOW	…ltin-skills/skills/skill-creator/scripts/init_skill.py	259	except Exception as e:	CODE
LOW	…n-skills/skills/skill-creator/scripts/package_skill.py	80	except Exception as e:	CODE
MEDIUM	…in-skills/skills/webapp-testing/scripts/with_server.py	49	print("Error: No command specified to run")	CODE
MEDIUM	…in-skills/skills/webapp-testing/scripts/with_server.py	54	print("Error: Number of --server and --port arguments must match")	CODE
LOW	…ills/skills/mcp-builder/reference/python_mcp_server.md	467	except Exception as e:	CODE

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…ills/webapp-testing/examples/static_html_automation.py	21	page.fill('#name', 'John Doe')	CODE
LOW	…ills/skills/mcp-builder/reference/python_mcp_server.md	306	"name": str, # Full name (e.g., "John Doe")	STRING
LOW	…ills/skills/mcp-builder/reference/python_mcp_server.md	572	return {"id": user_id, "name": "John Doe", "email": "john@example.com"}	CODE
LOW	…skills/skills/mcp-builder/reference/node_mcp_server.md	173	"name": string, // Full name (e.g., "John Doe")	CODE
LOW	…kills/skills/vibe-coding/references/domains/testing.md	132	const user = { id: 1, name: 'Test', email: 'test@test.com', role: 'admin', ... };	CODE
LOW	…i/components/ModelSelector/flow/actions/fetchModels.ts	159	apiKey: apiKey \|\| 'dummy-key-for-ollama', // Ollama doesn't need a real key	CODE

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

Severity	File	Line	Snippet	Context
HIGH	…es/tools/src/tools/interaction/TodoWriteTool/prompt.ts	105	print("Hello World")	CODE

Cross-Language Confusion2 hits · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…in-skills/skills/webapp-testing/scripts/with_server.py	12	--server "cd backend && python server.py" --port 3000 \	STRING
HIGH	…in-skills/skills/webapp-testing/scripts/with_server.py	13	--server "cd frontend && npm run dev" --port 5173 \	STRING

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ills/skills/mcp-builder/reference/python_mcp_server.md	282	Search for users in the Example system by name, email, or team. This tool searches across all user profiles in	STRING

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/seccomp/gen-unix-block-bpf.c	1	#include <errno.h>	COMMENT
LOW	packages/core/src/utils/messages.ts	1	// IMPORTANT:	COMMENT
LOW	packages/core/src/utils/log.ts	1	// IMPORTANT:	COMMENT
LOW	apps/cli/src/ui/hooks/useApiKeyVerification.ts	21		COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…ltin-skills/skills/skill-creator/scripts/init_skill.py	208	# Check if directory already exists	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…n-skills/skills/skill-creator/scripts/package_skill.py	19		CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…-skills/skills/skill-creator/scripts/quick_validate.py	7		CODE

shareAI-lab/Kode-CLI

Open-Source Code Quality, Security and Technical Debt Review