2.0

Adjusted Signal

2.0

Raw Pattern Score

100%

Time Factor

2026-04-28

Last Push

28.3K

Stars

JavaScript

Language

282.9K

Lines of Code

1.1K

Files

291

Pattern Hits

2026-10-31

Scan Date

0.02

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 7.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 264 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

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

Agent Over-Engineering Ratio 2.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 154 finding(s).

PR Review Velocity Impact 8.2/100 · LOW

Which changes need focused human review? 291 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 25MEDIUM 33LOW 233

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 291 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 Identifiers141 hits · 142 pts

Severity	File	Line	Snippet	Context
LOW	context/mcp-js-sdk-docs.txt	4315	export function clientRegistrationHandler({	CODE
LOW	context/mcp-js-sdk-docs.txt	10212	function promptArgumentsFromSchema(	CODE
LOW	mcp-server/src/custom-sdk/schema-converter.js	11	export function convertSchemaToInstructions(schema, objectName = 'result') {	CODE
LOW	mcp-server/src/custom-sdk/schema-converter.js	56	function generateExampleFromSchema(schema) {	CODE
LOW	mcp-server/src/tools/update-subtask.js	22	export function registerUpdateSubtaskTool(server) {	CODE
LOW	mcp-server/src/tools/clear-subtasks.js	16	export function registerClearSubtasksTool(server) {	CODE
LOW	mcp-server/src/tools/remove-dependency.js	16	export function registerRemoveDependencyTool(server) {	CODE
LOW	mcp-server/src/tools/add-dependency.js	16	export function registerAddDependencyTool(server) {	CODE
LOW	mcp-server/src/tools/set-task-status.js	27	export function registerSetTaskStatusTool(server) {	CODE
LOW	mcp-server/src/tools/initialize-project.js	10	export function registerInitializeProjectTool(server) {	CODE
LOW	mcp-server/src/tools/response-language.js	9	export function registerResponseLanguageTool(server) {	CODE
LOW	mcp-server/src/tools/complexity-report.js	21	export function registerComplexityReportTool(server) {	CODE
LOW	mcp-server/src/tools/get-operation-status.js	10	export function registerGetOperationStatusTool(server, asyncManager) {	CODE
LOW	mcp-server/src/tools/validate-dependencies.js	16	export function registerValidateDependenciesTool(server) {	CODE
LOW	mcp-server/src/tools/analyze.js	24	export function registerAnalyzeProjectComplexityTool(server) {	CODE
LOW	mcp-server/src/tools/utils.js	175	function getProjectRootFromSession(session, log) {	CODE
LOW	mcp-server/src/tools/utils.js	662	function getRawProjectRootFromSession(session, log) {	CODE
LOW	mcp-server/src/tools/utils.js	686	function withNormalizedProjectRoot(executeFn) {	CODE
LOW	mcp-server/src/tools/remove-subtask.js	20	export function registerRemoveSubtaskTool(server) {	CODE
LOW	mcp-server/src/tools/fix-dependencies.js	16	export function registerFixDependenciesTool(server) {	CODE
LOW	…er/src/core/direct-functions/create-tag-from-branch.js	32	export async function createTagFromBranchDirect(args, log, context = {}) {	CODE
LOW	…ver/src/core/direct-functions/validate-dependencies.js	21	export async function validateDependenciesDirect(args, log) {	CODE
LOW	…r/src/core/direct-functions/analyze-task-complexity.js	31	export async function analyzeTaskComplexityDirect(args, log, context = {}) {	CODE
LOW	mcp-server/src/core/utils/path-utils.js	139	export function resolveComplexityReportPath(args, log = silentLogger) {	CODE
LOW	mcp-server/src/core/utils/path-utils.js	235	export function resolveComplexityReportOutputPath(	CODE
LOW	tests/unit/init.test.js	133	function mockCreateProjectStructure(projectName) {	CODE
LOW	tests/unit/init.test.js	199	function mockSetupMCPConfiguration(targetDir, projectName) {	CODE
LOW	tests/unit/profiles/claude-integration.test.js	52	function mockCreateClaudeStructure() {	CODE
LOW	tests/unit/profiles/vscode-integration.test.js	76	function mockCreateVSCodeStructure() {	CODE
LOW	tests/unit/profiles/gemini-integration.test.js	51	function mockCreateGeminiStructure() {	CODE
LOW	tests/unit/profiles/windsurf-integration.test.js	51	function mockCreateWindsurfStructure() {	CODE
LOW	tests/unit/profiles/opencode-integration.test.js	40	function mockCreateOpenCodeStructure() {	CODE
LOW	tests/unit/profiles/cursor-integration.test.js	86	function mockCreateCursorStructure() {	CODE
LOW	tests/manual/prompts/prompt-test.js	1826	async function generateAndSaveHTMLReport() {	CODE
LOW	scripts/test-claude-errors.js	38	function createErrorSimulationScript(errorType, failureCount = 2) {	CODE
LOW	scripts/modules/ui.js	76	async function displayCurrentTagIndicator(tag, options = {}) {	CODE
LOW	scripts/modules/ui.js	405	function formatDependenciesWithStatus(	CODE
LOW	scripts/modules/ui.js	2036	function generateComplexityAnalysisPrompt(tasksData) {	CODE
LOW	scripts/modules/ui.js	2192	function displayModelConfiguration(configData, allAvailableModels = []) {	CODE
LOW	scripts/modules/ui.js	2376	async function displayMultipleTasksSummary(	CODE
LOW	scripts/modules/ui.js	2877	export function displayCrossTagDependencyError(	CODE
LOW	scripts/modules/ui.js	2984	export function displayInvalidTagCombinationError(	CODE
LOW	scripts/modules/ui.js	3007	export function displayDependencyValidationHints(context = 'general') {	CODE
LOW	scripts/modules/dependency-manager.js	534	function removeDuplicateDependencies(tasksData) {	CODE
LOW	scripts/modules/dependency-manager.js	559	function cleanupSubtaskDependencies(tasksData) {	CODE
LOW	scripts/modules/dependency-manager.js	599	async function validateDependenciesCommand(tasksPath, options = {}) {	CODE
LOW	scripts/modules/dependency-manager.js	1113	function ensureAtLeastOneIndependentSubtask(tasksData) {	CODE
LOW	scripts/modules/dependency-manager.js	1163	function validateAndFixDependencies(	CODE
LOW	scripts/modules/dependency-manager.js	1163	function validateAndFixDependencies(	CODE
LOW	scripts/modules/dependency-manager.js	1279	function findAllDependenciesRecursively(sourceTasks, allTasks, options = {}) {	CODE
LOW	scripts/modules/dependency-manager.js	1376	function findTaskCrossTagConflicts(task, targetTag, allTasks) {	CODE
LOW	scripts/modules/config-manager.js	81	export function setSuppressConfigWarnings(suppress) {	CODE
LOW	scripts/modules/config-manager.js	89	export function isConfigWarningSuppressed() {	CODE
LOW	scripts/modules/config-manager.js	327	function validateProviderModelCombination(providerName, modelId) {	CODE
LOW	scripts/modules/config-manager.js	345	export function getSupportedModelsForProvider(providerName) {	CODE
LOW	scripts/modules/config-manager.js	359	function validateClaudeCodeSettings(settings) {	CODE
LOW	scripts/modules/config-manager.js	487	function getCodexCliSettingsForCommand(	CODE
LOW	scripts/modules/config-manager.js	497	function getClaudeCodeSettingsForCommand(	CODE
LOW	scripts/modules/config-manager.js	513	function getGrokCliSettingsForCommand(	CODE
LOW	scripts/modules/config-manager.js	567	function isCodebaseAnalysisEnabled(session = null, projectRoot = null) {	CODE
81 more matches not shown…

Structural Annotation Overuse47 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	llms-install.md	11	### Step 1: Add MCP Configuration	COMMENT
LOW	llms-install.md	35	### Step 2: API Key Requirements	COMMENT
LOW	llms-install.md	49	### Step 3: Initialize Project	COMMENT
LOW	llms-install.md	57	### Step 4: Create Initial Tasks	COMMENT
LOW	.cursor/commands/goham.md	5	## Step 1: Verify Connection & Authentication	COMMENT
LOW	.cursor/commands/goham.md	17	## Step 2: List Available Tasks	COMMENT
LOW	.cursor/commands/goham.md	26	## Step 3: Initialize Git Branch for Brief	COMMENT
LOW	.cursor/commands/goham.md	42	## Step 4: Task Loop (Repeat for Each Task)	COMMENT
LOW	.cursor/commands/goham.md	201	## Step 5: Complete All Tasks	COMMENT
LOW	.cursor/commands/goham.md	205	## Step 6: Final Verification & PR Creation	COMMENT
LOW	.cursor/commands/goham.md	270	## Step 7: Cleanup	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	148	# Step 1: Initialize project	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	151	# Step 2: Set up Codex CLI	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	155	# Step 3: Create PRD	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	167	# Step 4: Parse PRD into tasks	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	170	# Step 5: Analyze complexity	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	173	# Step 6: Expand complex tasks	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	176	# Step 7: Start working	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	180	# Step 8: Mark completed as you work	COMMENT
LOW⚡	docs/examples/codex-cli-usage.md	183	# Step 9: Continue to next task	COMMENT
LOW	…/tm-profiles/src/slash-commands/commands/team/goham.ts	23	## Step 1: Verify Connection & Authentication	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	35	## Step 2: List Available Tasks	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	44	## Step 3: Initialize Git Branch for Brief	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	60	## Step 4: Task Loop (Repeat for Each Task)	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	219	## Step 5: Complete All Tasks	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	223	## Step 6: Final Verification & PR Creation	COMMENT
LOW	…/tm-profiles/src/slash-commands/commands/team/goham.ts	288	## Step 7: Cleanup	COMMENT
LOW⚡	…/integration/auth/auth-token-refresh-singleton.test.ts	239	// Step 1: AuthManager creates its singleton	COMMENT
LOW⚡	…/integration/auth/auth-token-refresh-singleton.test.ts	243	// Step 2: StorageFactory creates API storage	COMMENT
LOW⚡	…/integration/auth/auth-token-refresh-singleton.test.ts	247	// Step 3: Get the singleton client directly	COMMENT
LOW	…core/src/modules/tasks/services/task-loader.service.ts	75	// Step 1: Load task	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	87	// Step 2: Validate task status	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	93	// Step 3: Check for subtasks	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	99	// Step 4: Validate subtask structure	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	105	// Step 5: Analyze dependencies	COMMENT
LOW⚡	…ges/tm-core/src/modules/auth/services/oauth-service.ts	154	// Step 1: Generate keypair for E2E encryption	COMMENT
LOW⚡	…ges/tm-core/src/modules/auth/services/oauth-service.ts	158	// Step 2: Start the flow on the backend with our public key	COMMENT
LOW	…ges/tm-core/src/modules/auth/services/oauth-service.ts	178	// Step 3: Open browser with verification URL	COMMENT
LOW	…ges/tm-core/src/modules/auth/services/oauth-service.ts	196	// Step 4: Poll for completion	COMMENT
LOW	apps/extension/docs/extension-development-guide.md	77	### Step 1: Build Clean Package	COMMENT
LOW	apps/extension/docs/extension-development-guide.md	83	### Step 2: Create VSIX	COMMENT
LOW⚡	.taskmaster/docs/tdd-workflow-phase-1-orchestrator.md	250	### Step 1: WorkflowOrchestrator Skeleton	COMMENT
LOW⚡	.taskmaster/docs/tdd-workflow-phase-1-orchestrator.md	256	### Step 2: Work Unit Generation	COMMENT
LOW⚡	.taskmaster/docs/tdd-workflow-phase-1-orchestrator.md	262	### Step 3: Git/Test Adapters	COMMENT
LOW⚡	.taskmaster/docs/tdd-workflow-phase-1-orchestrator.md	268	### Step 4: MCP Integration	COMMENT
LOW⚡	.taskmaster/docs/tdd-workflow-phase-1-orchestrator.md	274	### Step 5: CLI Integration	COMMENT
LOW⚡	.taskmaster/docs/tdd-workflow-phase-1-orchestrator.md	280	### Step 6: Integration Testing	COMMENT

Magic Placeholder Names13 hits · 88 pts

Severity	File	Line	Snippet	Context
HIGH	CHANGELOG.md	1864	export GROK_CLI_API_KEY="your-api-key-here"	CODE
HIGH	context/mcp-protocol-repo.txt	3089	"GITHUB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>"	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	67	YOUR_ANTHROPIC_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	68	YOUR_PERPLEXITY_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	69	YOUR_OPENAI_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	70	YOUR_GOOGLE_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	71	YOUR_MISTRAL_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	72	YOUR_AZURE_OPENAI_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	74	YOUR_OPENROUTER_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	75	YOUR_XAI_API_KEY: 'your-api-key-here',	CODE
HIGH⚡	tests/unit/profiles/gemini-integration.test.js	76	YOUR_OLLAMA_API_KEY: 'your-api-key-here',	CODE
HIGH	packages/ai-sdk-provider-grok-cli/README.md	34	export GROK_CLI_API_KEY="your-api-key"	CODE
HIGH	packages/ai-sdk-provider-grok-cli/README.md	105	apiKey: 'your-api-key', // Optional if set via env/CLI	CODE

Synthetic Comment Markers12 hits · 72 pts

Severity	File	Line	Snippet	Context
HIGH	CHANGELOG.md	1932	Tasks and subtasks generated by Claude Code are now informed by actual codebase analysis, resulting in more accurate a	CODE
HIGH	CHANGELOG.md	1985	Tasks and subtasks generated by Claude Code are now informed by actual codebase analysis, resulting in more accurate a	CODE
HIGH	CHANGELOG.md	2135	- Tasks and subtasks generated by Claude Code are now informed by actual codebase analysis, resulting in more accurate	CODE
HIGH	CHANGELOG.md	2233	- Tasks and subtasks generated by Claude Code are now informed by actual codebase analysis, resulting in more accurate	CODE
HIGH	scripts/modules/task-manager/update-task-by-id.js	509	// Fix AI-generated subtask IDs that might be strings or use parent ID as prefix	COMMENT
HIGH	scripts/modules/task-manager/update-task-by-id.js	512	id: currentSubtaskId, // Override AI-generated ID with correct sequential ID	CODE
HIGH	scripts/modules/task-manager/list-tasks.js	510	// Increase priority column width as requested	COMMENT
HIGH	scripts/modules/task-manager/list-tasks.js	513	// Make dependencies column smaller as requested (-20%)	COMMENT
HIGH	…ntegration/ai-operations/metadata-preservation.test.ts	206	description: 'First step generated by AI',	CODE
HIGH	…ntegration/ai-operations/metadata-preservation.test.ts	218	description: 'Second step generated by AI',	CODE
HIGH	…ntegration/ai-operations/metadata-preservation.test.ts	378	// AI-generated fields	COMMENT
HIGH	.github/workflows/claude-docs-updater.yml	110	This PR was automatically generated by Claude Code GitHub Action	COMMENT

AI Slop Vocabulary17 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ipts/modules/task-manager/update-subtask-by-id.test.js	120	// Import mocked utils to leverage mocks later	COMMENT
LOW	tests/e2e/run_e2e.sh	37	# For now, just pass it along in case --analyze-log needs it later	COMMENT
MEDIUM	…/tm-profiles/src/slash-commands/commands/team/goham.ts	237	# Final comprehensive checks	COMMENT
MEDIUM	…/tm-profiles/src/slash-commands/commands/team/goham.ts	254	# Create comprehensive PR description	COMMENT
MEDIUM	packages/tm-core/src/utils/time.utils.ts	16	// Use date-fns for robust formatting with proper edge case handling	COMMENT
MEDIUM	apps/cli/src/utils/auto-update/restart.ts	21	stdio: 'inherit', // Inherit stdin/stdout/stderr so it looks seamless	CODE
MEDIUM	src/prompts/analyze-complexity.json	48	"user": "{{#if hasCodebaseAnalysis}}## IMPORTANT: Codebase Analysis Required\n\nYou have access to powerful codebase	CODE
MEDIUM⚡	src/prompts/add-task.json	64	"system": "You are a helpful assistant that creates well-structured tasks for a software development project. Generat	CODE
MEDIUM⚡	src/prompts/add-task.json	65	"user": "{{#if hasCodebaseAnalysis}}## IMPORTANT: Codebase Analysis Required\n\nYou have access to powerful codebase	CODE
MEDIUM⚡	src/prompts/add-task.json	65	"user": "{{#if hasCodebaseAnalysis}}## IMPORTANT: Codebase Analysis Required\n\nYou have access to powerful codebase	CODE
MEDIUM	src/prompts/research.json	49	"system": "You are an expert AI research assistant helping with a software development project. You have access to pr	CODE
MEDIUM⚡	src/prompts/parse-prd.json	59	"system": "You are an AI assistant specialized in analyzing Product Requirements Documents (PRDs) and generating a st	CODE
MEDIUM⚡	src/prompts/parse-prd.json	60	"user": "{{#if hasCodebaseAnalysis}}## IMPORTANT: Codebase Analysis Required\n\nYou have access to powerful codebase	CODE
MEDIUM	src/prompts/update-task.json	62	"system": "You are an AI assistant helping to update a software development task based on new context.{{#if useResear	CODE
MEDIUM	src/prompts/update-task.json	63	"user": "{{#if hasCodebaseAnalysis}}## IMPORTANT: Codebase Analysis Required\n\nYou have access to powerful codebase	CODE
MEDIUM	src/prompts/update-subtask.json	63	"system": "You are an AI assistant helping to update a subtask. You will be provided with the subtask's existing deta	CODE
MEDIUM	src/prompts/update-subtask.json	64	"user": "{{#if hasCodebaseAnalysis}}## IMPORTANT: Codebase Analysis Required\n\nYou have access to powerful codebase	CODE

Verbosity Indicators19 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	…/tm-profiles/src/slash-commands/commands/team/goham.ts	23	## Step 1: Verify Connection & Authentication	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	35	## Step 2: List Available Tasks	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	44	## Step 3: Initialize Git Branch for Brief	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	60	## Step 4: Task Loop (Repeat for Each Task)	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	219	## Step 5: Complete All Tasks	COMMENT
LOW⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	223	## Step 6: Final Verification & PR Creation	COMMENT
LOW	…/tm-profiles/src/slash-commands/commands/team/goham.ts	288	## Step 7: Cleanup	COMMENT
LOW⚡	…/integration/auth/auth-token-refresh-singleton.test.ts	239	// Step 1: AuthManager creates its singleton	COMMENT
LOW⚡	…/integration/auth/auth-token-refresh-singleton.test.ts	243	// Step 2: StorageFactory creates API storage	COMMENT
LOW⚡	…/integration/auth/auth-token-refresh-singleton.test.ts	247	// Step 3: Get the singleton client directly	COMMENT
LOW	…core/src/modules/tasks/services/task-loader.service.ts	75	// Step 1: Load task	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	87	// Step 2: Validate task status	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	93	// Step 3: Check for subtasks	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	99	// Step 4: Validate subtask structure	COMMENT
LOW⚡	…core/src/modules/tasks/services/task-loader.service.ts	105	// Step 5: Analyze dependencies	COMMENT
LOW⚡	…ges/tm-core/src/modules/auth/services/oauth-service.ts	154	// Step 1: Generate keypair for E2E encryption	COMMENT
LOW⚡	…ges/tm-core/src/modules/auth/services/oauth-service.ts	158	// Step 2: Start the flow on the backend with our public key	COMMENT
LOW	…ges/tm-core/src/modules/auth/services/oauth-service.ts	178	// Step 3: Open browser with verification URL	COMMENT
LOW	…ges/tm-core/src/modules/auth/services/oauth-service.ts	196	// Step 4: Poll for completion	COMMENT

Self-Referential Comments8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/e2e/run_e2e.sh	188	# Create the log directory if it doesn't exist	COMMENT
MEDIUM	tests/e2e/run_fallback_verification.sh	35	# Define a placeholder if not found, so the script doesn't break immediately,	COMMENT
MEDIUM	scripts/create-worktree.sh	3	# Create a git worktree for parallel Claude Code development	COMMENT
MEDIUM	scripts/create-worktree.sh	48	# Create a local branch from the remote and attach worktree	COMMENT
MEDIUM	packages/tm-bridge/src/add-tag-bridge.ts	75	header: '# Create a Brief in Hamster Studio',	CODE
MEDIUM⚡	…/tm-profiles/src/slash-commands/commands/team/goham.ts	51	# Create a single branch for the entire brief (e.g., hamster-brief-YYYY-MM-DD or brief-specific name)	COMMENT
MEDIUM	…src/slash-commands/commands/solo/install-taskmaster.ts	80	# Create a test PRD	COMMENT
MEDIUM	.github/workflows/forward-port.yml	135	# Create the PR	COMMENT

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/e2e/run_e2e.sh	66	# ==========================================	COMMENT
MEDIUM	tests/e2e/run_e2e.sh	105	# ==========================================	COMMENT
MEDIUM	tests/e2e/run_e2e.sh	211	# ==========================================	COMMENT
MEDIUM	tests/e2e/run_e2e.sh	249	# ==========================================	COMMENT
MEDIUM	tests/e2e/run_e2e.sh	326	# ========================================	COMMENT

Redundant / Tautological Comments9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tests/e2e/run_e2e.sh	114	# Check if a log file path was provided as the second argument	COMMENT
LOW	tests/e2e/run_e2e.sh	293	# Check if source .env file exists	COMMENT
LOW	tests/e2e/run_e2e.sh	300	# Check if sample PRD exists	COMMENT
LOW	tests/e2e/run_fallback_verification.sh	90	if [[ -n "${total_fallback_cost+x}" && "$total_fallback_cost" != "0.0" ]]; then # Check if var is set and not initia	CODE
LOW	scripts/create-worktree.sh	37	# Check if worktree already exists	COMMENT
LOW	…src/slash-commands/commands/solo/install-taskmaster.ts	24	# Check if task-master command exists	COMMENT
LOW	.github/workflows/release.yml	114	# Check if we're in pre-release mode with the "rc" tag	COMMENT
LOW	.github/workflows/log-issue-events.yml	112	# Check if issue was closed automatically (by checking if closed_by is a bot)	COMMENT
LOW	.github/workflows/log-issue-events.yml	118	# Check if closed as duplicate by state_reason	COMMENT

Excessive Try-Catch Wrapping8 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	context/mcp-protocol-repo.txt	2100	except Exception as error:	CODE
LOW	context/mcp-protocol-repo.txt	2399	except Exception as exc:	CODE
LOW⚡	context/mcp-protocol-repo.txt	2465	except Exception as exc:	CODE
LOW⚡	context/mcp-protocol-repo.txt	2474	except Exception as exc:	CODE
LOW⚡	context/mcp-protocol-repo.txt	2481	except Exception as exc:	CODE
LOW	context/mcp-protocol-repo.txt	3475	except Exception as e:	CODE
LOW	context/mcp-protocol-repo.txt	4401	except Exception:	CODE
MEDIUM	context/mcp-protocol-repo.txt	2460	def message_handler():	CODE

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	context/fastmcp-docs.txt	3321	// path: "/path/to/image.png",	COMMENT
LOW	tests/e2e/run_fallback_verification.sh	1	#!/bin/bash	COMMENT
LOW	docs/configuration.md	201	ANTHROPIC_API_KEY=sk-ant-api03-your-key-here	COMMENT
LOW	scripts/modules/ai-services-unified.js	641	messages.push({	COMMENT
LOW	packages/tm-core/POC-STATUS.md	101	### Current CLI Structure	COMMENT
LOW	…/integration/auth/auth-token-refresh-singleton.test.ts	101	const config = createApiStorageConfig();	COMMENT
LOW	…s/tm-core/src/common/utils/project-root-finder.test.ts	241	// IMPORTANT: For .env loading (e.g., TM_BASE_DOMAIN for auth),	COMMENT
LOW	src/ai-providers/anthropic.js	61	// TODO: Implement streamAnthropicObject if needed and supported well by the SDK for Anthropic.	COMMENT

Modern AI Meta-Vocabulary3 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	context/mcp-protocol-repo.txt	112	[BeeAI Framework](https://i-am-bee.github.io/beeai-framework) is an open-source framework for building, deploying, and s	CODE
MEDIUM	context/mcp-protocol-repo.txt	277	[Windsurf Editor](https://codeium.com/windsurf) is an agentic IDE that combines AI assistance with developer workflows.	CODE
MEDIUM⚡	src/prompts/parse-prd.json	59	"system": "You are an AI assistant specialized in analyzing Product Requirements Documents (PRDs) and generating a st	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/tests/integration/workflow/autopilot-workflow.test.ts	93	execSync('git config user.email "test@test.com"', {	CODE

eyaltoledano/claude-task-master

Open-Source Code Quality, Security and Technical Debt Review