0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

25.3K

Stars

TypeScript

Language

3.2M

Lines of Code

32.9K

Files

1.5K

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 1.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 978 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 459 finding(s).

Agent Over-Engineering Ratio 1.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 839 finding(s).

PR Review Velocity Impact 2.8/100 · LOW

Which changes need focused human review? 1490 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 17HIGH 8MEDIUM 62LOW 1403

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 1490 distinct pattern matches across 17 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 Identifiers786 hits · 802 pts

Severity	File	Line	Snippet	Context
LOW	tools/scripts/utils/piece-script-utils.ts	60	export async function findAllPiecesDirectoryInSource(): Promise<string[]> {	CODE
LOW	tools/scripts/utils/piece-script-utils.ts	136	function getChangedPiecesDistPaths(): string[] \| null {	CODE
LOW	tools/scripts/utils/publish-npm-package.ts	41	function assertNoUnpublishableDeps(packageJsonPath: string): void {	CODE
LOW	packages/core/piece-types/src/lib/engine-tools.ts	10	export function normalizeToolOutputToExecuteResponse(	CODE
LOW	packages/core/piece-types/src/lib/ai-providers.ts	163	export function splitCloudflareGatewayModelId(modelId: string): {	CODE
LOW	packages/core/piece-types/src/lib/ai-providers.ts	210	export function getEffectiveProviderAndModel({	CODE
LOW	packages/core/piece-types/src/lib/ai-providers.ts	458	function buildProviderCapabilities(provider: AIProviderName): AIProviderCapabilities {	CODE
LOW	packages/core/utils/src/lib/object-utils.ts	71	function sanitizeKeysForPostgresql(value: unknown): unknown {	CODE
LOW	packages/core/utils/src/lib/object-utils.ts	81	function removeCharactersPostgresRejects(str: string): string {	CODE
LOW	packages/core/shared/src/lib/core/file/index.ts	140	export function maxSocketHttpBufferSizeBytes(maxFileSizeMb: number): number {	CODE
LOW	packages/core/shared/src/lib/core/common/attribution.ts	4	function readAttributionFromSearch({ search }: { search: string }): AttributionParams {	CODE
LOW	…s/core/shared/src/lib/ee/agent/chat-personalization.ts	45	function isPersonalDefaultPlatformName(name: string): boolean {	CODE
LOW	…es/core/shared/src/lib/ee/agent/tool-classification.ts	12	function actionNameMatchesPatterns({ actionName, patterns }: { actionName: string, patterns: string[] }): boolean {	CODE
LOW	…e/shared/src/lib/ee/piece-set/piece-set-config-util.ts	51	function applyRequiredActionsUpdate({ config, request }: { config: PieceSetConfig, request: UpdatePieceSetRequestBody['r	CODE
LOW⚡	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	5	function dropUnavailableActionsInLatestPieceVersion({ actions, actionExists }: { actions: ActionsGroupedByPiece, actionE	CODE
LOW⚡	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	9	function removeExcludedRequiredActions({ config, requiredActions }: { config: PieceSetConfig, requiredActions: ActionsGr	CODE
LOW⚡	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	13	function findExcludedRequiredActions({ config, requiredActions }: { config: PieceSetConfig, requiredActions: ActionsGrou	CODE
LOW⚡	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	17	function checkRequiredActionsExistInFlowVersion({ requiredActions, flowVersion, actionExists }: CheckRequiredActionsExis	CODE
LOW⚡	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	39	function buildRequiredActionsMissingErrorMessage(result: RequiredActionsCheckResult): string {	CODE
LOW⚡	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	47	function buildExcludedRequiredActionsErrorMessage(excludedRequiredActions: ActionsGroupedByPiece): string {	CODE
LOW⚡	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	57	function getPieceActionsInFlowVersion({ steps }: { steps: Step[] }): (ActionAndPieceNames & { stepName: string })[] {	CODE
LOW	…e/shared/src/lib/ee/piece-set/required-actions-util.ts	88	function concatPieceNameAndActionName(ref: ActionAndPieceNames): string {	CODE
LOW	packages/core/shared/src/lib/ee/audit-events/index.ts	714	export function summarizeApplicationEvent(event: ApplicationEvent) {	CODE
LOW	packages/core/shared/src/lib/ee/audit-events/index.ts	855	function convertUpdateActionToDetails(event: FlowUpdatedEvent) {	CODE
LOW	packages/core/shared/src/lib/ee/audit-events/index.ts	941	function describeAuditLogRetention({ days, instanceLimitDays }: { days: number \| null, instanceLimitDays: number \| null	CODE
LOW	packages/core/shared/src/lib/ee/audit-events/index.ts	948	function describeAuditLogRetentionPeriod(days: number): string {	CODE
LOW	…e/shared/src/lib/management/platform/platform.model.ts	85	export function getConcurrentJobsLimitForCloudPlan(planName: string \| null \| undefined): number {	CODE
LOW	…s/core/shared/src/lib/management/ai-providers/index.ts	249	export function getEffectiveProviderAndModel({	CODE
LOW	…s/core/shared/src/lib/management/ai-providers/index.ts	285	export function splitCloudflareGatewayModelId(modelId: string): {	CODE
LOW	packages/core/execution/src/lib/flow-run/flow-run.ts	10	export function truncateFailedStepMessage(	CODE
LOW	…ges/core/execution/src/lib/flow-run/waitpoint/index.ts	19	export function barrierReleasesOnLastPendingSignal({ policy, sealed }: BarrierReleaseShapeParams): boolean {	CODE
LOW	…ages/core/execution/src/lib/engine/engine-operation.ts	240	export function normalizeToolOutputToExecuteResponse(	CODE
LOW	…/core/execution/src/lib/flows/util/flow-canvas-util.ts	104	function computeRouterChildOffsets(	CODE
LOW	…/core/execution/src/lib/flows/util/flow-canvas-util.ts	120	function mergeBranchedChildBoundingBoxes(	CODE
LOW	…/core/execution/src/lib/flows/util/flow-canvas-util.ts	142	function boundingBoxToLayoutDimensions(b: CanvasBoundingBox): { width: number, left: number, right: number } {	CODE
LOW	…/core/execution/src/lib/flows/util/flow-canvas-util.ts	172	function getContinueOnFailureBranchPair(step: CodeAction \| PieceAction): (FlowAction \| undefined)[] {	CODE
LOW	…re/execution/src/lib/flows/util/flow-structure-util.ts	198	function hasContinueOnFailureBranches(step: Step): step is CodeAction \| PieceAction {	CODE
LOW	…re/execution/src/lib/flows/util/flow-structure-util.ts	241	function getAllNextActionsWithoutChildren(start: Step): Step[] {	CODE
LOW	…re/execution/src/lib/flows/util/flow-structure-util.ts	254	function extractConnectionIdsFromAuth(auth: string): string[] {	CODE
LOW⚡	…core/execution/src/lib/flows/operations/import-flow.ts	8	function createDeleteActionOperation(actionName: string): FlowOperationRequest {	CODE
LOW⚡	…core/execution/src/lib/flows/operations/import-flow.ts	15	function createUpdateTriggerOperation(trigger: FlowTrigger): FlowOperationRequest {	CODE
LOW⚡	…core/execution/src/lib/flows/operations/import-flow.ts	22	function createChangeNameOperation(displayName: string): FlowOperationRequest {	CODE
LOW	…core/execution/src/lib/flows/operations/import-flow.ts	134	function removeAnySubsequentAction(action: FlowAction): FlowAction {	CODE
LOW	…/core/execution/src/lib/flows/operations/add-action.ts	123	function handleContinueOnFailureBranches(parentStep: Step, request: AddActionRequest): Step {	CODE
LOW⚡	packages/core/execution/src/lib/flows/actions/action.ts	196	function buildBranchTextConditionValid(addMinLength: boolean) {	CODE
LOW⚡	packages/core/execution/src/lib/flows/actions/action.ts	205	function buildBranchNumberConditionValid(addMinLength: boolean) {	CODE
LOW⚡	packages/core/execution/src/lib/flows/actions/action.ts	213	function buildBranchDateConditionValid(addMinLength: boolean) {	CODE
LOW⚡	packages/core/execution/src/lib/flows/actions/action.ts	221	function buildBranchSingleValueConditionValid(addMinLength: boolean) {	CODE
LOW⚡	packages/core/execution/src/lib/flows/actions/action.ts	228	function buildBranchConditionValid(addMinLength: boolean) {	CODE
LOW	packages/core/formula/src/lib/formula-evaluator.ts	428	function findMatchingSquareBracket(text: string, openPos: number): number {	CODE
LOW⚡	…i-providers/src/lib/create-cloudflare-gateway-model.ts	11	export function createCloudflareGatewayModel(params: CreateCloudflareGatewayModelParams & { isImage: true }): ImageModel	CODE
LOW⚡	…i-providers/src/lib/create-cloudflare-gateway-model.ts	12	export function createCloudflareGatewayModel(params: CreateCloudflareGatewayModelParams & { isImage?: false }): Language	CODE
LOW⚡	…i-providers/src/lib/create-cloudflare-gateway-model.ts	13	export function createCloudflareGatewayModel({ credentials, modelId, isImage = false, routing = 'compat', metadata, onOu	CODE
LOW	…i-providers/src/lib/create-cloudflare-gateway-model.ts	87	function withoutAuthorizationHeader(delegate: typeof globalThis.fetch \| undefined): typeof globalThis.fetch {	CODE
LOW	…ges/core/ai-providers/src/lib/create-language-model.ts	176	function stripDefaultAuthorization({ headers, delegate }: {	CODE
LOW	…ges/core/ai-providers/src/lib/create-language-model.ts	220	async function generateWithAutoToolChoice({ params, model }: MiddlewareCall): Promise<GenerateResult> {	CODE
LOW	…ges/core/ai-providers/src/lib/create-language-model.ts	288	function createOpenRouterChatModel({ apiKey, modelId, options }: {	CODE
LOW	…ges/core/ai-providers/src/lib/create-language-model.ts	300	export function buildOpenAICompatibleHeaders({ apiKeyHeader, apiKey, defaultHeaders, extraHeaders }: {	CODE
LOW	…ckages/web/test/app/builder/flow-canvas/hooks.test.tsx	639	function DraftPushWatcherWithFlowLock() {	CODE
LOW	…ckages/web/test/app/builder/flow-canvas/hooks.test.tsx	654	function ReconnectAndReturnWatcher() {	CODE
726 more matches not shown…

Fake / Example Data436 hits · 456 pts

Severity	File	Line	Snippet	Context
LOW	.agents/rules/mintlify.md	121	-d '{"name": "John Doe", "email": "john@example.com"}'	CODE
LOW	.agents/rules/mintlify.md	129	"name": "John Doe",	CODE
LOW	.agents/skills/agent-browser/SKILL.md	23	agent-browser fill @e1 "user@example.com"	CODE
LOW	.agents/skills/agent-browser/SKILL.md	39	agent-browser fill @e1 "user@example.com" && agent-browser fill @e2 "password123" && agent-browser click @e3	CODE
LOW	.agents/skills/agent-browser/SKILL.md	110	agent-browser fill @e1 "Jane Doe"	CODE
LOW	…ents/skills/agent-browser/references/authentication.md	31	agent-browser fill @e1 "user@example.com"	CODE
LOW	…ents/skills/agent-browser/references/authentication.md	50	agent-browser fill @e1 "user@example.com"	CODE
LOW	…ents/skills/agent-browser/references/authentication.md	107	agent-browser fill @e1 "user@example.com"	CODE
LOW	…gents/skills/agent-browser/references/snapshot-refs.md	72	agent-browser fill @e10 "user@example.com"	CODE
LOW	…/skills/agent-browser/references/session-management.md	29	agent-browser --session auth fill @e1 "user@example.com"	CODE
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	32	# agent-browser fill @e1 "John Doe" # Text input	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	33	# agent-browser fill @e2 "user@example.com" # Email input	COMMENT
LOW	…ents/skills/mcp-builder/reference/python_mcp_server.md	306	"name": str, # Full name (e.g., "John Doe")	STRING
LOW	…ents/skills/mcp-builder/reference/python_mcp_server.md	572	return {"id": user_id, "name": "John Doe", "email": "john@example.com"}	CODE
LOW	.agents/skills/mcp-builder/reference/node_mcp_server.md	173	"name": string, // Full name (e.g., "John Doe")	CODE
LOW⚡	.agents/skills/piece-builder/output-quality.md	11	user: { name: 'Jane Doe', email: 'jane@example.com' },	CODE
LOW⚡	.agents/skills/piece-builder/output-quality.md	12	company: { name: 'Acme Inc', industry: 'Tech' },	CODE
LOW⚡	.agents/skills/piece-builder/output-quality.md	20	user_name: 'Jane Doe',	CODE
LOW⚡	.agents/skills/piece-builder/output-quality.md	22	company_name: 'Acme Inc',	CODE
LOW	.agents/skills/piece-builder/output-quality.md	34	{ name: 'Alice', email: 'alice@x.com', phone: '555-1234' },	CODE
LOW	.agents/skills/piece-builder/output-quality.md	40	{ name: 'Alice', email: 'alice@x.com', phone: '555-1234' },	CODE
LOW	.agents/skills/playwright-e2e-testing/SKILL.md	195	await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com');	CODE
LOW	.agents/skills/playwright-e2e-testing/SKILL.md	235	await form.locator('input[name="email"]').fill('user@example.com');	CODE
LOW	.agents/skills/playwright-e2e-testing/SKILL.md	363	await page.fill('input[name="email"]', 'user@example.com');	CODE
LOW	.agents/skills/playwright-e2e-testing/SKILL.md	633	{ id: 1, name: 'John Doe' },	CODE
LOW	.agents/skills/playwright-e2e-testing/SKILL.md	641	await expect(page.locator('.user-list')).toContainText('John Doe');	CODE
LOW	.agents/skills/playwright-e2e-testing/SKILL.md	1005	await signUp(page, 'test@test.com'); // Conflicts in parallel	CODE
LOW	docs/openapi.json	1	{"openapi":"3.1.0","info":{"title":"Activepieces Documentation","version":"0.0.0"},"components":{"securitySchemes":{"api	CODE
LOW	…es/core/shared/test/formula/function-evaluator.test.ts	80	expect(result('extract_email("contact me at foo@bar.com today")')).toBe('foo@bar.com'))	CODE
LOW	packages/core/execution/test/flow/cof-branches.test.ts	214	const trigger = buildCodeAction({ name: 'placeholder' })	CODE
LOW	packages/core/execution/test/flow/cof-branches.test.ts	225	parentStep: 'placeholder',	CODE
LOW	…est/app/routes/platform/security/sso/sso-page.test.tsx	1201	screen.getByLabelText('IDP Metadata').getAttribute('placeholder'),	CODE
LOW	…est/app/routes/platform/security/sso/sso-page.test.tsx	1204	screen.getByLabelText('IDP Certificate').getAttribute('placeholder'),	CODE
LOW	…onents/custom/smart-output-viewer/format-value.test.ts	133	expect(isSafeEmail('user@example.com')).toBe(true);	CODE
LOW	…/src/app/builder/piece-properties/properties-utils.tsx	400	'placeholder' in property ? property.placeholder : undefined	CODE
LOW	…/src/app/builder/piece-properties/properties-utils.tsx	418	'placeholder' in property ? property.placeholder : undefined	CODE
LOW	…s/core/word-documents/src/lib/actions/fill-template.ts	258	return part.type === 'placeholder';	CODE
LOW	…pieces/core/csv/src/lib/actions/convert-json-to-csv.ts	27	street: '123 Main St',	CODE
LOW	…pieces/core/csv/src/lib/actions/convert-json-to-csv.ts	35	street: '123 Main St',	CODE
LOW	…ges/pieces/community/cal-com/src/lib/triggers/index.ts	30	name: 'John Doe',	CODE
LOW	…ges/pieces/community/cal-com/src/lib/triggers/index.ts	79	name: 'John Doe',	CODE
LOW	…ges/pieces/community/cal-com/src/lib/triggers/index.ts	155	name: 'John Doe',	CODE
LOW	…/pieces/community/granola/src/lib/triggers/new-note.ts	57	owner_name: 'Jane Doe',	CODE
LOW	…ces/community/granola/src/lib/triggers/updated-note.ts	60	owner_name: 'Jane Doe',	CODE
LOW	…pieces/community/time-ops/src/lib/triggers/new-user.ts	58	name: 'John Doe',	CODE
LOW	packages/pieces/community/drip/test/legacy.test.ts	79	expect(result).not.toHaveProperty('placeholder');	CODE
LOW	…/community/zendesk-sell/src/lib/actions/create_lead.ts	59	description: 'An object containing address details (e.g., {"line1": "123 Main St", "city": "Anytown"}).',	CODE
LOW	…llout-forms/src/lib/triggers/new-form-response.test.ts	13	value: 'John Doe',	CODE
LOW	…ty/fillout-forms/src/lib/triggers/new-form-response.ts	85	value: 'John Doe',	CODE
LOW	…s/pieces/community/moxie-crm/src/lib/triggers/index.ts	117	commentUserName: 'Jane Doe',	CODE
LOW	…/src/lib/triggers/booking-canceled-then-rescheduled.ts	53	company: 'Acme Inc',	CODE
LOW	…/src/lib/triggers/booking-canceled-then-rescheduled.ts	66	street_address: '123 Main Street',	CODE
LOW	…ity/oncehub/src/lib/triggers/conversation-abandoned.ts	40	company: 'Acme Inc',	CODE
LOW	…ity/oncehub/src/lib/triggers/conversation-abandoned.ts	53	street_address: '123 Main Street',	CODE
LOW	…unity/oncehub/src/lib/triggers/conversation-started.ts	40	company: 'Acme Inc',	CODE
LOW	…unity/oncehub/src/lib/triggers/conversation-started.ts	53	street_address: '123 Main Street',	CODE
LOW	…community/oncehub/src/lib/triggers/booking-canceled.ts	52	company: 'Acme Inc',	CODE
LOW	…community/oncehub/src/lib/triggers/booking-canceled.ts	65	street_address: '123 Main Street',	CODE
LOW	…ommunity/oncehub/src/lib/triggers/booking-scheduled.ts	53	company: 'Acme Inc',	CODE
LOW	…ommunity/oncehub/src/lib/triggers/booking-scheduled.ts	66	street_address: '123 Main Street',	CODE
376 more matches not shown…

Hallucination Indicators17 hits · 170 pts

Severity	File	Line	Snippet	Context
CRITICAL	…s/pieces/community/xero/test/upload-attachment.test.ts	14	const options = xeroUploadAttachment.props.resource_type.options.options.map((option) => option.value);	CODE
CRITICAL	…munity/shopify/src/lib/actions/ai/add-product-media.ts	89	const existingIds = new Set(before.data.product.media.nodes.map((node) => node.id));	CODE
CRITICAL	…/pieces/community/hubspot/src/lib/triggers/new-task.ts	34	const response = await client.crm.objects.tasks.searchApi.doSearch({	CODE
CRITICAL	…kages/pieces/community/hubspot/src/lib/common/props.ts	779	const associationLabels = await client.crm.associations.v4.schema.definitionsApi.getAll(	CODE
CRITICAL	…kages/pieces/community/hubspot/src/lib/common/props.ts	954	const response = await client.cms.blogs.authors.blogAuthorsApi.getPage(	CODE
CRITICAL	…community/hubspot/src/lib/actions/find-associations.ts	62	const response = await client.crm.associations.v4.basicApi.getPage(	CODE
CRITICAL	…mmunity/hubspot/src/lib/actions/create-associations.ts	90	const associationLabels = await client.crm.associations.v4.schema.definitionsApi.getAll(	CODE
CRITICAL	…mmunity/hubspot/src/lib/actions/create-associations.ts	110	const response = await client.crm.associations.v4.batchApi.create(	CODE
CRITICAL	…mmunity/hubspot/src/lib/actions/remove-associations.ts	90	const associationLabels = await client.crm.associations.v4.schema.definitionsApi.getAll(	CODE
CRITICAL	…mmunity/hubspot/src/lib/actions/remove-associations.ts	110	const response = await client.crm.associations.v4.batchApi.archiveLabels(	CODE
CRITICAL	…ieces/community/bluesky/src/lib/actions/delete-list.ts	45	await agent.app.bsky.graph.list.delete({ repo: me, rkey: ref.rkey });	CODE
CRITICAL	…eces/community/bluesky/src/lib/actions/unblock-user.ts	35	await agent.app.bsky.graph.block.delete({ repo: me, rkey: parsed.rkey });	CODE
CRITICAL	…pieces/community/bluesky/src/lib/actions/block-user.ts	38	(await agent.app.bsky.graph.block.create({ repo: me }, { subject: profile.did, createdAt: new Date().toISOStri	CODE
CRITICAL	…unity/bluesky/src/lib/actions/remove-user-from-list.ts	47	await agent.app.bsky.graph.listitem.delete({ repo: me, rkey });	CODE
CRITICAL	…ieces/community/bluesky/src/lib/actions/create-list.ts	58	const response = await agent.app.bsky.graph.list.create(	CODE
CRITICAL	…/community/bluesky/src/lib/actions/add-user-to-list.ts	38	const response = await agent.app.bsky.graph.listitem.create({ repo: me }, { subject: did, list: list.uri, create	CODE
CRITICAL	…rver/worker/test/lib/execute/jobs/execute-flow.test.ts	348	const reported = ctx.apiClient.uploadRunLog.mock.calls.at(-1)[0]	CODE

Decorative Section Separators47 hits · 146 pts

Severity	File	Line	Snippet	Context
MEDIUM	deploy/activepieces-helm/values.yaml	133	# ============================================================================	COMMENT
MEDIUM	deploy/activepieces-helm/values.yaml	145	# ============================================================================	COMMENT
MEDIUM	deploy/activepieces-helm/values.yaml	159	# ============================================================================	COMMENT
MEDIUM	deploy/activepieces-helm/values.yaml	169	# ============================================================================	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	32	# ================================================================	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	34	# ================================================================	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	54	# ================================================================	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	56	# ================================================================	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	76	# ================================================================	COMMENT
MEDIUM	…kills/agent-browser/templates/authenticated-session.sh	78	# ================================================================	COMMENT
MEDIUM⚡	…ckages/core/piece-types/src/lib/execution-contracts.ts	10	// ── store-entry ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ckages/core/piece-types/src/lib/execution-contracts.ts	13	// ── piece version patterns ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	…ckages/core/piece-types/src/lib/execution-contracts.ts	21	// ── piece package ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/core/piece-types/src/lib/execution-contracts.ts	55	// ── trigger source / schedule ──────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/core/piece-types/src/lib/execution-contracts.ts	89	// ── file ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ckages/core/piece-types/src/lib/execution-contracts.ts	140	// ── user (meta) ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…es/pieces/community/dataforb2b/src/lib/common/index.ts	6	// ─── Authentication ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…es/pieces/community/dataforb2b/src/lib/common/index.ts	39	// ─── Shared request helpers ──────────────────────────────────────────────────	COMMENT
MEDIUM	…es/pieces/community/dataforb2b/src/lib/common/index.ts	72	// ─── Operators ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…es/pieces/community/dataforb2b/src/lib/common/index.ts	103	// ─── Filter fields ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…es/pieces/community/dataforb2b/src/lib/common/index.ts	200	// ─── Shared props & condition builder ────────────────────────────────────────	COMMENT
MEDIUM	…es/pieces/community/dataforb2b/src/lib/common/index.ts	306	// ─── Typeahead ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/linkupapi/src/lib/common/index.ts	6	// ─── Authentication ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/linkupapi/src/lib/common/index.ts	40	// ─── Shared props ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/linkupapi/src/lib/common/index.ts	49	// ─── Request helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/amazon-textract/src/lib/common.ts	14	// ─── Output Types ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/amazon-textract/src/lib/common.ts	108	// ─── Client Factory ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/amazon-textract/src/lib/common.ts	187	// ─── Document Input Builder ───────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/amazon-textract/src/lib/common.ts	205	// ─── Block Tree Parsers ───────────────────────────────────────────────────────	COMMENT
MEDIUM	…ges/pieces/community/amazon-textract/src/lib/common.ts	553	// ─── Error Formatter ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	761	// ── Fix 1: Step output reference format ───────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	828	// ── Fix 2: Sample data preservation on trigger updates ────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	905	// ── Fix 3: Dynamic property resolution ────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	948	// ── Real-world agent scenarios (from MCP comparison report) ───────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	1233	// ── ap_build_flow — batch flow creation ──────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	1454	// ── ap_flow_structure — step input visibility ────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	1562	// ── ap_duplicate_flow ────────────────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	1699	// ── ap_update_branch ─────────────────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2031	// ── ARRAY item schema exposure ───────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2053	// ── ap_list_flows with filters ───────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2086	// ── ROUTER validation UX ─────────────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2122	// ── Published flow warning ────────────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2165	// ── Error sanitization ───────────────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2183	// ── Router branch condition validation ───────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2458	// ── ap_run_action ────────────────────────────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2549	// ── Private (CUSTOM) pieces visibility ───────────────────────────	COMMENT
MEDIUM	…s/server/api/test/integration/ce/mcp/mcp-tools.test.ts	2699	// ── Flow attribution (createdBy / ownerId) ───────────────────────	COMMENT

Structural Annotation Overuse68 hits · 125 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	20	# Step 1: Navigate to form	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	24	# Step 2: Snapshot to discover form elements	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	29	# Step 3: Fill form fields (customize these refs based on snapshot output)	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	46	# Step 4: Wait for submission	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	50	# Step 5: Verify result	COMMENT
LOW	.agents/skills/analyze-logs/SKILL.md	99	### Step 1: Read the most recent log file	COMMENT
LOW	.agents/skills/analyze-logs/SKILL.md	103	### Step 2: Identify the relevant events	COMMENT
LOW	.agents/skills/analyze-logs/SKILL.md	114	### Step 3: Analyze and explain	COMMENT
LOW⚡	.agents/skills/mcp-builder/reference/evaluation.md	176	### Step 1: Documentation Inspection	COMMENT
LOW⚡	.agents/skills/mcp-builder/reference/evaluation.md	184	### Step 2: Tool Inspection	COMMENT
LOW⚡	.agents/skills/mcp-builder/reference/evaluation.md	191	### Step 3: Developing Understanding	COMMENT
LOW⚡	.agents/skills/mcp-builder/reference/evaluation.md	200	### Step 4: Read-Only Content Inspection	COMMENT
LOW	.agents/skills/mcp-builder/reference/evaluation.md	214	### Step 5: Task Generation	COMMENT
LOW⚡	.agents/skills/piece-builder/SKILL.md	22	### Step 1: RESEARCH	COMMENT
LOW⚡	.agents/skills/piece-builder/SKILL.md	29	### Step 2: PLAN	COMMENT
LOW⚡	.agents/skills/piece-builder/SKILL.md	36	### Step 3: SCAFFOLD	COMMENT
LOW	.agents/skills/piece-builder/SKILL.md	56	### Step 4: IMPLEMENT	COMMENT
LOW	.agents/skills/piece-builder/SKILL.md	75	### Step 5: WIRE & VERIFY	COMMENT
LOW⚡	…munity/microsoft-excel-365/src/lib/actions/find-row.ts	100	// Step 1: Apply the filter to the specified column	COMMENT
LOW⚡	…munity/microsoft-excel-365/src/lib/actions/find-row.ts	105	// Step 2: Get the visible rows (i.e., the filtered results)	COMMENT
LOW⚡	…munity/microsoft-excel-365/src/lib/actions/find-row.ts	113	// Step 3: Clear the filter to restore the table to its original state.	COMMENT
LOW⚡	…icrosoft-excel-365/src/lib/actions/create-worksheet.ts	54	// Step 1: Create the new worksheet	COMMENT
LOW⚡	…icrosoft-excel-365/src/lib/actions/create-worksheet.ts	61	// Step 2: If headers are provided, add them and create a table from them	COMMENT
LOW	…munity/simplyprint/src/lib/actions/upload-to-folder.ts	75	// Step 1: stage the bytes via files.simplyprint.io to get a hex fileId.	COMMENT
LOW	…munity/simplyprint/src/lib/actions/upload-to-folder.ts	99	// Step 2: commit the staged file into the user file system at folderId.	COMMENT
LOW	…tions/create-document-from-template-and-send-invite.ts	116	// Step 1: Create document from template	COMMENT
LOW	…tions/create-document-from-template-and-send-invite.ts	139	// Step 2: Send free form invite	COMMENT
LOW	…create-document-group-from-template-and-send-invite.ts	108	// Step 1: Create document group from template	COMMENT
LOW	…create-document-group-from-template-and-send-invite.ts	137	// Step 2: Build invite_steps by grouping signers by their order/step	COMMENT
LOW	…create-document-group-from-template-and-send-invite.ts	194	// Step 3: Send document group invite	COMMENT
LOW	…e-document-from-template-and-send-role-based-invite.ts	133	// Step 1: Create document from template	COMMENT
LOW	…e-document-from-template-and-send-role-based-invite.ts	156	// Step 2: Send role-based field invite	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	14	### Step 1: Publish Your Flow in ActivePieces	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	19	### Step 2: Access Toggl Track Webhooks	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	24	### Step 3: Configure the Webhook	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	33	### Step 4: Complete Setup	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	38	### Step 5: Verification	COMMENT
LOW	packages/pieces/community/toggl-track/src/i18n/zh.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/nl.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/ja.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/de.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/pt.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/fr.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	…pieces/community/toggl-track/src/i18n/translation.json	302	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/es.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	28	// Step 1: Determine Content-Type from filename using the mime-types library	COMMENT
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	31	// Step 2: Get a Signed URL from the Cody API	COMMENT
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	38	// Step 3: Upload the actual file data to the signed URL	COMMENT
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	41	// Step 4: Finalize the document creation in Cody	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	35	// Step 1: Determine Content-Type from filename using the mime-types library	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	38	// Step 2: Get a Signed URL from the Cody API	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	45	// Step 3: Upload the actual file data to the signed URL	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	48	// Step 4: Finalize the document creation in Cody	COMMENT
LOW	…munity/salesforce/src/lib/trigger/new-case-in-queue.ts	113	// Step 2: Fetch full Case records in sequential batches of 200 (FIELDS(ALL) limit).	COMMENT
LOW	…ity/teamwork/src/lib/actions/upload-file-to-project.ts	93	// Step 1: Get presigned URL	COMMENT
LOW	…ity/teamwork/src/lib/actions/upload-file-to-project.ts	104	// Step 2: Upload file to S3	COMMENT
LOW	…ity/teamwork/src/lib/actions/upload-file-to-project.ts	115	// Step 3: Finalize file upload	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	786	// Step 1: IdP creates users	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	818	// Step 2: IdP creates an "Engineering" group with both users	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	838	// Step 3: IdP removes Bob from the group	COMMENT
8 more matches not shown…

Verbosity Indicators55 hits · 100 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	20	# Step 1: Navigate to form	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	24	# Step 2: Snapshot to discover form elements	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	29	# Step 3: Fill form fields (customize these refs based on snapshot output)	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	46	# Step 4: Wait for submission	COMMENT
LOW⚡	…ents/skills/agent-browser/templates/form-automation.sh	50	# Step 5: Verify result	COMMENT
LOW⚡	…munity/microsoft-excel-365/src/lib/actions/find-row.ts	100	// Step 1: Apply the filter to the specified column	COMMENT
LOW⚡	…munity/microsoft-excel-365/src/lib/actions/find-row.ts	105	// Step 2: Get the visible rows (i.e., the filtered results)	COMMENT
LOW⚡	…munity/microsoft-excel-365/src/lib/actions/find-row.ts	113	// Step 3: Clear the filter to restore the table to its original state.	COMMENT
LOW⚡	…icrosoft-excel-365/src/lib/actions/create-worksheet.ts	54	// Step 1: Create the new worksheet	COMMENT
LOW⚡	…icrosoft-excel-365/src/lib/actions/create-worksheet.ts	61	// Step 2: If headers are provided, add them and create a table from them	COMMENT
LOW	…munity/simplyprint/src/lib/actions/upload-to-folder.ts	75	// Step 1: stage the bytes via files.simplyprint.io to get a hex fileId.	COMMENT
LOW	…munity/simplyprint/src/lib/actions/upload-to-folder.ts	99	// Step 2: commit the staged file into the user file system at folderId.	COMMENT
LOW	…tions/create-document-from-template-and-send-invite.ts	116	// Step 1: Create document from template	COMMENT
LOW	…tions/create-document-from-template-and-send-invite.ts	139	// Step 2: Send free form invite	COMMENT
LOW	…create-document-group-from-template-and-send-invite.ts	108	// Step 1: Create document group from template	COMMENT
LOW	…create-document-group-from-template-and-send-invite.ts	137	// Step 2: Build invite_steps by grouping signers by their order/step	COMMENT
LOW	…create-document-group-from-template-and-send-invite.ts	194	// Step 3: Send document group invite	COMMENT
LOW	…e-document-from-template-and-send-role-based-invite.ts	133	// Step 1: Create document from template	COMMENT
LOW	…e-document-from-template-and-send-role-based-invite.ts	156	// Step 2: Send role-based field invite	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	14	### Step 1: Publish Your Flow in ActivePieces	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	19	### Step 2: Access Toggl Track Webhooks	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	24	### Step 3: Configure the Webhook	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	33	### Step 4: Complete Setup	COMMENT
LOW⚡	…ity/toggl-track/src/lib/common/webhook-instructions.ts	38	### Step 5: Verification	COMMENT
LOW	packages/pieces/community/toggl-track/src/i18n/zh.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/nl.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/ja.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/de.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/pt.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/fr.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	…pieces/community/toggl-track/src/i18n/translation.json	302	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW	packages/pieces/community/toggl-track/src/i18n/es.json	300	"\n## Setup Instructions\n\nIMPORTANT: Publish Your Flow First\n\nBefore you can set up the webhook in Toggl Track	CODE
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	28	// Step 1: Determine Content-Type from filename using the mime-types library	COMMENT
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	31	// Step 2: Get a Signed URL from the Cody API	COMMENT
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	38	// Step 3: Upload the actual file data to the signed URL	COMMENT
LOW⚡	…s/pieces/community/cody/src/lib/actions/upload-file.ts	41	// Step 4: Finalize the document creation in Cody	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	35	// Step 1: Determine Content-Type from filename using the mime-types library	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	38	// Step 2: Get a Signed URL from the Cody API	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	45	// Step 3: Upload the actual file data to the signed URL	COMMENT
LOW⚡	…es/community/cody/src/lib/actions/upload-file-to-kb.ts	48	// Step 4: Finalize the document creation in Cody	COMMENT
LOW	…munity/salesforce/src/lib/trigger/new-case-in-queue.ts	113	// Step 2: Fetch full Case records in sequential batches of 200 (FIELDS(ALL) limit).	COMMENT
LOW	…ity/teamwork/src/lib/actions/upload-file-to-project.ts	93	// Step 1: Get presigned URL	COMMENT
LOW	…ity/teamwork/src/lib/actions/upload-file-to-project.ts	104	// Step 2: Upload file to S3	COMMENT
LOW	…ity/teamwork/src/lib/actions/upload-file-to-project.ts	115	// Step 3: Finalize file upload	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	786	// Step 1: IdP creates users	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	818	// Step 2: IdP creates an "Engineering" group with both users	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	838	// Step 3: IdP removes Bob from the group	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	857	// Step 4: IdP deactivates Bob (offboarding)	COMMENT
LOW	…kages/server/api/test/integration/ee/scim/scim.test.ts	875	// Step 5: Verify final state	COMMENT
LOW⚡	…/migration/postgres/1769084311004-AddEventStreaming.ts	37	// Step 1: Add the column with a nullable constraint temporarily	COMMENT
LOW⚡	…/migration/postgres/1769084311004-AddEventStreaming.ts	42	// Step 2: Set all current rows to false	COMMENT
LOW⚡	…/migration/postgres/1769084311004-AddEventStreaming.ts	47	// Step 3: Alter the column to not null	COMMENT
LOW⚡	…migration/postgres/1710098373707-AddAuthorsToPieces.ts	7	// Step 1: Add the column "authors" with a varying array type	COMMENT
LOW⚡	…migration/postgres/1710098373707-AddAuthorsToPieces.ts	13	// Step 2: Set the existing data in "authors" to an empty array	COMMENT
LOW⚡	…migration/postgres/1710098373707-AddAuthorsToPieces.ts	19	// Step 3: Add the NOT NULL constraint to the "authors" column	COMMENT

Over-Commented Block41 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/docker-compose.ci.yml	1	# CI-only override layered on top of docker-compose.yml.	COMMENT
LOW	benchmark/docker-compose.workerpool.yml	1	# Worker-is-the-sandbox benchmark (ADR 0003): N worker replicas, each its own container capped at	COMMENT
LOW	benchmark/setup.ts	1	#!/usr/bin/env bun	COMMENT
LOW	benchmark/run-local.sh	1	#!/usr/bin/env bash	COMMENT
LOW	deploy/activepieces-helm/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	deploy/activepieces-helm/values-openshift.yaml	1	# Overlay for OpenShift 4.x under the default `restricted-v2` SCC.	COMMENT
LOW	deploy/activepieces-helm/values.yaml	41	podSecurityContext: {}	COMMENT
LOW	deploy/activepieces-helm/values.yaml	81	# We usually recommend not to specify default resources and to leave this as a conscious	COMMENT
LOW	deploy/activepieces-helm/values.yaml	141	# AP_POSTGRES_DATABASE=activepieces	COMMENT
LOW	deploy/activepieces-helm/values.yaml	161	# Set enabled=true to deploy a bundled Redis instance.	COMMENT
LOW	…nts/skills/agent-browser/templates/capture-workflow.sh	1	#!/bin/bash	COMMENT
LOW	…ents/skills/agent-browser/templates/form-automation.sh	1	#!/bin/bash	COMMENT
LOW	…ents/skills/agent-browser/templates/form-automation.sh	21	agent-browser open "$FORM_URL"	COMMENT
LOW	…kills/agent-browser/templates/authenticated-session.sh	1	#!/bin/bash	COMMENT
LOW	…kills/agent-browser/templates/authenticated-session.sh	81	#	COMMENT
LOW	…kills/agent-browser/templates/authenticated-session.sh	101	# # Save state for future runs	COMMENT
LOW	smoke-test/verify-perf.sh	1	#!/usr/bin/env bash	COMMENT
LOW	packages/core/utils/src/lib/mustache-utils.ts	1	// Extracts `{{ ... }}` tokens from a string using brace counting rather than a	COMMENT
LOW	…p/routes/chat-with-ai/components/assistant-message.tsx	281	!hasSkeletonAfter &&	COMMENT
LOW	…ntication/components/auth-landing/auth-drawer-body.tsx	81	// Steps cross-fade instead of snapping, and the card animates to the new	COMMENT
LOW	…es/framework/src/lib/property/authentication/common.ts	21	// (e.g. the account email, or Slack's "display-name (workspace)"), shown in	COMMENT
LOW	…eces/community/webflow/src/lib/actions/refund-order.ts	21	// required: false,	COMMENT
LOW	…quickbooks-desktop-conductor/src/lib/common/polling.ts	1	import { HttpMethod } from '@activepieces/pieces-common';	COMMENT
LOW	…soft-excel-365/src/lib/actions/append-multiple-rows.ts	61	// if (	COMMENT
LOW	…soft-excel-365/src/lib/actions/append-multiple-rows.ts	81	// } = {};	COMMENT
LOW	…community/simplyprint/src/lib/common/chunked-upload.ts	1	// Pure, framework-free driver for the SimplyPrint files.simplyprint.io	COMMENT
LOW	…es/community/simplyprint/src/lib/actions/assign-tag.ts	61	const subjects = context.propsValue.subjectIds ?? [];	COMMENT
LOW	…central/src/lib/common/props/salesQuoteLines.entity.ts	21	options: [	COMMENT
LOW	…central/src/lib/common/props/salesOrderLines.entity.ts	21	options: [	COMMENT
LOW	…ntral/src/lib/common/props/salesInvoiceLines.entity.ts	21	options: [	COMMENT
LOW	…eces/community/convertkit/src/lib/common/tags/index.ts	221	},	COMMENT
LOW	…eces/community/convertkit/src/lib/common/tags/index.ts	241	// let optionsFnRef: any;	COMMENT
LOW	…ages/pieces/community/useinbox/src/lib/common/props.ts	361	},	COMMENT
LOW	…ages/pieces/community/useinbox/src/lib/common/props.ts	381	// auth: auth as BasicAuthValue,	COMMENT
LOW	…ages/pieces/community/useinbox/src/lib/common/props.ts	401	// options: data.map((f) => ({	COMMENT
LOW	…eces/community/recall-ai/src/lib/actions/create-bot.ts	21	displayName: 'Bot Name',	COMMENT
LOW	…eces/community/recall-ai/src/lib/actions/create-bot.ts	41	// description:	COMMENT
LOW	…eces/community/recall-ai/src/lib/actions/create-bot.ts	61	// }),	COMMENT
LOW	…eces/community/recall-ai/src/lib/actions/create-bot.ts	101	// body['chat'] = chat;	COMMENT
LOW	…pi/src/app/workers/job-queue/job-assignment-tracker.ts	1	import { isNil } from '@activepieces/core-utils'	COMMENT
LOW	…ker/src/lib/execute/jobs/ee/agent/execute-agent-run.ts	21	const APPROVAL_BLOCK_MS = 50_000	COMMENT

Magic Placeholder Names5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	.agents/rules/mintlify.md	109	-H 'Authorization: Bearer YOUR_API_KEY'	CODE
HIGH	.agents/rules/mintlify.md	249	Bearer token for API authentication. Format: `Bearer YOUR_API_KEY`	CODE
HIGH	.agents/skills/mcp-builder/reference/evaluation.md	557	export ANTHROPIC_API_KEY=your_api_key	CODE
HIGH	packages/pieces/community/browserless/README.md	19	3. Your API endpoint URL (typically https://your-api-key.browserless.io)	CODE
HIGH	packages/pieces/community/browserless/README.md	25	3. Use your API endpoint URL in the format: `https://your-api-key.browserless.io`	CODE

AI Slop Vocabulary12 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	packages/pieces/community/mailchain/src/i18n/zh.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/nl.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/ja.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/de.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/ru.json	13	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/pt.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/fr.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	…s/pieces/community/mailchain/src/i18n/translation.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/vi.json	13	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/mailchain/src/i18n/es.json	12	"Getting Started with Mailchain:\n\nTo send emails using the Mailchain Protocol, you need to first create an accou	CODE
MEDIUM	packages/pieces/community/zuora/src/i18n/pt.json	14	"\n - Establish a Dedicated API User : Zuora recommends creating a distinct API user specifically for OAuth authe	CODE
MEDIUM	…kages/server/worker/test/lib/agent-eval/live/report.ts	10	lines.push(`# Chat harness — failure-mode scorecard (${label})`)	CODE

Slop Phrases9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	packages/web/public/locales/ja/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/pt/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/zh/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/zh-TW/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/nl/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/de/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/fr/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/es/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE
LOW	packages/web/public/locales/en/translation.json	2865	"Follow these instructions to get your Cloudflare AI Gateway API Key:\n1. Go to https://developers.cloudflare.com/ai-g	CODE

Excessive Try-Catch Wrapping6 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/mcp-builder/scripts/evaluation.py	74	except Exception as e:	CODE
MEDIUM	.agents/skills/mcp-builder/scripts/evaluation.py	75	print(f"Error parsing evaluation file {file_path}: {e}")	CODE
LOW	.agents/skills/mcp-builder/scripts/evaluation.py	118	except Exception as e:	CODE
MEDIUM	.agents/skills/mcp-builder/scripts/evaluation.py	340	print(f"Error: Evaluation file not found: {args.eval_file}")	STRING
MEDIUM	.agents/skills/mcp-builder/scripts/evaluation.py	356	print(f"Error: {e}")	STRING
LOW	…ents/skills/mcp-builder/reference/python_mcp_server.md	467	except Exception as e:	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ents/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

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

Severity	File	Line	Snippet	Context
HIGH	packages/core/utils/src/lib/deno.ts	394	print(${JSON.stringify(marker)} + JSON.stringify(payload));	CODE

AI Response Leakage1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ry-no-jargon--plain_language--2026-10-03T13-19-13.json	6	"transcript": "TOOL_CALL: ap_load_guide {\"topic\":\"build_flow\"}\nTOOL_RESULT: \"# Guide: Build an automation Load	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	deploy/activepieces-helm/values-openshift.yaml	19	# Set AP_EXECUTION_MODE to SANDBOX_CODE_ONLY (or UNSANDBOXED) in the	COMMENT
LOW	smoke-test/verify-memory.sh	106	# Print results table	COMMENT
LOW	.github/workflows/crowdin-pr-merger.yml	75	# Check if there are any changes	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/mcp-builder/scripts/connections.py	112		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	packages/web/src/features/forms/api/human-input-api.tsx	89	async function processData(	CODE

activepieces/activepieces

Open-Source Code Quality, Security and Technical Debt Review