2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

11.2K

Stars

TypeScript

Language

266.5K

Lines of Code

1.5K

Files

363

Pattern Hits

2026-10-31

Scan Date

0.01

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? 313 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.3/100 · LOW

Are imports declared and package/API names verified? 45 finding(s).

Agent Over-Engineering Ratio 3.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 191 finding(s).

PR Review Velocity Impact 8.6/100 · LOW

Which changes need focused human review? 363 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 6HIGH 8MEDIUM 12LOW 337

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 363 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers186 hits · 188 pts

Severity	File	Line	Snippet	Context
LOW	plans/implement-react-sdk-v1-api-support.md	431	function isTextMessageContentEvent(	CODE
LOW	…eference/react-ui-base/_demos/thread-dropdown-demo.tsx	41	export function ThreadDropdownDemoPreview() {	CODE
LOW	cli/src/types/components.d.ts	531	export function useThreadContainerContext(): {	CODE
LOW	cli/src/__fixtures__/mock-fs-setup.ts	79	export function createMockComponentConfig(	CODE
LOW	cli/src/__fixtures__/mock-fs-setup.ts	99	export function createBasicProjectStructure(options: {	CODE
LOW	cli/src/__fixtures__/mock-fs-setup.ts	223	export function createProjectWithTamboSDK(): Record<string, string \| null> {	CODE
LOW	cli/src/__fixtures__/mock-fs-setup.ts	239	export function createNextProjectWithTamboSDK(): Record<string, string \| null> {	CODE
LOW	cli/src/__fixtures__/mock-fs-setup.ts	269	export function createProjectWithBothEnvFiles(	CODE
LOW	cli/src/__fixtures__/mock-fs-setup.ts	448	export function createProjectWithTamboSDKAndRegistry(	CODE
LOW	cli/src/utils/dependency-resolution.ts	27	export async function resolveComponentDependencies(	CODE
LOW	cli/src/utils/dependency-resolution.ts	70	export async function resolveDependenciesForComponents(	CODE
LOW	cli/src/utils/dependency-resolution.ts	165	export async function expandComponentsWithDependencies(	CODE
LOW	cli/src/commands/init.ts	175	function displaySelfHostInstructions(): void {	CODE
LOW	cli/src/commands/init.ts	380	async function createProjectAndGenerateKey(	CODE
LOW	cli/src/commands/init.ts	409	async function useExistingProjectAndGenerateKey(	CODE
LOW	cli/src/commands/init.ts	649	async function handleHostingChoiceAndAuth(): Promise<boolean> {	CODE
LOW	cli/src/commands/init.ts	900	function displayFullSendInstructions(selectedComponents: string[] = []): void {	CODE
LOW	cli/src/commands/upgrade/llm-rules.ts	25	export async function upgradeAgentDocsAndRemoveCursorRules(	CODE
LOW	cli/src/commands/upgrade/components.ts	54	async function prepareFinalComponentList(	CODE
LOW	cli/src/commands/upgrade/utils.ts	134	export async function migrateComponentsDuringUpgrade(	CODE
LOW	cli/src/commands/shared/path-utils.ts	14	export function getComponentDirectoryPath(	CODE
LOW	cli/src/commands/shared/path-utils.ts	49	export function getLegacyComponentDirectoryPath(	CODE
LOW	cli/src/commands/shared/component-utils.ts	96	export async function detectCrossLocationDependencies(	CODE
LOW	cli/src/commands/shared/component-utils.ts	195	export async function handleDependencyInconsistencies(	CODE
LOW	cli/src/commands/add/utils.ts	257	export function getComponentNpmDependencies(componentNames: string[]): {	CODE
LOW	cli/src/commands/add/tailwind/css/extraction.ts	84	export function extractUtilitiesFromLayer(cssFilePath: string): postcss.Rule[] {	CODE
LOW	cli/src/commands/add/tailwind/v4/toolchain-setup.ts	319	function printManualViteInstructions(projectRoot: string): void {	CODE
LOW	…dk/src/v1/providers/tambo-v1-thread-input-provider.tsx	43	function stagedImageToResourceContent(	CODE
LOW	react-sdk/src/v1/utils/tool-executor.test.ts	270	function createTrackerWithToolCall(	CODE
LOW	react-sdk/src/v1/utils/tool-executor.test.ts	437	function createTrackerWithToolCall(	CODE
LOW	react-sdk/src/v1/utils/tool-call-tracker.test.ts	24	function createTrackerWithToolCall(	CODE
LOW	react-sdk/src/v1/utils/component-renderer.tsx	77	export function useComponentContentOptional(): ComponentContentContext \| null {	CODE
LOW	…ct-sdk/src/v1/hooks/use-tambo-v1-send-message.test.tsx	815	function TestWrapperWithoutRegistry({	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	111	function createWrapperWithRealReducer(	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-current-message.tsx	75	export function wrapWithTamboMessageProvider(	CODE
LOW	…ct-sdk/src/v1/hooks/use-tambo-v1-thread-input.test.tsx	551	function createDynamicThreadWrapper(initialThreadId: string) {	CODE
LOW	react-sdk/src/util/registry-validators.ts	178	export function validateAndPrepareComponent(component: TamboComponent): {	CODE
LOW	react-sdk/src/util/registry-validators.ts	178	export function validateAndPrepareComponent(component: TamboComponent): {	CODE
LOW	…dk/src/providers/tambo-context-attachment-provider.tsx	71	export function TamboContextAttachmentProvider({	CODE
LOW	…dk/src/providers/tambo-context-attachment-provider.tsx	185	export function useTamboContextAttachment() {	CODE
LOW	packages/core/src/json.ts	54	export function stringifyJsonForMarkupText(value: unknown): string {	CODE
LOW	packages/core/src/memory-budget.ts	16	export function selectMemoriesWithinBudget(	CODE
LOW	packages/core/src/thread-message-validation.ts	89	export function validateUnsavedThreadMessage(	CODE
LOW	packages/core/src/encrypt.ts	14	export function extractProviderNameAndKey(decrypted: string): {	CODE
LOW	packages/core/src/strictness/json-schema.ts	11	function looksLikeTypeAlternatives(	CODE
LOW	packages/core/src/strictness/json-schema.ts	42	export function strictifyJSONSchemaProperties(	CODE
LOW	packages/core/src/strictness/json-schema.ts	134	export function strictifyJSONSchemaProperty(	CODE
LOW	packages/core/src/strictness/tool-call-strict.ts	12	export function unstrictifyToolCallRequest(	CODE
LOW	packages/core/src/strictness/tool-call-strict.ts	55	function unstrictifyToolCallParams(	CODE
LOW	packages/core/src/resend/audience.ts	16	export async function isResendEmailUnsubscribed(	CODE
LOW	packages/backend/src/util/resource-transformation.ts	47	export function extractServerKeyFromResource(resource: Resource): string {	CODE
LOW	packages/backend/src/util/resource-transformation.ts	174	function applyCachedContentToMessages(	CODE
LOW	packages/backend/src/util/resource-transformation.ts	232	export async function prefetchAndCacheResources(	CODE
LOW	packages/backend/src/util/resource-transformation.ts	241	function convertResourceToContentParts(	CODE
LOW	packages/backend/src/util/resource-transformation.ts	274	export function extractResourcesFromMessages(	CODE
LOW	packages/backend/src/util/tambo-custom-events.ts	233	export function createComponentStartEvent(	CODE
LOW	packages/backend/src/util/tambo-custom-events.ts	247	export function createComponentPropsDeltaEvent(	CODE
LOW	packages/backend/src/util/tambo-custom-events.ts	261	export function createComponentStateDeltaEvent(	CODE
LOW	packages/backend/src/util/tambo-custom-events.ts	289	export function createRunAwaitingInputEvent(	CODE
LOW	packages/backend/src/util/tools.ts	48	export function generateAdditionalContext(message: ThreadMessage) {	CODE
126 more matches not shown…

Structural Annotation Overuse66 hits · 110 pts

Severity	File	Line	Snippet	Context
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	268	### Step 1: In-Place Component Refactoring (Preparation)	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	358	### Step 2: Create Package Scaffolding	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	381	### Step 3: Extract Shared Utilities	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	455	### Step 4: Simple Stateless Hooks	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	510	### Step 5: Stateful Resource/Prompt Hooks	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	563	### Step 6: Auto-Scroll Hook	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	622	### Step 7: Message Input State Hook	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	695	### Step 8: Thread Management & Suggestion Hooks	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	753	### Step 9: Move Hooks to @tambo-ai/react-ui-base	COMMENT
LOW	plans/2026-01-26-feat-react-ui-base-plan.md	792	### Step 10: Testing and Validation	COMMENT
LOW⚡	plans/agent-friendly-cli.md	821	# Step 1: Add the marketplace (one time)	COMMENT
LOW⚡	plans/agent-friendly-cli.md	824	# Step 2: Install the plugin	COMMENT
LOW⚡	plans/agent-friendly-cli.md	827	# Step 3: Use skills	COMMENT
LOW	plugins/tambo/skills/building-with-tambo/SKILL.md	33	## Step 1: Detect Tech Stack	COMMENT
LOW	plugins/tambo/skills/building-with-tambo/SKILL.md	99	## Step 2: Confirm with User	COMMENT
LOW	plugins/tambo/skills/building-with-tambo/SKILL.md	119	## Step 3: Install Dependencies	COMMENT
LOW	plugins/tambo/skills/building-with-tambo/SKILL.md	142	## Step 4: Create Provider Setup	COMMENT
LOW	plugins/tambo/skills/building-with-tambo/SKILL.md	221	## Step 5: Create Component Registry	COMMENT
LOW	plugins/tambo/skills/building-with-tambo/SKILL.md	232	## Step 6: Add Chat UI	COMMENT
LOW	…ng-with-tambo/references/add-components-to-registry.md	35	## Step 1: Analyze Component	COMMENT
LOW	…ng-with-tambo/references/add-components-to-registry.md	77	## Step 2: Generate Zod Schema	COMMENT
LOW	…ng-with-tambo/references/add-components-to-registry.md	106	## Step 3: Write Description	COMMENT
LOW	…ng-with-tambo/references/add-components-to-registry.md	118	## Step 4: Add to Registry	COMMENT
LOW	plugins/tambo/skills/generative-ui/SKILL.md	27	### Step 1: Gather All Non-Sensitive Preferences (Single AskUserQuestion Call)	COMMENT
LOW	plugins/tambo/skills/generative-ui/SKILL.md	48	### Step 2: Execute Everything (No Stopping)	COMMENT
LOW	plugins/tambo/skills/generative-ui/SKILL.md	161	### Step 3: Summary	COMMENT
LOW	…/solutions/documentation/react-ui-base-demo-pattern.md	148	// Step 1: Declare controls	COMMENT
LOW	…/solutions/documentation/react-ui-base-demo-pattern.md	155	// Step 2: Use controlled values in memoized data	COMMENT
LOW	…/solutions/documentation/react-ui-base-demo-pattern.md	170	// Step 3: Render component with controlled state	COMMENT
LOW	…/solutions/documentation/react-ui-base-demo-pattern.md	182	// Step 4: Define code shown in panel	COMMENT
LOW	…solutions/build-errors/release-please-lockfile-sync.md	61	### Step 1: Add node-workspace Plugin	COMMENT
LOW	…solutions/build-errors/release-please-lockfile-sync.md	74	### Step 2: Add Backup Sync Workflow	COMMENT
LOW	…solutions/build-errors/release-please-lockfile-sync.md	85	### Step 3: Remove CI Workaround	COMMENT
LOW⚡	.claude/skills/creating-styled-wrappers/SKILL.md	58	### Step 1: Identify Duplicated Logic	COMMENT
LOW⚡	.claude/skills/creating-styled-wrappers/SKILL.md	67	### Step 2: Import Base Components	COMMENT
LOW⚡	.claude/skills/creating-styled-wrappers/SKILL.md	73	### Step 3: Wrap with Base Root	COMMENT
LOW	.claude/skills/creating-styled-wrappers/SKILL.md	95	### Step 4: Apply State-Based Styling and Behavior	COMMENT
LOW	.claude/skills/creating-styled-wrappers/SKILL.md	153	### Step 5: Wrap Sub-Components	COMMENT
LOW	.claude/skills/creating-styled-wrappers/SKILL.md	182	### Step 6: Final Verification	COMMENT
LOW	.claude/skills/compound-components/SKILL.md	106	### Step 1: Create context file	COMMENT
LOW	.claude/skills/compound-components/SKILL.md	136	### Step 2: Create Root component	COMMENT
LOW	.claude/skills/compound-components/SKILL.md	162	### Step 3: Create consumer components	COMMENT
LOW	.claude/skills/compound-components/SKILL.md	212	### Step 4: Create namespace export	COMMENT
LOW	.claude/skills/compound-components/SKILL.md	227	### Step 5: Verify guidelines	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	39	### Step 1: Update AI SDK Packages	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	49	### Step 2: Identify Missing Models	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	68	### Step 3: Research New Models	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	84	### Step 4: Prompt User	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	103	### Step 5: Add Selected Models	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	137	### Step 6: Verify TypeScript	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	148	### Step 7: Update Documentation	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	162	### Step 8: Run Quality Checks	COMMENT
LOW	.claude/skills/ai-sdk-model-manager/SKILL.md	173	### Step 9: Create Pull Request	COMMENT
LOW⚡	docs/AGENTS.md	242	### Step 1: Clear action	COMMENT
LOW⚡	docs/AGENTS.md	244	### Step 2: Clear action	COMMENT
LOW⚡	docs/AGENTS.md	246	### Step 3: Clear action	COMMENT
LOW	cli/src/lib/device-auth.ts	71	// Step 1: Initiate the device auth flow	COMMENT
LOW	cli/src/lib/device-auth.ts	82	// Step 2: Display instructions to user	COMMENT
LOW	cli/src/lib/device-auth.ts	124	// Step 3: Poll for completion	COMMENT
LOW	…t-sdk/src/v1/hooks/use-tambo-v1-stream-status.test.tsx	323	// Step 1: Start with streaming, props empty	COMMENT
6 more matches not shown…

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	react-sdk/src/v1/utils/event-accumulator.test.ts	2007	messages: state.threadMap.thread_1.thread.messages.map((m) => ({	CODE
CRITICAL	react-sdk/src/v1/utils/event-accumulator.test.ts	2100	messages: state.threadMap.thread_1.thread.messages.map((m) => ({	CODE
CRITICAL	react-sdk/src/v1/utils/event-accumulator.test.ts	2174	messages: state.threadMap.thread_1.thread.messages.map((m) => ({	CODE
CRITICAL	react-sdk/src/v1/utils/event-accumulator.test.ts	2591	messages: state.threadMap.thread_1.thread.messages.map((m) => ({	CODE
CRITICAL	packages/client/src/tambo-client.ts	661	const response = await this.sdkClient.beta.threads.suggestions.list(	CODE
CRITICAL	packages/client/src/tambo-client.ts	681	const response = await this.sdkClient.beta.threads.suggestions.generate(	CODE

Fake / Example Data34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	cli/src/commands/init.test.ts	516	user: { id: "u1", email: "test@test.com", name: "Test" },	CODE
LOW	cli/src/commands/init.test.ts	555	user: { id: "u1", email: "test@test.com", name: "Test" },	CODE
LOW	…-sdk/src/v1/providers/tambo-v1-stream-context.test.tsx	79	expect(result.current.currentThreadId).toBe("placeholder");	CODE
LOW	…-sdk/src/v1/providers/tambo-v1-stream-context.test.tsx	82	"placeholder",	CODE
LOW	…-sdk/src/v1/providers/tambo-v1-stream-context.test.tsx	273	expect(tempId!).toBe("placeholder");	CODE
LOW	…-sdk/src/v1/providers/tambo-v1-stream-context.test.tsx	274	expect(result.current.state.currentThreadId).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/providers/tambo-v1-provider.test.tsx	125	expect(result.current.currentThreadId).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/providers/tambo-v1-provider.test.tsx	143	expect(result.current.state.currentThreadId).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	177	expect(result.current.thread?.thread.id).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	249	expect(result.current.currentThreadId).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	251	expect(result.current.thread?.thread.id).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	276	expect(newThreadId!).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	586	id: "placeholder",	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	608	currentThreadId: "placeholder",	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	1128	id: "placeholder",	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	1139	currentThreadId: "placeholder",	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.test.tsx	1274	currentThreadId: "placeholder",	CODE
LOW	…act-sdk/src/v1/hooks/use-tambo-v1-suggestions.test.tsx	161	currentThreadId: "placeholder",	CODE
LOW	…sdk/src/v1/hooks/use-tambo-v1-component-state.test.tsx	392	currentThreadId: "placeholder",	CODE
LOW	…ct-sdk/src/v1/hooks/use-tambo-v1-thread-input.test.tsx	465	expect(result.current.threadId).toBe("placeholder");	CODE
LOW	react-sdk/src/v1/hooks/use-tambo-v1.ts	112	* Current thread ID (always available - uses "placeholder" for new threads)	COMMENT
LOW	packages/core/src/strictness/tool-call-strict.test.ts	160	name: "John Doe",	CODE
LOW	packages/core/src/strictness/tool-call-strict.test.ts	174	name: "John Doe",	CODE
LOW	packages/core/src/auth/email-domain.test.ts	7	email: "user@example.com",	CODE
LOW	packages/core/src/auth/email-domain.test.ts	17	email: "user@example.com",	CODE
LOW	packages/client/src/utils/event-accumulator.ts	218	export const PLACEHOLDER_THREAD_ID = "placeholder";	CODE
LOW	.github/workflows/ci.yml	155	DATABASE_URL: "postgresql://dummy-user:dummy-password@dummy-host:5432/dummy-database"	CODE
LOW	stainless/openapi.json	2718	"parameterValue": "John Doe"	CODE
LOW	…e/src/components/generative/EditWithTamboInterface.tsx	128	placeholder="John Doe"	CODE
LOW	…d)/internal/smoketest/components/linear-issue.test.tsx	26	assignee: { name: "Jane Doe", email: "jane@example.com" },	CODE
LOW	…d)/internal/smoketest/components/linear-issue.test.tsx	84	expect(screen.getByText("Jane Doe")).toBeInTheDocument();	CODE
LOW	apps/web/lib/slack.test.ts	6	SLACK_OAUTH_TOKEN: "initial-dummy-token",	CODE
LOW	apps/api/src/common/utils/oauth.test.ts	757	JSON.stringify({ email: "user@example.com", name: "Test" }),	CODE
LOW	apps/api/src/threads/dto/component-decision.dto.ts	51	parameters: [{ parameterName: "name", parameterValue: "John Doe" }],	CODE

Redundant / Tautological Comments18 hits · 33 pts

Severity	File	Line	Snippet	Context
LOW	conductor-setup.sh	6	# Check if npm is available	COMMENT
LOW⚡	scripts/cloud/tambo-psql.sh	16	# Check if docker.env exists	COMMENT
LOW⚡	scripts/cloud/tambo-psql.sh	23	# Check if Docker is running	COMMENT
LOW⚡	scripts/cloud/tambo-psql.sh	28	# Check if PostgreSQL container is running	COMMENT
LOW⚡	scripts/cloud/tambo-build.sh	16	# Check if docker.env exists	COMMENT
LOW⚡	scripts/cloud/tambo-build.sh	23	# Check if Docker is running	COMMENT
LOW⚡	scripts/cloud/tambo-build.sh	31	# Check if running in GitHub Actions	COMMENT
LOW	scripts/cloud/tambo-logs.sh	13	# Check if docker.env exists	COMMENT
LOW	scripts/cloud/tambo-logs.sh	39	# Check if help requested	COMMENT
LOW	scripts/cloud/tambo-start.sh	16	# Check if docker.env exists	COMMENT
LOW	scripts/cloud/tambo-start.sh	23	# Check if Docker is running	COMMENT
LOW	scripts/cloud/tambo-start.sh	48	# Check if PostgreSQL is healthy	COMMENT
LOW	scripts/cloud/tambo-start.sh	56	# Check if postgres container is healthy	COMMENT
LOW⚡	scripts/cloud/tambo-setup.sh	18	# Check if Docker is installed	COMMENT
LOW⚡	scripts/cloud/tambo-setup.sh	25	# Check if Docker Compose is installed (robust)	COMMENT
LOW	scripts/cloud/tambo-stop.sh	13	# Check if docker.env exists	COMMENT
LOW	.github/workflows/docker.yml	192	# Check if database tables were created	COMMENT
LOW	.github/workflows/docker.yml	196	# Check if migrations were applied	COMMENT

Magic Placeholder Names5 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	devdocs/STORAGE_SETUP.md	94	-H "x-api-key: YOUR_API_KEY" \	CODE
HIGH	cli/README.md	134	NEXT_PUBLIC_TAMBO_API_KEY=your-api-key	CODE
HIGH	packages/core/src/llm-config-types.ts	84	example: { Authorization: "Bearer <your-api-key>" },	CODE
HIGH	packages/client/README.md	20	const client = new TamboClient({ apiKey: "your-api-key" });	CODE
HIGH	packages/client/src/tambo-client.ts	140	* const client = new TamboClient({ apiKey: "your-api-key" });	COMMENT

Over-Commented Block21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	plans/fix-fork-pr-labeling.md	161		COMMENT
LOW	supabase/config.toml	61	# Port to use for Supabase Studio.	COMMENT
LOW	supabase/config.toml	101	# The base URL of your website. Used as an allow-list for redirects and for constructing URLs used	COMMENT
LOW	supabase/config.toml	141	# Number of seconds before the email OTP expires (defaults to 1 hour).	COMMENT
LOW	supabase/config.toml	161	enable_signup = false	COMMENT
LOW	supabase/config.toml	261	# Configure one of the supported request policies: `oneshot`, `per_worker`.	COMMENT
LOW	scripts/cloud/_cloud-helpers.sh	1	#!/usr/bin/env sh	COMMENT
LOW	packages/backend/src/services/llm/ai-sdk-client.ts	541	if (accumulatedMessage.length > 0 && textMessageId) {	COMMENT
LOW	packages/backend/src/services/llm/ai-sdk-client.ts	801	// If we were not streaming tool calls, this is how we would handle the	COMMENT
LOW	packages/backend/src/services/llm/ai-sdk-client.ts	821	// id: call.toolCallId,	COMMENT
LOW	packages/db/src/index.ts	21	// Uncomment to debug connection pool issues	COMMENT
LOW	.github/workflows/stlc-generate.yml	1	name: Generate TypeScript SDK with stlc	COMMENT
LOW	apps/api/jest.config.ts	61	// dependencyExtractor: undefined,	COMMENT
LOW	apps/api/jest.config.ts	81	// globals: {},	COMMENT
LOW	apps/api/jest.config.ts	121		COMMENT
LOW	apps/api/jest.config.ts	141	rootDir: "src",	COMMENT
LOW	apps/api/jest.config.ts	161	// snapshotSerializers: [],	COMMENT
LOW	apps/api/src/test/jest.setup.ts	1	import { Logger } from "@nestjs/common";	COMMENT
LOW	apps/api/src/common/utils/oauth.test.ts	381	// TODO: Fix mocking of createRemoteJWKSet to avoid network requests	COMMENT
LOW	apps/api/src/common/utils/oauth.test.ts	401	//	COMMENT
LOW	apps/api/src/common/utils/oauth.test.ts	421	//	COMMENT

Synthetic Comment Markers3 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	showcase/AGENTS.md	28	│ │ ├── (generative)/ # AI-generated UI (forms, graphs, maps)	CODE
HIGH	apps/web/server/api/routers/tools.ts	120	// Normalize minor whitespace only (preserve original casing as requested)	COMMENT
HIGH	apps/web/server/api/routers/tools.ts	295	// Normalize minor whitespace only (preserve original casing as requested)	COMMENT

Verbosity Indicators10 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	cli/src/lib/device-auth.ts	71	// Step 1: Initiate the device auth flow	COMMENT
LOW	cli/src/lib/device-auth.ts	82	// Step 2: Display instructions to user	COMMENT
LOW	cli/src/lib/device-auth.ts	124	// Step 3: Poll for completion	COMMENT
LOW	…t-sdk/src/v1/hooks/use-tambo-v1-stream-status.test.tsx	323	// Step 1: Start with streaming, props empty	COMMENT
LOW⚡	…t-sdk/src/v1/hooks/use-tambo-v1-stream-status.test.tsx	336	// Step 2: Simulate streaming in title	COMMENT
LOW⚡	…t-sdk/src/v1/hooks/use-tambo-v1-stream-status.test.tsx	346	// Step 3: Simulate streaming in body	COMMENT
LOW⚡	…t-sdk/src/v1/hooks/use-tambo-v1-stream-status.test.tsx	356	// Step 4: Component streaming done	COMMENT
LOW⚡	packages/backend/src/services/tool/tool-service.test.ts	297	// Step 1: Simulate client-side parameter extraction	COMMENT
LOW⚡	packages/backend/src/services/tool/tool-service.test.ts	300	// Step 2: Build metadata (same as mapTamboToolToContextTool)	COMMENT
LOW⚡	packages/backend/src/services/tool/tool-service.test.ts	307	// Step 3: Convert to OpenAI tool (what the LLM actually sees)	COMMENT

Decorative Section Separators5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/src/lib/device-auth.test.ts	10	// ── Mock state ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/src/lib/device-auth.test.ts	21	// ── Mocks ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/src/lib/device-auth.test.ts	125	// ── Import after mocks ──────────────────────────────────────────────────────	COMMENT
MEDIUM	cli/src/lib/device-auth.test.ts	129	// ── Capture console output ──────────────────────────────────────────────────	COMMENT
MEDIUM	cli/src/lib/device-auth.test.ts	165	// ── Tests ───────────────────────────────────────────────────────────────────	COMMENT

AI Slop Vocabulary2 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/src/templates/tambo-template.ts	50	// Import your custom components that utilize the Tambo SDK	COMMENT
MEDIUM⚡	scripts/cloud/tambo-setup.sh	25	# Check if Docker Compose is installed (robust)	COMMENT

Modern AI Meta-Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	apps/api/README.md	32	├── ai/ # LLM orchestration + tool runners	CODE
MEDIUM	apps/api/AGENTS.md	34	├── ai/ # AI orchestration services (LLM + tool routing)	CODE
MEDIUM	apps/api/AGENTS.md	42	├── scheduler/ # Cron + background job orchestration	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/src/mcp-client.ts	331	// Example usage:	COMMENT
LOW	packages/client/src/mcp/mcp-client.ts	353	// Example usage:	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	stainless/openapi.stainless.yml	252	# README.md of various SDKs. In particular, you can change the `headline`	COMMENT

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	cli/src/cli.ts	328	`$ ${chalk.cyan("tambo skills add my-skill.md")} # Create a skill`,	CODE

tambo-ai/tambo

Open-Source Code Quality, Security and Technical Debt Review