AI Slop Code Risk Monitor

Devin-AXIS/iPolloWork

SlopCodeMonitor badge for Devin-AXIS/iPolloWork Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Enterprise-grade, local-first Agent Workbench for people and agent teams. A unified multi-engine workspace for Codex Harness, DeepSeek Harness, and OpenCode, with unified plugins and Skills, multi-agent projects and tasks, and editable code, documents, presentations, design, and video.

1.4 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for Devin-AXIS/iPolloWork, a TypeScript project with 7,336 GitHub stars. SynthScan examined 1,091,856 lines of code across 4673 source files, recording 1413 pattern matches distributed across 11 syntactic categories. The legacy adjusted pattern signal is 1.4 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

1.4
Adjusted Signal
1.4
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
7.3K
Stars
TypeScript
Language
1.1M
Lines of Code
4.7K
Files
1.4K
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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1358 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 20 finding(s).

Agent Over-Engineering Ratio 6.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1312 finding(s).

PR Review Velocity Impact 7.0/100 · LOW

Which changes need focused human review? 1413 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 2HIGH 3MEDIUM 63LOW 1345

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 1413 distinct pattern matches across 11 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 Identifiers1277 hits · 1285 pts
SeverityFileLineSnippetContext
LOWevals/support/component-validation-matrix.jsx49export function ComponentValidationMatrix() {CODE
LOW…gshu-ops/skills/xhs-ops-worker/app/src/verification.ts50export function prepareSessionVerification(db: OpsDatabase, accountId: number, sessionId: string, syncAnalytics = false)CODE
LOW…s/plugin-packages/ipollo-onto/src/ui/workspace-host.ts40export function publishWorkspaceSelection() {CODE
LOW…-packages/deepseek-harness/service/deepseek-harness.ts200export default async function createDeepSeekHarnessService(runtime: ServiceRuntime) {CODE
LOW…ugin-packages/deepseek-harness/service/dsh-headless.ts87function retryableWindowsLinkFailure(result: ProcessResult): boolean {CODE
LOW…n-packages/deepseek-harness/service/runtime-manager.ts221export async function latestOfficialRuntimeVersion(): Promise<string> {CODE
LOW…enerate-library/scripts/createComponentWithVariants.js36async function createComponentWithVariants(config, runId) {CODE
LOW…igma/skills/figma-use/references/component-patterns.md541async function getLocalComponentMetadata(componentId) {CODE
LOW…igma/skills/figma-use/references/component-patterns.md564async function getPublishedComponentMetadata(componentKey) {CODE
LOW…a/skills/figma-use/references/effect-style-patterns.md107function applyEffectStyleToMatchingNodes(styleId, nodeNamePattern) {CODE
LOW…skills/figma-use/references/plugin-api-standalone.d.ts210 * function someNestedFunctionCallThatClosesThePlugin() {COMMENT
LOW…figma/skills/figma-use/references/variable-patterns.md289async function listVariableCollectionsAndVariables() {CODE
LOW…gma/skills/figma-use/references/text-style-patterns.md181async function applyTextStyleToMatchingNodes(styleId, nodeNamePattern) {CODE
LOW…s/figma-use-figjam/references/position-figjam-nodes.md35async function placeNodeRelativeToOtherNode(existingNodeId, nodeToPosition) {CODE
LOW…ples/plugin-packages/media-studio/ui/image-studio.html854 function normalizedSelectionBounds() {CODE
LOW…ages/labelu-data-annotation/service/data-annotation.ts606function replaceAnnotationLabelValue(value: unknown, replacements: Map<string, string>): unknown {CODE
LOW…ages/labelu-data-annotation/service/data-annotation.ts817function trainingTemplateSummaries() {CODE
LOW…ages/labelu-data-annotation/service/data-annotation.ts825function trainingTemplateAssetPath(assetFile: string): string {CODE
LOW…ages/labelu-data-annotation/service/data-annotation.ts1078export default async function createDataAnnotationService(runtime: PluginRuntime) {CODE
LOWpackages/ui/src/common/paper.ts129export function getSeededPaperMeshGradientConfig(CODE
LOWpackages/ui/src/common/paper.ts156export function getSeededPaperGrainGradientConfig(CODE
LOWpackages/ui/src/common/paper.ts188export function resolvePaperMeshGradientConfig(CODE
LOWpackages/ui/src/common/paper.ts206export function resolvePaperGrainGradientConfig(CODE
LOWpackages/ui/src/react/descriptive-button.tsx46export function DescriptiveButtonDescription({ children, className, ...props }: DescriptiveButtonDescriptionProps) {CODE
LOWpackages/video-studio/src/bridge.ts69export function resolveVideoAiSelectionTarget(value: unknown): VideoAiSelectionTarget | null {CODE
LOWpackages/video-studio/src/bridge.ts84export function parseHyperframesAskAiMessage(value: unknown): VideoStudioSelection | null {CODE
LOWpackages/video-studio/src/bridge.ts104function parseVideoStudioSelection(value: unknown): VideoStudioSelection | null {CODE
LOWpackages/video-studio/src/bridge.ts122export function videoStudioDocumentPrompt(projectDirectory: string) {CODE
LOWpackages/video-studio/src/bridge.ts133export function videoStudioSelectionPrompt(projectDirectory: string, selection: VideoStudioSelection) {CODE
LOWpackages/types/src/video-generation.ts83export function avatarBackgroundForPrompt(prompt: string): "transparent" | "scene" {CODE
LOWpackages/types/src/hyperframes.ts307export function defaultHyperframesEffectVariableValues(CODE
LOWpackages/types/src/hyperframes.ts313export function resolveHyperframesEffectVariableValues(CODE
LOWpackages/types/src/provider-credentials.ts82export function sharedProviderRuntimeRoute(CODE
LOW⚡packages/types/src/provider-credentials.ts136export function sharedProviderCredentialEnvKey(providerId: string): string {CODE
LOW⚡packages/types/src/provider-credentials.ts140export function sharedProviderIdFromCredentialEnvKey(key: string): string | null {CODE
LOW⚡packages/types/src/provider-credentials.ts145export function sharedProviderDisconnectedEnvKey(providerId: string): string {CODE
LOW⚡packages/types/src/provider-credentials.ts149export function sharedProviderIdFromDisconnectedEnvKey(key: string): string | null {CODE
LOW⚡packages/types/src/provider-credentials.ts153export function sharedProviderDisconnectedIdsFromEnvKeys(keys: readonly string[]): string[] {CODE
LOWpackages/types/src/provider-credentials.ts165export function sharedProviderIdsFromEnvKeys(keys: readonly string[]): string[] {CODE
LOW⚡packages/types/src/provider-credentials.ts177export function sharedProviderProfileEnvKey(providerId: string): string {CODE
LOW⚡packages/types/src/provider-credentials.ts181export function sharedProviderIdFromProfileEnvKey(key: string): string | null {CODE
LOW⚡packages/types/src/provider-credentials.ts191export function sharedConfiguredProviderIdsFromEnvKeys(CODE
LOWpackages/types/src/provider-credentials.ts213export function serializeSharedProviderProfile(profile: SharedProviderProfile): string {CODE
LOWpackages/types/src/provider-credentials.ts221export function parseSharedProviderProfile(value: string): SharedProviderProfile | null {CODE
LOWpackages/types/src/provider-credentials.ts288export function providerApiKeyCredentialRef(providerId: string): string {CODE
LOW⚡packages/types/src/workspace.ts96export function deepSeekHarnessAccountProviderId(providerId: string): string {CODE
LOW⚡packages/types/src/workspace.ts102export function deepSeekHarnessRuntimeProviderRouteId(providerId: string): string {CODE
LOW⚡packages/types/src/workspace.ts108export function deepSeekHarnessRuntimeProviderId(CODE
LOWpackages/types/src/workspace.ts128export function stripDeepSeekHarnessInternalContext(value: string): string {CODE
LOWpackages/types/src/workspace.ts149export function isBuiltInWorkspaceEngineId(value: unknown): value is BuiltInWorkspaceEngineId {CODE
LOWpackages/types/src/workspace.ts160export function isHarnessWorkspaceEngineId(value: unknown): value is HarnessWorkspaceEngineId {CODE
LOWpackages/types/src/enterprise.ts21export function canManageEnterpriseResource(role: EnterpriseMemberRole, type?: EnterpriseResourceType) {CODE
LOWpackages/types/src/work-items.ts203export function projectExecutionSystemContext(execution: ProjectSessionExecution): string {CODE
LOWpackages/types/src/templates.ts18export function templatePackageMediaTypeForFilename(filename: string): string {CODE
LOWpackages/types/src/templates.ts216export function isCustomerVisibleBundledTemplate(manifest: TemplateManifestV1): boolean {CODE
LOWpackages/types/src/templates.ts295export function isTemplateAuthoringManifest(manifest: Pick<TemplateManifestV1, "id">): boolean {CODE
LOWpackages/types/src/templates.ts299export function isArtifactDeliveryManifest(manifest: Pick<TemplateManifestV1, "id">): boolean {CODE
LOWpackages/types/src/opencode-zen-public-models.ts43export function openCodeZenPublicModelName(modelId: string): string | undefined {CODE
LOWpackages/types/src/opencode-zen-public-models.ts47export function openCodeZenPublicModelUsesSessionAffinity(modelId: string): boolean {CODE
LOWpackages/types/src/project-workspace.ts43function defaultTaskHealthDashboard(): {CODE
1217 more matches not shown…
Decorative Section Separators35 hits · 114 pts
SeverityFileLineSnippetContext
MEDIUMscripts/find-unused.sh7# ── Config ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh80# ── Colors ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh89# ── Helpers ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh185# ── Step 1: Run knip ───────────────────────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh214# ── Step 2: Build infra file list once ─────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh225# ── Step 3: Cross-reference each file ──────────────────────────────────────COMMENT
MEDIUMscripts/find-unused.sh311# ── Step 4: Split into two buckets, sort by date ──────────────────────────COMMENT
MEDIUMscripts/find-unused.sh331# ── Step 5: Display ───────────────────────────────────────────────────────COMMENT
MEDIUM⚡…sign/design-systems/design-systems/coinbase/tokens.css90 /* ─── Surface (3 levels — #Coinbase 1) ────────────────────────────COMMENT
MEDIUM⚡…sign/design-systems/design-systems/coinbase/tokens.css100 /* ─── Foreground ramp (2 tiers — #Coinbase 2) ────────────────────COMMENT
MEDIUM⚡…sign/design-systems/design-systems/coinbase/tokens.css110 /* ─── Border (1 tier — #Coinbase 3) ──────────────────────────────COMMENT
MEDIUM…sign/design-systems/design-systems/coinbase/tokens.css159 /* ─── Typography — type scale (#Coinbase 5) ─────────────────────COMMENT
MEDIUM…sign/design-systems/design-systems/coinbase/tokens.css174 /* ─── Typography — leading & tracking (#Coinbase 6) ─────────────COMMENT
MEDIUM…sign/design-systems/design-systems/coinbase/tokens.css233 /* ─── Focus ring (#Coinbase 7) ──────────────────────────────────COMMENT
MEDIUM⚡…esign/design-systems/design-systems/default/tokens.css47 /* ─── Surface (3 levels — #Gap 2) ─────────────────────────────────COMMENT
MEDIUM⚡…esign/design-systems/design-systems/default/tokens.css57 /* ─── Foreground ramp (4 levels — #Gap 1) ───────────────────────COMMENT
MEDIUM⚡…esign/design-systems/design-systems/default/tokens.css67 /* ─── Border (2 levels — #Gap 3) ────────────────────────────────COMMENT
MEDIUM…esign/design-systems/design-systems/default/tokens.css80 /* ─── Accent states (#Gap 4) ────────────────────────────────────COMMENT
MEDIUM…esign/design-systems/design-systems/default/tokens.css163 /* ─── Elevation (3 levels — #Gap 5) ─────────────────────────────COMMENT
MEDIUM…n/design/design-systems/design-systems/kami/tokens.css36 /* ─── Surface (3 levels — #Gap 2) ────────────────────────────────COMMENT
MEDIUM…n/design/design-systems/design-systems/kami/tokens.css46 /* ─── Foreground ramp (4 levels — #Gap 1) ───────────────────────COMMENT
MEDIUM…n/design/design-systems/design-systems/kami/tokens.css60 /* ─── Border (2 levels — #Gap 3) ────────────────────────────────COMMENT
MEDIUM…n/design/design-systems/design-systems/kami/tokens.css76 /* ─── Accent states (#Gap 4) ────────────────────────────────────COMMENT
MEDIUM…n/design/design-systems/design-systems/kami/tokens.css183 /* ─── Elevation (3 levels — #Gap 5) ─────────────────────────────COMMENT
MEDIUM…n/design/design-systems/design-systems/kami/tokens.css222 /* ─── Brand-specific: tag tint scale (#Gap 6) ────────────────────COMMENT
MEDIUM…n/design/design-systems/design-systems/kami/tokens.css234/* ─── i18n font overrides (#Gap 7) ──────────────────────────────────COMMENT
MEDIUM…design/design-systems/design-systems/stripe/tokens.css69 /* ─── Surface (3 levels — #Stripe 1) ──────────────────────────────COMMENT
MEDIUM…design/design-systems/design-systems/stripe/tokens.css82 /* ─── Foreground ramp (3 tiers — #Stripe 2) ─────────────────────COMMENT
MEDIUM…design/design-systems/design-systems/stripe/tokens.css97 /* ─── Border (1 tier — #Stripe 3) ───────────────────────────────COMMENT
MEDIUM…design/design-systems/design-systems/stripe/tokens.css114 /* ─── Accent states (#Stripe 4) ─────────────────────────────────COMMENT
MEDIUM…design/design-systems/design-systems/stripe/tokens.css164 /* ─── Typography — type scale (#Stripe 5) ───────────────────────COMMENT
MEDIUM…design/design-systems/design-systems/stripe/tokens.css242 /* ─── Elevation (3 levels — #Stripe 6) ──────────────────────────COMMENT
MEDIUM…design/design-systems/design-systems/stripe/tokens.css263 /* ─── Focus ring (#Stripe 7) ────────────────────────────────────COMMENT
MEDIUMapps/app/src/react-app/shell/desktop-runtime-boot.ts192 // FAST PATH ─────────────────────────────────────────────────────COMMENT
MEDIUMapps/app/src/react-app/shell/desktop-runtime-boot.ts228 // SLOW PATH ─────────────────────────────────────────────────────COMMENT
Structural Annotation Overuse34 hits · 51 pts
SeverityFileLineSnippetContext
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md53### Step 1: Understand the DeliverableCOMMENT
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md63### Step 2: Collect Component Keys, Variables, and StylesCOMMENT
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md117// Step 1: Discover available librariesCOMMENT
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md125// Step 2: Search within a specific library using its libraryKeyCOMMENT
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md228### Step 3: Create the Wrapper Frame FirstCOMMENT
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md261### Step 4: Build Each Section Inside the WrapperCOMMENT
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md374### Step 5: Validate the Full View and Transfer ImagesCOMMENT
LOW…n-packages/figma/skills/figma-generate-design/SKILL.md414### Step 6: Updating an Existing ViewCOMMENT
LOW…-packages/figma/skills/figma-implement-motion/SKILL.md46### Step 1: Confirm static design context is availableCOMMENT
LOW…-packages/figma/skills/figma-implement-motion/SKILL.md56### Step 2: Fetch authoritative motion dataCOMMENT
LOW…-packages/figma/skills/figma-implement-motion/SKILL.md77### Step 3: Merge static and motion contextCOMMENT
LOW…-packages/figma/skills/figma-implement-motion/SKILL.md99### Step 4: Apply the motion in codeCOMMENT
LOW…-packages/figma/skills/figma-implement-motion/SKILL.md105### Step 5: ValidateCOMMENT
LOW…-packages/figma/skills/figma-generate-diagram/SKILL.md12## Step 1: Is `generate_diagram` the right tool?COMMENT
LOW…-packages/figma/skills/figma-generate-diagram/SKILL.md32## Step 2: Pick the diagram typeCOMMENT
LOW…-packages/figma/skills/figma-generate-diagram/SKILL.md47## Step 3: Universal constraints (apply to every diagram type)COMMENT
LOW…-packages/figma/skills/figma-generate-diagram/SKILL.md59## Step 4: Garbage in, garbage outCOMMENT
LOW…-packages/figma/skills/figma-generate-diagram/SKILL.md73## Step 5: Will the diagram need more than Mermaid can express?COMMENT
LOW…-packages/figma/skills/figma-generate-diagram/SKILL.md81## Step 6: Calling the toolCOMMENT
LOW…-packages/figma/skills/figma-generate-diagram/SKILL.md94## Step 7: After generationCOMMENT
LOW…n-packages/figma/skills/figma-create-new-file/SKILL.md30### Step 1: Resolve the planKeyCOMMENT
LOW…n-packages/figma/skills/figma-create-new-file/SKILL.md41### Step 2: Call create_new_fileCOMMENT
LOW…n-packages/figma/skills/figma-create-new-file/SKILL.md60### Step 3: Use the resultCOMMENT
LOW…ls/figma-generate-library/references/error-recovery.md342### Step 1: Inspect the file for `run_id` tagsCOMMENT
LOW…ls/figma-generate-library/references/error-recovery.md383### Step 2: Reconstruct state from inventoryCOMMENT
LOW…ls/figma-generate-library/references/error-recovery.md395### Step 3: Identify the resume pointCOMMENT
LOW…s/figma-generate-library/references/discovery-phase.md310### Step 1: Discover available libraries with `get_libraries`COMMENT
LOW…s/figma-generate-library/references/discovery-phase.md338### Step 2: Search with `search_design_system`COMMENT
LOW…ugin-packages/figma/skills/figma-code-connect/SKILL.md30## Step 1: Parse the Figma URLCOMMENT
LOW…ugin-packages/figma/skills/figma-code-connect/SKILL.md48## Step 2: Discover Unmapped ComponentsCOMMENT
LOW…ugin-packages/figma/skills/figma-code-connect/SKILL.md63## Step 3: Fetch Component PropertiesCOMMENT
LOW…ugin-packages/figma/skills/figma-code-connect/SKILL.md82## Step 4: Identify the Code ComponentCOMMENT
LOW…ugin-packages/figma/skills/figma-code-connect/SKILL.md98## Step 5: Create the Template File (.figma.ts)COMMENT
LOW…ugin-packages/figma/skills/figma-code-connect/SKILL.md317## Step 6: ValidateCOMMENT
AI Slop Vocabulary25 hits · 51 pts
SeverityFileLineSnippetContext
MEDIUM…esign/design-systems/design-systems/lovable/tokens.css100 * background: #f7f4ed (matches page) — for seamless integration".COMMENT
MEDIUM…owork.hyperframes.ai-trend-briefing/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…work.hyperframes.local-file-cascade/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…k.hyperframes.vertical-social-story/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…perframes.plugin-exploded-blueprint/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…k.hyperframes.cost-saving-waterfall/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…ollowork.hyperframes.code-explainer/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…lowork.hyperframes.permission-vault/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…hyperframes.meeting-action-conveyor/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…pollowork.hyperframes.feature-orbit/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…ollowork.hyperframes.course-journey/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…llowork.hyperframes.connector-pulse/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…lowork.hyperframes.data-proof-story/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…rk.hyperframes.prompt-ab-laboratory/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…owork.hyperframes.app-device-launch/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM….hyperframes.research-evidence-wall/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…hyperframes.multilingual-type-stage/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…ork.hyperframes.ai-assistant-launch/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…ork.hyperframes.brand-liquid-sizzle/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…owork.hyperframes.release-spotlight/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM….hyperframes.automation-day-planner/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…k.hyperframes.human-approval-branch/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…owork.hyperframes.multi-agent-relay/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUM…rk.hyperframes.agent-command-center/assets/gsap.min.js10!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
MEDIUMapps/server/src/codex-harness-runtime.ts544 const path = join(runtimeStorageDir(this.#config), "codex-harness-workspaces", safeRuntimeSegment(this.#workspace.idCODE
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICAL…s/app/src/react-app/domains/work/project-dashboard.tsx229 {props.config.dashboard.taskHealth.metrics.map((metric) => (CODE
CRITICAL…work.hyperframes.app-device-launch/assets/three.min.js6!function(t,e){"object"==typeof exports&&"undefined"!=typeof module?e(exports):"function"==typeof define&&define.amd?defCODE
Fake / Example Data18 hits · 18 pts
SeverityFileLineSnippetContext
LOWspecs/plugin-developer-guide.zh-CN.md296 "placeholder": "acme_…",CODE
LOWspecs/plugin-developer-guide.zh-CN.md847 "placeholder": "acme_…",CODE
LOWdocs/plugin-packages.md142 "apiKey": { "label": "API 密钥", "placeholder": "请输入密钥" }CODE
LOW…plugin-packages/wechat-official/ipollowork.plugin.json74 "appSecret": { "placeholder": "Enter the Official Account AppSecret" }CODE
LOW…plugin-packages/wechat-official/ipollowork.plugin.json115 "placeholder": "wx…",CODE
LOW…plugin-packages/wechat-official/ipollowork.plugin.json122 "placeholder": "请输入公众号 AppSecret",CODE
LOW…s/plugin-packages/acme-research/ipollowork.plugin.json54 "placeholder": "acme_…",CODE
LOW…lugin-packages/deepseek-harness/ipollowork.plugin.json51 "apiKey": { "label": "DeepSeek API Key", "placeholder": "sk-…" },CODE
LOW…lugin-packages/deepseek-harness/ipollowork.plugin.json52 "baseUrl": { "label": "API Base URL (optional)", "placeholder": "https://api.deepseek.com" }CODE
LOW…lugin-packages/deepseek-harness/ipollowork.plugin.json110 "placeholder": "sk-…",CODE
LOW…lugin-packages/deepseek-harness/ipollowork.plugin.json117 "placeholder": "https://api.deepseek.com",CODE
LOWexamples/plugin-packages/github/ipollowork.plugin.json90 "placeholder": "github_pat_…",CODE
LOWpackages/email/emails/feedback.tsx8 name: "Jane Doe",CODE
LOWapps/app/tests/markdown-editor-commands.test.ts74 for (const content of ["English + 中文!", "[v2.0] #ready!", "C:\\temp\\a.ts", "user@example.com", "(test)", "_value_"]CODE
LOWapps/server/src/plugin-service-runtime.test.ts256 const messageId = "fake-user";CODE
LOWapps/server/src/extensions/video-enhancement.ts237 binding: "preserve-cue-binding", point: "lock-at-spoken-reference", support: "follow-measured-path-only", guide:CODE
LOWapps/installer/test/installer.test.ts65 IPOLLOWORK_INSTALLER_CLIENT_NAME: "Acme Corp",CODE
LOWapps/installer/test/installer.test.ts73 clientName: "Acme Corp",CODE
Synthetic Comment Markers3 hits · 18 pts
SeverityFileLineSnippetContext
HIGH…igma-generate-library/references/code-connect-setup.md2484. In the Inspect panel, the code snippet should show the Code Connect output instead of auto-generated code.CODE
HIGH…n/design-systems/design-systems/atelier-zero/DESIGN.md244### Anti-patterns specific to AI-generated imageryCOMMENT
HIGH…sign/design-systems/design-systems/replicate/DESIGN.md256- "Create a manifesto section on Replicate Dark (#202020) with 'Imagine what you can build.' at 128px rb-freigeist-neue CODE
Over-Commented Block11 hits · 11 pts
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LOWpackaging/docker/docker-compose.dev.yml1# docker-compose.dev.yml — Dev testability stack (no custom Dockerfile)COMMENT
LOW.devcontainer/docker-compose.yml1# Full-stack dev environment for Daytona / Codespaces / devcontainers.COMMENT
LOW.devcontainer/test-on-daytona.sh1#!/usr/bin/env bashCOMMENT
LOW…-packages/figma/skills/figma-use/references/gotchas.md861// Organization/Enterprise: up to 40+ modesCOMMENT
LOW…les/plugin-packages/media-studio/ui/video-console.html81 #empty .empty-orb { width:36px; height:36px; background:transparent; border-radius:0; }COMMENT
LOW.github/workflows/release-generic-installer.yml1name: Legacy Generic Installer (manual)COMMENT
LOW…eact-app/domains/session/design/design-html-runtime.ts541 style.textContent = `COMMENT
LOW…/react-app/domains/session/surface/composer/editor.tsx681 const currentText = editor.getEditorState().read(() => serializePromptFromRoot());COMMENT
LOWapps/app/src/react-app/shell/notifications.ts1// Entry points for the notification center.COMMENT
LOWapps/app/src/react-app/shell/dev-profiler.tsx61//COMMENT
LOWapps/server/src/env-file.ts1import { homedir, platform } from "node:os";COMMENT
Modern AI Meta-Vocabulary3 hits · 8 pts
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MEDIUM…igma/skills/figma-swiftui/references/code-to-design.md153- **Preview providers** — `#Preview { … }` (iOS 17+ macro form) and the older `struct ContentView_Previews: PreviewProviCODE
MEDIUM…igma/skills/figma-swiftui/references/design-to-code.md18## 2. Multi-screen files: scaffold navigation firstCOMMENT
MEDIUM…/react-app/domains/session/templates/template-brief.ts275 // New videos use the content-led scaffold; applying a video template is an explicit UI action.COMMENT
Example Usage Blocks4 hits · 6 pts
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LOW.devcontainer/stop-daytona-recording.sh7# Usage:COMMENT
LOW.devcontainer/test-server-on-daytona.sh6# Usage:COMMENT
LOW.devcontainer/test-on-daytona.sh6# Usage:COMMENT
LOW…skills/figma-use/references/plugin-api-standalone.d.ts2418 * ## Example usageCOMMENT
Overly Generic Function Names1 hit · 1 pts
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LOW…amples/plugin-packages/ipollo-onto/src/server/store.ts357export async function getData(CODE