Repository Analysis

elizaOS/eliza

Open source agentic operating system

7.8 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of elizaOS/eliza, a TypeScript project with 18,740 GitHub stars. SynthScan v2.0 examined 7,006,368 lines of code across 31619 source files, recording 37223 pattern matches distributed across 28 syntactic categories. The overall adjusted score of 7.8 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

7.8
Adjusted Score
7.8
Raw Score
100%
Time Factor
2026-07-14
Last Push
18.7K
Stars
TypeScript
Language
7.0M
Lines of Code
31.6K
Files
37.2K
Pattern Hits
2026-07-14
Scan Date
0.02
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 26HIGH 505MEDIUM 7072LOW 29620

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 37223 distinct pattern matches across 28 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators5889 hits · 18898 pts
SeverityFileLineSnippetContext
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3694// ── Settings card prop contracts ─────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3712// ── Occurrence action results ────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3718// ── Sleep history / regularity / baseline responses ──────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3786// ── Message channels ─────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3802// ── Follow-up statuses ───────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3813// ── X feed types ─────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3827// ── Relationship ─────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3873// ── Cross-channel drafting ──────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3888// ── X read ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3930// ── Screen time ──────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts4150// ── iMessage connector ───────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts4213// ── Knowledge-graph: Entity + Relationship (W1-E) ──────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt88 // ── Lifecycle ────────────────────────────────────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt135 // ── Plugin methods ──────────────────────────────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt328 // ── Permission callbacks ────────────────────────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt349 // ── Activity result (MediaProjection permission) ────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt424 // ── Screenshot capture ──────────────────────────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt555 // ── Screen recording ────────────────────────────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt748 // ── Recording config parsing ────────────────────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt763 // ── Helpers ──────────────────────────────────────────────────────────COMMENT
MEDIUM…/ai/eliza/plugins/screencapture/ScreenCapturePlugin.kt806 // ── Lifecycle ───────────────────────────────────────────────────────COMMENT
MEDIUM…/src/main/java/ai/elizaos/computeruse/Camera2Source.kt60 // ── Camera enumeration ────────────────────────────────────────────────────COMMENT
MEDIUM…/src/main/java/ai/elizaos/computeruse/Camera2Source.kt82 // ── Open session ──────────────────────────────────────────────────────────COMMENT
MEDIUM…/src/main/java/ai/elizaos/computeruse/Camera2Source.kt178 // ── Capture ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…/src/main/java/ai/elizaos/computeruse/Camera2Source.kt214 // ── Close ─────────────────────────────────────────────────────────────────COMMENT
MEDIUM…/src/main/java/ai/elizaos/computeruse/Camera2Source.kt226 // ── Background thread ─────────────────────────────────────────────────────COMMENT
MEDIUM…/src/main/java/ai/elizaos/computeruse/Camera2Source.kt240 // ── Helpers ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt37 // ── Component lifecycle — onTrimMemory → MemoryArbiter pressure ───────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt75 // ── MediaProjection ───────────────────────────────────────────────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt140 // ── AccessibilityService ──────────────────────────────────────────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt222 // ── UsageStats / app enumeration ──────────────────────────────────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt242 // ── Memory pressure (one-shot snapshot) ───────────────────────────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt282 // ── Camera (MobileCameraSource implementation) ────────────────────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt337 // ── Probe ────────────────────────────────────────────────────────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt358 // ── AOSP privileged path skeleton (consumer build — disabled) ─────────────COMMENT
MEDIUM…/main/java/ai/elizaos/computeruse/ComputerUsePlugin.kt363 // ── Helpers ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…in/java/ai/elizaos/computeruse/AospPrivilegedBridge.kt61// ── Consumer-flavor unavailable implementation ────────────────────────────────COMMENT
MEDIUM…in/java/ai/elizaos/computeruse/ScreenCaptureService.kt78 // ── Service lifecycle ─────────────────────────────────────────────────────COMMENT
MEDIUM…in/java/ai/elizaos/computeruse/ScreenCaptureService.kt116 // ── Capture pipeline ──────────────────────────────────────────────────────COMMENT
MEDIUM…in/java/ai/elizaos/computeruse/ScreenCaptureService.kt207 // ── Notification (required for foreground service) ────────────────────────COMMENT
MEDIUM…va/ai/elizaos/computeruse/ElizaAccessibilityService.kt41 // ── Lifecycle ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…va/ai/elizaos/computeruse/ElizaAccessibilityService.kt72 // ── Accessibility tree snapshot ───────────────────────────────────────────COMMENT
MEDIUM…va/ai/elizaos/computeruse/ElizaAccessibilityService.kt126 // ── Gesture dispatch ──────────────────────────────────────────────────────COMMENT
MEDIUM…va/ai/elizaos/computeruse/ElizaAccessibilityService.kt205 // ── Global actions ────────────────────────────────────────────────────────COMMENT
MEDIUM…capacitor-bridge/src/mobile-device-bridge-bootstrap.ts1209// ── Bionic-host GPU delegation (abstract-namespace UDS) ────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/shared/fs-shim.ts603 // ── Synchronous API ──────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/shared/fs-shim.ts718 // ── Callback (async) API ───────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/shared/fs-shim.ts815 // ── fs.promises (promise-based API) ─────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/model-grind.ts198 // ── 1. Text LLM (load + generate, MTP if available) ─────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/model-grind.ts289 // ── 2. TTS (synthesize; RTF) ────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/model-grind.ts315 // ── 3. ASR round-trip (TTS → ASR; WER) ──────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts551 // ── Mobile filesystem sandbox ────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts889 // ── Canonical path: in-process dispatchRoute (no loopback hop) ──────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1115// ── Query-param helpers (mirror @elizaos/shared parsePositiveInteger) ─────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1134// ── Memory Viewer routes (mirror packages/agent/src/api/memory-routes.ts) ─────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1368// ── Transcript routes (mirror plugin-local-inference TranscriptStore) ─────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1580// ── Browser workspace routes (mirror the WebView kernel's web workspace) ──────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts4362 // ── Memory Viewer ──────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts4375 // ── Transcripts ────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts4391 // ── Browser workspace (the app is the browser on iOS) ──────────────────COMMENT
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Hyper-Verbose Identifiers17925 hits · 17331 pts
SeverityFileLineSnippetContext
LOWplugins/tsup.plugin-packages.shared.ts79function resolveRelativeRuntimeSpecifier(CODE
LOWplugins/plugin-linear/src/accounts.ts180export function resolveLinearDefaultAccount(CODE
LOWplugins/plugin-linear/src/search-category.ts83export function registerLinearSearchCategory(runtime: IAgentRuntime): void {CODE
LOWplugins/plugin-linear/src/connector-account-provider.ts175export function createLinearConnectorAccountProvider(CODE
LOWplugins/plugin-linear/src/actions/parseLinearPrompt.ts40export function parseLinearPromptResponse(response: string): Record<string, unknown> {CODE
LOW…ns/plugin-linear/src/actions/validate-linear-intent.ts8export async function validateLinearActionIntent(CODE
LOWplugins/plugin-bluesky/connector-account-provider.ts62export function createBlueSkyConnectorAccountProvider(CODE
LOWplugins/plugin-bluesky/utils/config.ts141export function normalizeBlueSkyAccountId(accountId?: unknown): string {CODE
LOWplugins/plugin-bluesky/utils/config.ts164export function resolveDefaultBlueSkyAccountId(runtime: IAgentRuntime): string {CODE
LOWplugins/plugin-health/src/connectors/index.ts134function buildConnectorContribution(CODE
LOWplugins/plugin-health/src/connectors/index.ts371function buildBusFamilyContribution(family: string): BusFamilyContribution {CODE
LOWplugins/plugin-health/src/connectors/index.ts456export function registerHealthBusFamilies(CODE
LOWplugins/plugin-health/src/screen-time/mobile-signals.ts54export function androidUsageRowsFromSignals(CODE
LOWplugins/plugin-health/src/screen-time/mobile-signals.ts93function coarseCategoryTotalSeconds(CODE
LOWplugins/plugin-health/src/screen-time/mobile-signals.ts120export function iosCoarseUsageRowsFromSignals(CODE
LOWplugins/plugin-health/src/screen-time/mobile-signals.ts167export function mobileScreenTimeDataSourceFromSignals(CODE
LOW…s/plugin-health/src/screen-time/mobile-signal-setup.ts28export function mobileSignalSetupActionBadge(CODE
LOW…s/plugin-health/src/screen-time/mobile-signal-setup.ts54export function mobileSignalSetupPrimaryActionLabel(CODE
LOW…s/plugin-health/src/screen-time/mobile-signal-setup.ts66export function mobileSignalPermissionTargetForAction(CODE
LOWplugins/plugin-health/src/screen-time/ranges.ts73export function computePriorScreenTimeRange(CODE
LOWplugins/plugin-health/src/screen-time/ranges.ts89export function enumerateScreenTimeHistoryDays(CODE
LOWplugins/plugin-health/src/screen-time/builders.ts36export function mergeScreenTimeAggregateRows(CODE
LOWplugins/plugin-health/src/screen-time/builders.ts87export function buildScreenTimeWeeklyAverageItems(CODE
LOWplugins/plugin-health/src/screen-time/builders.ts333export function buildScreenTimeVisibleBuckets(CODE
LOWplugins/plugin-health/src/util/token-encryption.ts77export function resolveTokenEncryptionKey(CODE
LOWplugins/plugin-health/src/util/normalize.ts51export function normalizeOptionalIsoString(CODE
LOWplugins/plugin-health/src/util/normalize.ts67export function normalizeOptionalFiniteNumber(CODE
LOWplugins/plugin-health/src/util/time.ts112export function buildUtcDateFromLocalParts(CODE
LOWplugins/plugin-health/src/health-bridge/health-oauth.ts116function isWrappedHealthTokenResponse(CODE
LOWplugins/plugin-health/src/health-bridge/health-oauth.ts122function unwrapHealthTokenResponse(CODE
LOWplugins/plugin-health/src/health-bridge/health-oauth.ts171export function healthConnectorCapabilities(CODE
LOWplugins/plugin-health/src/health-bridge/health-oauth.ts183export function healthScopesToCapabilities(CODE
LOWplugins/plugin-health/src/health-bridge/health-oauth.ts504export function startHealthConnectorOAuth(args: {CODE
LOWplugins/plugin-health/src/health-bridge/health-oauth.ts572export async function completeHealthConnectorOAuth(CODE
LOW…n-health/src/health-bridge/health-provider-registry.ts204export function requireHealthProviderSpec(CODE
LOW…n-health/src/health-bridge/health-provider-registry.ts226export function resetHealthProviderRegistry(): void {CODE
LOW…s/plugin-health/src/health-bridge/health-connectors.ts430function fitbitUsesImperialDistance(distanceUnit: string | null): boolean {CODE
LOW…lth/src/health-bridge/service-normalize-health.test.ts13function expectCanonicalHealthSignal(value: LifeOpsHealthSignal): void {CODE
LOW…ugins/plugin-health/src/health-bridge/health-bridge.ts121function isFixtureHealthBackendEnabled(): boolean {CODE
LOW…ugins/plugin-health/src/health-bridge/health-bridge.ts297function resolveGoogleFitAccessToken(CODE
LOW…gins/plugin-health/src/health-bridge/health-records.ts22export function createLifeOpsHealthMetricSample(CODE
LOW…gins/plugin-health/src/health-bridge/health-records.ts34export function createLifeOpsHealthWorkout(CODE
LOW…gins/plugin-health/src/health-bridge/health-records.ts46export function createLifeOpsHealthSleepEpisode(CODE
LOW…gins/plugin-health/src/health-bridge/health-records.ts58export function createLifeOpsHealthSyncState(CODE
LOWplugins/plugin-health/src/sleep/sleep-episode-store.ts81export async function listHistoricalSleepEpisodes(args: {CODE
LOWplugins/plugin-health/src/sleep/source-reliability.ts117function normalizeMessageReliabilityChannel(CODE
LOWplugins/plugin-health/src/sleep/source-reliability.ts136function connectorActivityReliabilityKey(CODE
LOWplugins/plugin-health/src/sleep/source-reliability.ts158export function resolveActivitySignalReliability(CODE
LOWplugins/plugin-health/src/sleep/sleep-wake-events.ts88export function healthBusFamilyForDerivedEventKind(CODE
LOWplugins/plugin-health/src/sleep/sleep-episode-types.ts50export function createLifeOpsSleepEpisode(CODE
LOWplugins/plugin-health/src/sleep/sleep-cycle.ts194function isFreshCurrentHealthSleep(args: {CODE
LOWplugins/plugin-health/src/sleep/sleep-cycle.ts463function selectLatestCompletedSleep(CODE
LOWplugins/plugin-health/src/sleep/sleep-cycle.ts505export function classifyLifeOpsSleepCycleType(args: {CODE
LOWplugins/plugin-health/src/sleep/sleep-cycle.ts653export function resolveLifeOpsDayBoundary(args: {CODE
LOWplugins/plugin-health/src/sleep/sleep-regularity.ts119function computeSleepRegularityIndex(args: {CODE
LOWplugins/plugin-health/src/sleep/sleep-service.ts114export function createHealthSleepServiceMethods(CODE
LOWplugins/plugin-health/src/sleep/sleep-cycle-dispatch.ts101export function shouldRunMorningCheckinFromSleepCycle(args: {CODE
LOWplugins/plugin-health/src/sleep/sleep-cycle-dispatch.ts134export function shouldRunNightCheckinFromSleepCycle(args: {CODE
LOWplugins/plugin-health/src/sleep/sleep-cycle-dispatch.ts205export function buildSleepRecapFromSchedule(CODE
LOWplugins/plugin-health/src/contracts/circadian.ts117export function registerCircadianInsightContract(CODE
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Unused Imports3317 hits · 3004 pts
SeverityFileLineSnippetContext
LOW…/plugin-local-inference/native/verify/mmproj_verify.py26CODE
LOW…local-inference/native/kokoro_training/test_overfit.py20CODE
LOW…local-inference/native/kokoro_training/test_overfit.py22CODE
LOW…/native/kokoro_training/test_english_implementation.py60CODE
LOW…/native/kokoro_training/test_english_implementation.py83CODE
LOW…/native/kokoro_training/test_english_implementation.py189CODE
LOW…l-inference/native/kokoro_training/training_english.py23CODE
LOW…l-inference/native/kokoro_training/training_english.py23CODE
LOW…l-inference/native/kokoro_training/training_english.py23CODE
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py7CODE
LOW…nce/native/kokoro_training/training/english_trainer.py15CODE
LOW…nce/native/kokoro_training/training/english_trainer.py15CODE
LOW…nce/native/kokoro_training/training/english_trainer.py20CODE
LOW…nce/native/kokoro_training/training/english_trainer.py22CODE
LOW…-inference/native/kokoro_training/training/__init__.py2CODE
LOW…-inference/native/kokoro_training/training/__init__.py2CODE
LOW…-inference/native/kokoro_training/training/__init__.py2CODE
LOW…-inference/native/kokoro_training/training/__init__.py3CODE
LOW…erence/native/kokoro_training/audio/hifigan_vocoder.py19CODE
LOW…erence/native/kokoro_training/audio/hifigan_vocoder.py19CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py12CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py13CODE
LOW…cal-inference/native/kokoro_training/audio/__init__.py2CODE
LOW…cal-inference/native/kokoro_training/audio/__init__.py2CODE
LOW…cal-inference/native/kokoro_training/audio/__init__.py3CODE
LOW…ference/native/kokoro_training/eliza_adapter/runner.py15CODE
LOW…ference/native/kokoro_training/eliza_adapter/runner.py184CODE
LOW…ference/native/kokoro_training/eliza_adapter/runner.py185CODE
LOW…ference/native/kokoro_training/eliza_adapter/runner.py186CODE
LOW…ference/native/kokoro_training/eliza_adapter/config.py32CODE
LOW…rence/native/kokoro_training/eliza_adapter/__init__.py19CODE
LOW…rence/native/kokoro_training/eliza_adapter/__init__.py20CODE
LOW…rence/native/kokoro_training/eliza_adapter/__init__.py20CODE
LOW…rence/native/kokoro_training/eliza_adapter/__init__.py21CODE
LOW…rence/native/kokoro_training/eliza_adapter/__init__.py21CODE
LOW…ce/native/kokoro_training/eliza_adapter/environment.py8CODE
LOW…al-inference/native/kokoro_training/kokoro/__init__.py2CODE
LOW…gins/plugin-vision/native/doctr.cpp/scripts/convert.py69CODE
LOW…gins/plugin-vision/native/doctr.cpp/scripts/convert.py69CODE
LOW…gins/plugin-vision/native/doctr.cpp/scripts/convert.py78CODE
LOW…ugins/plugin-vision/native/yolo.cpp/verify/make_ref.py12CODE
LOW…/plugins/silero-vad-cpp/test/silero_vad_parity_test.py23CODE
LOW…/plugins/silero-vad-cpp/test/silero_vad_parity_test.py27CODE
LOW…/plugins/silero-vad-cpp/test/silero_vad_parity_test.py28CODE
LOW…e/plugins/silero-vad-cpp/scripts/silero_vad_to_gguf.py76CODE
LOW…e/plugins/turboquant-cpu/scripts/turboquant_to_gguf.py17CODE
LOWpackages/native/plugins/qjl-cpu/scripts/gen_fixtures.py21CODE
LOWpackages/native/plugins/qjl-cpu/scripts/gen_fixtures.py25CODE
LOW…kages/native/plugins/yolo-cpp/test/yolo_parity_test.py33CODE
LOW…kages/native/plugins/yolo-cpp/test/yolo_parity_test.py38CODE
LOW…ckages/native/plugins/yolo-cpp/scripts/yolo_to_gguf.py38CODE
LOW…kages/native/plugins/face-cpp/test/face_parity_test.py27CODE
LOW…kages/native/plugins/face-cpp/test/face_parity_test.py30CODE
LOW…kages/native/plugins/face-cpp/test/face_parity_test.py31CODE
LOW…kages/native/plugins/face-cpp/test/face_parity_test.py32CODE
LOW…/native/plugins/face-cpp/scripts/face_embed_to_gguf.py43CODE
LOW…s/native/plugins/face-cpp/scripts/blazeface_to_gguf.py38CODE
LOW…ages/native/plugins/doctr-cpp/scripts/doctr_to_gguf.py39CODE
LOW…e/plugins/polarquant-cpu/scripts/polarquant_to_gguf.py43CODE
LOW…native/plugins/polarquant-cpu/scripts/gen_centroids.py18CODE
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Excessive Try-Catch Wrapping2662 hits · 2929 pts
SeverityFileLineSnippetContext
LOW…gins/plugin-computeruse/src/platform/wayland-portal.ts107 except Exception:CODE
LOWplugins/plugin-computeruse/src/platform/a11y.ts195except Exception as e:CODE
LOW…ugins/plugin-computeruse/src/sandbox/docker-backend.ts221 except Exception as e:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts169except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts189 except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts199 except Exception: passCODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts200 except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts208 except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts211except Exception as e:CODE
LOW…local-inference/native/kokoro_training/test_overfit.py774 except Exception as e:CODE
LOW…local-inference/native/kokoro_training/test_overfit.py787 except Exception as e:CODE
LOW…ference/native/kokoro_training/test_training_health.py133 except Exception as e:CODE
LOW…/native/kokoro_training/test_english_implementation.py149 except Exception as e:CODE
LOW…/native/kokoro_training/test_english_implementation.py177 except Exception as e:CODE
LOW…/native/kokoro_training/test_english_implementation.py233 except Exception as e:CODE
LOW…/native/kokoro_training/test_english_implementation.py291 except Exception as e:CODE
LOW…/native/kokoro_training/test_english_implementation.py449 except Exception as e:CODE
LOW…cal-inference/native/kokoro_training/test_dual_loss.py97except Exception as e:CODE
LOW…cal-inference/native/kokoro_training/test_dual_loss.py130except Exception as e:CODE
LOW…cal-inference/native/kokoro_training/test_dual_loss.py182except Exception as e:CODE
LOW…inference/native/kokoro_training/test_spike_samples.py150 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py79 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py119 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py156 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py350 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py366 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py465 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py493 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py505 except Exception as e:CODE
LOW…-inference/native/kokoro_training/inference_english.py528 except Exception as e:CODE
LOW…l-inference/native/kokoro_training/training_english.py357 except Exception as e:CODE
LOW…l-inference/native/kokoro_training/training_english.py374 except Exception as e:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py1141 except Exception as e:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py349 except Exception as e:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py365 except Exception as e:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py556 except Exception:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py856 except Exception as e:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py1037 except Exception as e:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py1097 except Exception as e:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py1573 except Exception:CODE
LOW…nce/native/kokoro_training/training/english_trainer.py1610 except Exception as e:CODE
LOW…ence/native/kokoro_training/training/config_english.py267 except Exception as e:CODE
MEDIUM…ence/native/kokoro_training/training/config_english.py269 print(f"Error optimizing checkpointing: {e}")CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py100 except Exception as e:CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py123 except Exception as e:CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py130 except Exception as e2:CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py139 except Exception as e:CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py160 except Exception as e:CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py177 except Exception as e:CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py255 except Exception as e:CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py289 except Exception as e:CODE
LOW…erence/native/kokoro_training/audio/hifigan_vocoder.py184 except Exception as e:CODE
LOW…erence/native/kokoro_training/audio/hifigan_vocoder.py223 except Exception as e:CODE
LOW…erence/native/kokoro_training/audio/hifigan_vocoder.py230 except Exception as e2:CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py83 except Exception as e:CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py103 except Exception as e:CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py113 except Exception as e:CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py135 except Exception as e:CODE
LOW…-inference/native/kokoro_training/audio/audio_utils.py67 except Exception as e:CODE
LOW…-inference/native/kokoro_training/audio/audio_utils.py78 except Exception as e:CODE
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Over-Commented Block1648 hits · 1518 pts
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LOW.gitleaks.toml221# `public/` dir (and `.well-known/` mirrors) — a concatenated dump of the publicCOMMENT
LOW.gitleaks.toml241 '''(^|/)packages/benchmarks/.*/(fixtures|config|configs|data|assets|task-configs|task_configs|test_files|envs|gem)/.*\COMMENT
LOWplugins/plugin-health/src/index.ts141// that already have proper `./<name>/index.js` re-exports above (linesCOMMENT
LOW…ugins/plugin-health/src/health-bridge/health-bridge.ts661 }COMMENT
LOW…/Sources/NetworkPolicyPlugin/NetworkPolicyPlugin.swift1import FoundationCOMMENT
LOW…/src/main/java/ai/elizaos/computeruse/Camera2Source.kt1// Device behavior scope: checklist in ANDROID_CONSTRAINTS.md.COMMENT
LOW…in/java/ai/elizaos/computeruse/AospPrivilegedBridge.kt1// Device behavior scope: checklist in ANDROID_CONSTRAINTS.md.COMMENT
LOW…in/java/ai/elizaos/computeruse/AospPrivilegedBridge.kt61// ── Consumer-flavor unavailable implementation ────────────────────────────────COMMENT
LOW…c/main/java/ai/elizaos/computeruse/UsageStatsHelper.kt1// Device behavior scope: checklist in ANDROID_CONSTRAINTS.md.COMMENT
LOW…in/java/ai/elizaos/computeruse/ScreenCaptureService.kt1// Device behavior scope: checklist in ANDROID_CONSTRAINTS.md.COMMENT
LOW…va/ai/elizaos/computeruse/ElizaAccessibilityService.kt1// Device behavior scope: checklist in ANDROID_CONSTRAINTS.md.COMMENT
LOW…capacitor-bridge/src/mobile-device-bridge-bootstrap.ts1201 ? roleCOMMENT
LOW…capacitor-bridge/src/mobile-device-bridge-bootstrap.ts1561COMMENT
LOW…capacitor-bridge/src/mobile-device-bridge-bootstrap.ts2161COMMENT
LOWplugins/plugin-capacitor-bridge/src/android/bridge.ts221COMMENT
LOW…ns/plugin-computeruse/ci-templates/cua-parity-real.yml1# cua-parity-real.yml — 3-OS real-driver lane for the cua-parity input verbs.COMMENT
LOWplugins/plugin-computeruse/src/platform/permissions.ts21COMMENT
LOWplugins/plugin-computeruse/src/platform/windows-list.ts41 // floor #10100 had applied at each call site; reapplying it once here restoresCOMMENT
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts141 // back to compositor-specific IPC. Scan stats come from the AT-SPI tierCOMMENT
LOWplugins/plugin-local-inference/native/README.md341# SDK (https://vulkan.lunarg.com/sdk/home) or the Android NDK shader tools.COMMENT
LOWplugins/plugin-local-inference/native/README.md361# bin dir containing libggml-vulkan.so. Override only for explicit prebuilts:COMMENT
LOW…in-local-inference/native/eliza-generic-llama/shim.cpp1// eliza-generic-llama shim (#8808 C3)COMMENT
LOW…in-local-inference/native/verify/nebius_h200_runner.sh1#!/usr/bin/env bashCOMMENT
LOW…plugin-local-inference/native/verify/dispatch_smoke.mm1// Metal graph-dispatch smoke for the shipped Eliza-1 attention-score ops.COMMENT
LOW…/plugin-local-inference/native/verify/mul_mm_bench.cpp1// mul_mm_bench.cpp — Mali mul_mm optimization R&D harness (#9584 / #9715).COMMENT
LOW…ns/plugin-local-inference/native/verify/cuda_runner.sh1#!/usr/bin/env bashCOMMENT
LOW…-local-inference/native/verify/metal_upscale_probe.cpp1#include "ggml.h"COMMENT
LOW…/plugin-local-inference/native/verify/istft-verify.cpp1// SPDX-License-Identifier: MITCOMMENT
LOW…/plugin-local-inference/native/verify/istft-verify.cpp81 norm[(size_t) idx] += w * w;COMMENT
LOW…ns/plugin-local-inference/native/verify/metal_bench.mm1// metal_bench.mm — Metal performance harness for the Eliza-1 KV-cacheCOMMENT
LOW…ns/plugin-local-inference/native/verify/metal_bench.mm21// dispatch shape). What this harness has always done.COMMENT
LOW…ns/plugin-local-inference/native/verify/metal_bench.mm41// is visible in the output).COMMENT
LOW…ns/plugin-local-inference/native/verify/metal_bench.mm61#include <random>COMMENT
LOW…ns/plugin-local-inference/native/verify/metal_bench.mm481// shipping if we did NOT quantize" baseline — used to compute the speedupCOMMENT
LOW…ns/plugin-local-inference/native/verify/metal_bench.mm661// What this mode measures, for each kernel × N ∈ {1, 4, 16, 64, 128, 256}:COMMENT
LOW…ns/plugin-local-inference/native/verify/metal_bench.mm961 }COMMENT
LOW…ocal-inference/native/verify/vulkan_dispatch_smoke.cpp1// Vulkan graph-dispatch smoke for the shipped Eliza-1 attention-score ops.COMMENT
LOW…plugin-local-inference/native/verify/vulkan_verify.cpp1// Host-side Vulkan verification harness for the turbo3 / turbo4 / turbo3_tcq /COMMENT
LOW…plugin-local-inference/native/verify/vulkan_verify.cpp21#include "qjl_polar_ref.h"COMMENT
LOW…s/plugin-local-inference/native/verify/gh200_runner.sh1#!/usr/bin/env bashCOMMENT
LOW…s/plugin-local-inference/native/verify/metal_verify.mm1// Host-side Metal verification harness for the turbo3 / turbo4 / turbo3_tcq /COMMENT
LOW…n-local-inference/native/verify/runtime_graph_smoke.sh1#!/usr/bin/env bashCOMMENT
LOW…ns/plugin-local-inference/native/verify/rocm_runner.sh1#!/usr/bin/env bashCOMMENT
LOW…ugins/plugin-local-inference/native/verify/cpu_bench.c21 */COMMENT
LOW…/plugin-local-inference/native/verify/vulkan_bench.cpp1// Host-side Vulkan **benchmark** harness for the Eliza-1 KV-score / fused-attnCOMMENT
LOW…/plugin-local-inference/native/verify/vulkan_bench.cpp21//COMMENT
LOW…cal-inference/native/verify/cuttlefish_x86_64_smoke.sh1#!/usr/bin/env bashCOMMENT
LOW…lugin-local-inference/native/verify/gpu/verify_h200.sh1#!/usr/bin/env bashCOMMENT
LOW…ns/plugin-local-inference/native/verify/gpu/_common.sh1#!/usr/bin/env bashCOMMENT
LOW…ocal-inference/native/verify/.cuda-shim/cuda_runtime.h21#define __device__COMMENT
LOW…ocal-inference/native/kokoro_training/requirements.txt41COMMENT
LOW…ence/native/kokoro_training/training/config_english.py21 batch_size: int = 32 # Optimal for RTX 4090 with BF16COMMENT
LOW…ence/native/kokoro_training/training/config_english.py41 # - Batch 32: 6e-5 (recommended, validated)COMMENT
LOW…ence/native/kokoro_training/training/config_english.py81COMMENT
LOW…ence/native/kokoro_training/training/config_english.py141 # Scheduled Sampling - DISABLED for stabilityCOMMENT
LOW…ugin-local-inference/native/docs/TOKEN_TRIE_SAMPLER.md61 const char * (*name)(struct llama_sampler *);COMMENT
LOW…-local-inference/__tests__/voice-models-routes.test.ts381 setVoiceModelsUpdater(new StubUpdater([status]) as unknown as VoiceModelUpdater);COMMENT
LOW…-inference/__tests__/W3-8-tts-cache-validation.test.ts101 tmpRoot = mkdtempSync(path.join(tmpdir(), "w3-8-cache-"));COMMENT
LOW…-inference/__tests__/W3-8-tts-cache-validation.test.ts221// ===========================================================================COMMENT
LOW…-inference/__tests__/W3-8-tts-cache-validation.test.ts501});COMMENT
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Cross-File Repetition268 hits · 1340 pts
SeverityFileLineSnippetContext
HIGH…/lifeops-bench/eliza_lifeops_bench/clients/cerebras.py0return the default backoff delay for the given 0-based attempt index.STRING
HIGH…benchmarks/openclaw-adapter/openclaw_adapter/_retry.py0return the default backoff delay for the given 0-based attempt index.STRING
HIGH…ges/benchmarks/hermes-adapter/hermes_adapter/_retry.py0return the default backoff delay for the given 0-based attempt index.STRING
HIGHpackages/benchmarks/lib/base_benchmark_client.py0return the default backoff delay for the given 0-based attempt index.STRING
HIGH…ks/experience/elizaos_experience_bench/eliza_plugin.py0compatibility stub for the removed python eliza plugin.STRING
HIGHpackages/benchmarks/social-alpha/benchmark/plugin.py0compatibility stub for the removed python eliza plugin.STRING
HIGHpackages/benchmarks/mind2web/eliza_agent.py0compatibility stub for the removed python eliza plugin.STRING
HIGH…rks/openclaw-adapter/openclaw_adapter/context_bench.py0return an async llm query function compatible with context-bench.STRING
HIGH…chmarks/hermes-adapter/hermes_adapter/context_bench.py0return an async llm query function compatible with context-bench.STRING
HIGH…rks/smithers-adapter/smithers_adapter/context_bench.py0return an async llm query function compatible with context-bench.STRING
HIGH…benchmarks/openclaw-adapter/openclaw_adapter/_retry.py0return true for transient http statuses (429 + any 5xx).STRING
HIGH…ges/benchmarks/hermes-adapter/hermes_adapter/_retry.py0return true for transient http statuses (429 + any 5xx).STRING
HIGHpackages/benchmarks/lib/base_benchmark_client.py0return true for transient http statuses (429 + any 5xx).STRING
HIGHpackages/benchmarks/OSWorld/run.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…kages/benchmarks/OSWorld/scripts/python/run_autoglm.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…ges/benchmarks/OSWorld/scripts/python/run_autoglm_v.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…nchmarks/OSWorld/scripts/python/run_multienv_aguvis.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…chmarks/OSWorld/scripts/python/run_multienv_autoglm.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…marks/OSWorld/scripts/python/run_multienv_autoglm_v.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…nchmarks/OSWorld/scripts/python/run_multienv_claude.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…/benchmarks/OSWorld/scripts/python/run_multienv_owl.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGH…/OSWorld/scripts/python/run_multienv_mobileagent_v3.py0script to run evaluation on the benchmark. utils and basic architecture credit to https://github.com/web-arena-x/webarenSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/o3_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/uitars15_v1.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/jedi_3b_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/uitars_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/owl_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/aguvis_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/qwen25vl_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/mano_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/jedi_7b_agent.py0predict the next action(s) based on the current observation.STRING
HIGH…kages/benchmarks/OSWorld/mm_agents/openai_cua_agent.py0predict the next action(s) based on the current observation.STRING
HIGH…ckages/benchmarks/OSWorld/mm_agents/gta1/gta1_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/autoglm_v/main.py0predict the next action(s) based on the current observation.STRING
HIGH…/benchmarks/OSWorld/mm_agents/opencua/opencua_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/autoglm/main.py0predict the next action(s) based on the current observation.STRING
HIGH…enchmarks/OSWorld/mm_agents/aworldguiagent/workflow.py0predict the next action(s) based on the current observation.STRING
HIGH…chmarks/OSWorld/mm_agents/os_symphony/agents/worker.py0predict the next action(s) based on the current observation.STRING
HIGH…ckages/benchmarks/OSWorld/mm_agents/kimi/kimi_agent.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/eliza-adapter/osworld_adapter.py0predict the next action(s) based on the current observation.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/o3_agent.py0please generate the next move according to the ui screenshot and instruction. and you can refer to the previous actions STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/jedi_3b_agent.py0please generate the next move according to the ui screenshot and instruction. and you can refer to the previous actions STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/jedi_7b_agent.py0please generate the next move according to the ui screenshot and instruction. and you can refer to the previous actions STRING
HIGH…ckages/benchmarks/OSWorld/mm_agents/gta1/gta1_agent.py0please generate the next move according to the ui screenshot and instruction. and you can refer to the previous actions STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/qwen3vl_agent.py0please generate the next move according to the ui screenshot, instruction and previous actions. instruction: {instructioSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/qwen25vl_agent.py0please generate the next move according to the ui screenshot, instruction and previous actions. instruction: {instructioSTRING
HIGH…es/benchmarks/OSWorld/mm_agents/evocua/evocua_agent.py0please generate the next move according to the ui screenshot, instruction and previous actions. instruction: {instructioSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/prompts.py0please generate the next move according to the ui screenshot, instruction and previous actions. instruction: {instructioSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/qwen3vl_agent.py0parse the llm response and convert it to low level action and pyautogui code.STRING
HIGH…es/benchmarks/OSWorld/mm_agents/evocua/evocua_agent.py0parse the llm response and convert it to low level action and pyautogui code.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/jedi_3b_agent.py0parse the llm response and convert it to low level action and pyautogui code.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/jedi_7b_agent.py0parse the llm response and convert it to low level action and pyautogui code.STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/uitars15_v1.py0click(start_box='<|box_start|>(x1,y1)<|box_end|>') left_double(start_box='<|box_start|>(x1,y1)<|box_end|>') right_singleSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/prompts.py0click(start_box='<|box_start|>(x1,y1)<|box_end|>') left_double(start_box='<|box_start|>(x1,y1)<|box_end|>') right_singleSTRING
HIGH…kages/benchmarks/OSWorld/mm_agents/dart_gui/prompts.py0click(start_box='<|box_start|>(x1,y1)<|box_end|>') left_double(start_box='<|box_start|>(x1,y1)<|box_end|>') right_singleSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/uitars15_v1.py0click(start_box='<|box_start|>(x1,y1)<|box_end|>') left_double(start_box='<|box_start|>(x1,y1)<|box_end|>') right_singleSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/prompts.py0click(start_box='<|box_start|>(x1,y1)<|box_end|>') left_double(start_box='<|box_start|>(x1,y1)<|box_end|>') right_singleSTRING
HIGH…kages/benchmarks/OSWorld/mm_agents/dart_gui/prompts.py0click(start_box='<|box_start|>(x1,y1)<|box_end|>') left_double(start_box='<|box_start|>(x1,y1)<|box_end|>') right_singleSTRING
HIGHpackages/benchmarks/OSWorld/mm_agents/uitars15_v1.py0click(start_box='<|box_start|>(x1,y1)<|box_end|>') left_double(start_box='<|box_start|>(x1,y1)<|box_end|>') right_singleSTRING
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Deep Nesting1510 hits · 1324 pts
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LOW…local-inference/native/kokoro_training/test_overfit.py40CODE
LOW…/native/kokoro_training/test_english_implementation.py456CODE
LOW…-inference/native/kokoro_training/inference_english.py454CODE
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py222CODE
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py454CODE
LOW…nce/native/kokoro_training/training/mps_grad_scaler.py31CODE
LOW…nce/native/kokoro_training/training/english_trainer.py368CODE
LOW…nce/native/kokoro_training/training/english_trainer.py699CODE
LOW…nce/native/kokoro_training/training/english_trainer.py1145CODE
LOW…nce/native/kokoro_training/training/english_trainer.py1452CODE
LOW…ence/native/kokoro_training/training/config_english.py218CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py49CODE
LOW…-inference/native/kokoro_training/audio/audio_utils.py139CODE
LOW…ference/native/kokoro_training/eliza_adapter/runner.py150CODE
LOW…local-inference/native/kokoro_training/kokoro/model.py164CODE
LOW…local-inference/native/kokoro_training/kokoro/model.py337CODE
LOW…local-inference/native/kokoro_training/kokoro/model.py442CODE
LOW…local-inference/native/kokoro_training/kokoro/model.py631CODE
LOW…ugins/plugin-vision/native/yolo.cpp/scripts/convert.py63CODE
LOW…kages/native/plugins/yolo-cpp/test/yolo_parity_test.py154CODE
LOW…kages/native/plugins/face-cpp/test/face_parity_test.py146CODE
LOW…kages/native/plugins/face-cpp/test/face_parity_test.py194CODE
LOW…e/plugins/polarquant-cpu/scripts/polarquant_to_gguf.py156CODE
LOW…/voice-classifier-cpp/scripts/voice_speaker_to_gguf.py102CODE
LOW…tive/plugins/wakeword-cpp/test/wakeword_parity_test.py131CODE
LOW…ative/plugins/wakeword-cpp/scripts/wakeword_to_gguf.py300CODE
LOWpackages/training/tests/test_apollo_default.py86CODE
LOWpackages/training/tests/test_apollo_default.py110CODE
LOWpackages/training/tests/rl/conftest.py47CODE
LOWpackages/training/tests/rl/test_tokenization_utils.py74CODE
LOW…ckages/training/scripts/synthesize_reasoning_round3.py99CODE
LOWpackages/training/scripts/synthesize_routing.py90CODE
LOWpackages/training/scripts/synthesize_routing.py228CODE
LOWpackages/training/scripts/synthesize_routing.py345CODE
LOW…ages/training/scripts/transform_strip_think_in_text.py22CODE
LOWpackages/training/scripts/append_voice_model_version.py155CODE
LOWpackages/training/scripts/emit_eliza1_catalog.py227CODE
LOWpackages/training/scripts/translate_corpus.py327CODE
LOWpackages/training/scripts/translate_corpus.py435CODE
LOWpackages/training/scripts/translate_corpus.py605CODE
LOWpackages/training/scripts/translate_corpus.py629CODE
LOW…/training/scripts/synthesize_should_respond_routing.py95CODE
LOW…/training/scripts/synthesize_should_respond_routing.py612CODE
LOWpackages/training/scripts/validate_corpus.py305CODE
LOWpackages/training/scripts/build_eliza1_fullcorpus.py60CODE
LOW…s/training/scripts/test_format_for_training_privacy.py425CODE
LOWpackages/training/scripts/analyze_corpus.py153CODE
LOWpackages/training/scripts/validate_eliza_schema.py59CODE
LOWpackages/training/scripts/validate_eliza_schema.py146CODE
LOWpackages/training/scripts/transform_cap_distribution.py172CODE
LOWpackages/training/scripts/transform_cap_distribution.py346CODE
LOWpackages/training/scripts/audit_eliza_coverage.py75CODE
LOWpackages/training/scripts/audit_eliza_coverage.py202CODE
LOWpackages/training/scripts/audit_eliza_coverage.py313CODE
LOWpackages/training/scripts/audit_eliza_coverage.py439CODE
LOW…kages/training/scripts/synthesize_messaging_actions.py1462CODE
LOWpackages/training/scripts/build_prompts.py64CODE
LOW…ckages/training/scripts/synthesize_reasoning_round2.py86CODE
LOWpackages/training/scripts/benchmark_vs_cerebras.py137CODE
LOWpackages/training/scripts/benchmark_vs_cerebras.py279CODE
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AI Slop Vocabulary382 hits · 1136 pts
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MEDIUM…/Sources/ScreenCapturePlugin/ScreenCapturePlugin.swift452 /// This is more robust than pre-calculating from UIScreen (classic ScreenRecordService pattern).COMMENT
MEDIUM…ns/plugin-local-inference/native/verify/rocm_runner.sh5# model. There is not yet a standalone HIP fixture harness equivalent toCOMMENT
MEDIUM…-inference/native/kokoro_training/inference_english.py129 """Loads the trained Kokoro model with robust error handling."""STRING
MEDIUM…ve/kokoro_training/training/adaptive_memory_manager.py447 """Get comprehensive memory management statistics"""STRING
MEDIUM…native/kokoro_training/training/interbatch_profiler.py85 """Get comprehensive profiling statistics"""STRING
MEDIUM…native/kokoro_training/training/interbatch_profiler.py132 """Print a comprehensive profiling report"""STRING
MEDIUM…nce/native/kokoro_training/training/english_trainer.py1146 """Print comprehensive memory management report"""STRING
MEDIUM…nce/native/kokoro_training/training/english_trainer.py1248 """Start PyTorch profiler with comprehensive settings"""STRING
MEDIUM…nce/native/kokoro_training/training/english_trainer.py1356 """Generate comprehensive profiling report including mixed precision stats"""STRING
MEDIUM…/native/kokoro_training/training/checkpoint_manager.py112 """Load checkpoint with robust error handling for optimizer/scheduler state"""STRING
MEDIUM…local-inference/native/kokoro_training/kokoro/model.py854 """Get comprehensive profiling report"""STRING
MEDIUM…in-local-inference/__tests__/metal-perf-matrix.test.ts2 * Unit coverage for the #9580 / #9608 per-tier Metal throughput matrix harness'COMMENT
MEDIUM…nference/src/runtime/ensure-local-inference-handler.ts987 // sink structurally so this stays robust to the core param type surface.COMMENT
MEDIUM…n-local-inference/src/routes/live-diarization-route.ts242 // `devicectl device copy from` — the robust, bridge-free retrieval path.COMMENT
MEDIUM…gins/plugin-local-inference/src/services/downloader.ts1235 // robust. Measured at ~400 MB/s on an NVMe so even the 20 GBCOMMENT
MEDIUM…/plugin-local-inference/src/services/voice/barge-in.ts209 // Definitely not speech — resume immediately.COMMENT
MEDIUM…n-openrouter/__tests__/keyless-harness.harness.test.ts2 * Keyless model-provider e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUMplugins/plugin-sql/src/migrations.ts225 // Use robust conversion: valid UUIDs are cast directly, others get md5 hashCOMMENT
MEDIUMplugins/plugin-sql/src/pglite/manager.ts526 // Definitely gone -> reclaim.COMMENT
MEDIUM…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh585# Create comprehensive verification scriptCOMMENT
MEDIUM…in-anthropic/__tests__/keyless-harness.harness.test.ts2 * Keyless model-provider e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUMplugins/plugin-hyperliquid/__tests__/smoke.test.ts331 // effective leverage = totalNtlPos 4000 / accountValue 5000 = 0.8.COMMENT
MEDIUMplugins/plugin-hyperliquid/src/HyperliquidView.test.tsx238 // Read-ready header + market leverage decoration.COMMENT
MEDIUM…lugin-discord/__tests__/connector-loop.harness.test.ts2 * Keyless Discord connector loop e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUMplugins/plugin-goals/src/actions/goals.harness.test.ts2 * Keyless OWNER_GOALS e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUM…/plugin-groq/__tests__/keyless-harness.harness.test.ts2 * Keyless model-provider e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUM…lugin-openai/__tests__/keyless-harness.harness.test.ts2 * Keyless model-provider e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUM…assistant/test/connector-adversarial-injection.test.ts14 * via the #10835 simulation harness. The claims proven:COMMENT
MEDIUM…personal-assistant/test/connector-payload-fuzz.test.ts9 * connector `send` chain (via the #10835 simulation harness). The typedCOMMENT
MEDIUM…st/scenarios/_catalogs/comms-flood-triage.catalog.json30 "notes": "Live-only, adversarial. The #12283 prompt-injection forwarded-email exemplar, landed byte-for-byte. A foCODE
MEDIUMplugins/plugin-video/src/services/video.ts574 // Simple SRT parser (replace with a more robust solution if needed)COMMENT
MEDIUM…gin-telegram/__tests__/keyless-harness.harness.test.ts2 * Keyless Telegram connector loop e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUM…gin-telegram/src/messageManager.outbound-media.test.ts17// string literals (not the ContentType enum) to stay robust to a stale coreCOMMENT
MEDIUM…google-genai/__tests__/keyless-harness.harness.test.ts2 * Keyless model-provider e2e (#8801, gap 5 — per-plugin harness adoption).COMMENT
MEDIUMplugins/plugin-registry/src/api/plugin-routes.ts1818 // Build a set of loaded plugin names for robust matching.COMMENT
MEDIUM…gent-orchestrator/src/services/transcript-sanitizer.ts9 * AND the swarm-synthesis path (issue elizaOS/eliza#11578) — shares one robustCOMMENT
MEDIUMscripts/check-riscv64-artifacts.sh5# One-shot harness: walks the known cross-build outputs (native pluginsCOMMENT
MEDIUMscripts/check-riscv64-artifacts.sh10# tiny C harness (also run under QEMU).COMMENT
MEDIUMscripts/check-riscv64-artifacts.sh219 # etc.) that the smoke harness doesn't supply. Treat asCOMMENT
MEDIUMscripts/check-riscv64-artifacts.sh229# Dlopen-verify a .so under QEMU: compiles a tiny C harness for theCOMMENT
MEDIUMscripts/check-riscv64-artifacts.sh235# which is not assumed available. The harness therefore does:COMMENT
MEDIUMscripts/check-riscv64-artifacts.sh380# We probe all three locations; the harness reports SKIP only if noneCOMMENT
MEDIUMscripts/build-riscv64-artifacts.sh3# the QEMU smoke harness consumes.COMMENT
MEDIUMscripts/build-riscv64-artifacts.sh11# harness). Unset = skip all builds.COMMENT
MEDIUMpackages/ui/src/App.screen-background-fuzz.test.tsx782 // while the chunk loads (same color — the seamless-swap design), so aCOMMENT
MEDIUMpackages/ui/src/state/switch-runtime.ts67 // Cloud / remote runtimes get the seamless in-place base + token swap.COMMENT
MEDIUMpackages/ui/src/backgrounds/AppBackground.tsx25// the Suspense fallback so the swap is seamless.COMMENT
MEDIUM…es/ui/src/components/chat/AccountConnectBlock.test.tsx185 // text content so the check is robust to how the title node is split.COMMENT
MEDIUM…ages/ui/src/components/shell/ContinuousChatOverlay.tsx2991 // height reaches 0 (robust to the [baseH] effect re-issuing the spring).COMMENT
MEDIUM…ages/ui/src/components/shell/ContinuousChatOverlay.tsx4782 // so the switch is seamless) — at rest it stays the plain calc so theCOMMENT
MEDIUMpackages/ui/src/voice/aec-loop-harness.test.ts2 * `#aec-loop?...` hash-trigger parsing for the on-device AEC evidence harnessCOMMENT
MEDIUMpackages/ui/src/hooks/resource-cache.test.ts4 * (#9141). In-memory store, no harness.COMMENT
MEDIUMpackages/ui/src/cloud/handoff/silent-repoint.test.ts66 // The whole point of PR3: a seamless in-place WS swap, NOT the globalCOMMENT
MEDIUM…kages/ui/src/cloud/applications/lib/utils.uuid.test.ts3 * routes key on (#9145). Pure function, no harness.COMMENT
MEDIUM…es/ui/src/first-run/clear-first-run-transcript.test.ts39 // the robust superset so a future turn that sets only one is still caught.COMMENT
MEDIUMpackages/ui/src/api/client-base-websocket.test.ts291 // The seamless swap must NOT surface a "disconnected" connection stateCOMMENT
MEDIUMpackages/ui/src/services/local-inference/downloader.ts574 // robust. Measured at ~400 MB/s on an NVMe so even the 20 GBCOMMENT
MEDIUMpackages/corpus-tools/src/pipeline/rewrite.test.ts2 * Stage-3 gray-area rewrite coverage for #14770. The deterministic harnessCOMMENT
MEDIUMpackages/core/src/types/surface-manifest.test.ts4 * wallpaper by accident (#13452). Pure deterministic logic; no harness.COMMENT
MEDIUMpackages/core/src/testing/no-agent-reverse-edge.test.ts3 * edge into `@elizaos/agent` (#12091 item 6): greps the harness source forCOMMENT
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Redundant / Tautological Comments703 hits · 1072 pts
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LOWplugins/plugin-linear/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-bluesky/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…al-inference/native/include/eliza_token_trie_sampler.h87 * ## Return valueCOMMENT
LOW…local-inference/native/kokoro_training/test_overfit.py485 # Check if predictions are stuck at a constant valueCOMMENT
LOW…local-inference/native/kokoro_training/test_overfit.py527 # Check if overfitting succeeded (use refined loss for final quality check)COMMENT
LOW…inference/native/kokoro_training/test_spike_samples.py110 # Check if this is a spikeCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py312 # Check if mel is all zeros or constantCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py212 model.eval() # Set model to evaluation modeCODE
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py54 # Check if already downloadedCOMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py123 # Check if alignments already existCOMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py169 # Check if files were extracted to a grids subdirectoryCOMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py244 # Check if MFA is installedCOMMENT
LOW…ve/kokoro_training/training/adaptive_memory_manager.py306 # Check if enough batches have passedCOMMENT
LOW…ence/native/kokoro_training/training/config_english.py196 # Check if we should suppress output (only during testing)COMMENT
LOW…/native/kokoro_training/training/checkpoint_manager.py152 # Check if state dict is validCOMMENT
LOW…/native/kokoro_training/training/checkpoint_manager.py169 # Check if state dict is validCOMMENT
LOW…gins/plugin-farcaster/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…ins/plugin-openrouter/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-vision/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-elizacloud/.github/workflows/publish.yml35 # Check if package.json changedCOMMENT
LOW…ins/plugin-elizacloud/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-ollama/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-discord/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…ins/plugin-elevenlabs/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-groq/.github/workflows/crates-deploy.yml33 # Check if Cargo.toml changedCOMMENT
LOWplugins/plugin-groq/.github/workflows/npm-deploy.yml37 # Check if package.json changedCOMMENT
LOWplugins/plugin-groq/.github/workflows/pypi-deploy.yml33 # Check if pyproject.toml changedCOMMENT
LOWplugins/plugin-openai/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-x/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-pdf/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-xai/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-mcp/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…ugins/plugin-telegram/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…s/plugin-google-genai/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-tee/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…let/src/chains/solana/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…wallet/src/chains/evm/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOWplugins/plugin-shell/.github/workflows/npm-deploy.yml34 # Check if package.json changedCOMMENT
LOW…kages/training/scripts/train_nebius_smoke_all_tiers.sh46# Set 0 to use --epochs 1 (real run).COMMENT
LOWpackages/training/scripts/rl/hybrid_env.py331 # Check if it's a Scenario (online) or Dict (offline)COMMENT
LOWpackages/training/scripts/rl/tokenization_utils.py388 # Check if masks look incorrectCOMMENT
LOW…ckages/training/scripts/rl/import_json_trajectories.py369 # Check if existsCOMMENT
LOW…ckages/training/scripts/rl/multi_agent_orchestrator.py173 # Assign NPCs to agentsCOMMENT
LOWpackages/training/scripts/rl/team_rl.py731 # Assign NPCs to teams and agent namesCOMMENT
LOWpackages/training/scripts/rl/run_team_rl.py268 # Print resultsCOMMENT
LOWpackages/training/scripts/rl/feed_env.py2051 # Check if reasoning mentions the action typeCOMMENT
LOWpackages/training/scripts/rl/service_manager.py243 # Check if process diedCOMMENT
LOWpackages/training/scripts/rl/service_manager.py517 # Check if process diedCOMMENT
LOWpackages/training/scripts/rl/fast_simulator.py635 # Increment timeCOMMENT
LOWpackages/training/scripts/rl/demo_continuous_rl.py414 # Assign NPCs to agentsCOMMENT
LOWpackages/training/scripts/rl/run_adversarial_eval.py134 # Print resultsCOMMENT
LOWpackages/training/scripts/rl/post_training.py218 # Check if bun is available (for TypeScript benchmark)COMMENT
LOWpackages/training/scripts/rl/shared_model_rl.py1094 # Check if scenario contains incoming adversarial messagesCOMMENT
LOWpackages/training/scripts/rl/shared_model_rl.py2152 # Check if we've hit step limit (0 = unlimited)COMMENT
LOWpackages/training/scripts/rl/rewards.py2312 # Check if we have enhanced contextCOMMENT
LOWpackages/training/scripts/rl/rewards.py2719 # Check if any action aligns with event directionCOMMENT
LOWpackages/training/scripts/rl/run_red_team_gym.py167 # Print resultsCOMMENT
LOWpackages/training/scripts/rl/atropos_trainer.py660 # Check if process diedCOMMENT
LOWpackages/training/scripts/rl/adversarial_game.py292 # Check if the actual secret value appears in what was sentCOMMENT
LOWpackages/training/scripts/rl/scenario_pool.py404 # Check if solvedCOMMENT
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Self-Referential Comments277 hits · 846 pts
SeverityFileLineSnippetContext
MEDIUM…local-inference/native/kokoro_training/test_overfit.py60 # Create a minimal config for the datasetCOMMENT
MEDIUM…-inference/native/kokoro_training/inference_english.py38 # Initialize utility classesCOMMENT
MEDIUM…ce/native/kokoro_training/kokoro/model_transformers.py62 # Create a tensor of indices from 0 to seq_len-1COMMENT
MEDIUM…ce/native/kokoro_training/kokoro/model_transformers.py64 # Create a matrix of (i - j) for all pairs (i, j)COMMENT
MEDIUM…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh168# Create a minimal start script that initializes the agent runtime and database schemaCOMMENT
MEDIUMpackages/training/scripts/rl/multi_prompt_dataset.py874 # Create a temporary sample for validationCOMMENT
MEDIUM…raph-agent/tests/test_autonomous_agent_complete_e2e.py232 # Create a postCOMMENT
MEDIUM…raph-agent/tests/test_autonomous_agent_complete_e2e.py248 # Create a commentCOMMENT
MEDIUM…raph-agent/tests/test_autonomous_agent_complete_e2e.py307 # Create a group chatCOMMENT
MEDIUMpackages/examples/supabase/config.toml2# This file is used by the Supabase CLICOMMENT
MEDIUM…al-bench/tasks/model-extraction-relu-logits/forward.py3# Define the neural network parametersCOMMENT
MEDIUM…h/tasks/large-scale-text-editing/tests/test_outputs.py98 # Create a script that just loads the registersCOMMENT
MEDIUM…erminal-bench/tasks/stable-parallel-kmeans/solution.sh8# Create the stable k-means implementationCOMMENT
MEDIUM…erminal-bench/tasks/stable-parallel-kmeans/solution.sh211# Create the test implementation scriptCOMMENT
MEDIUM…bench/tasks/3d-model-format-legacy/tests/test_cmake.py229 # Create a temporary output directory for testingCOMMENT
MEDIUM…bench/tasks/3d-model-format-legacy/tests/test_cmake.py80 # Create a temporary build directoryCOMMENT
MEDIUM…marks/terminal-bench/tasks/chess-best-move/solution.sh30 # Create a new image with the specified background colorCOMMENT
MEDIUM…marks/terminal-bench/tasks/chess-best-move/solution.sh156 # Create a chess board from the FENCOMMENT
MEDIUM…/tasks/break-filter-js-from-html/tests/test_outputs.py27 # Create a temporary copy of the file to filterCOMMENT
MEDIUM…enchmarks/terminal-bench/tasks/pypi-server/solution.sh13# Create a directory for the server application and packagesCOMMENT
MEDIUM…enchmarks/terminal-bench/tasks/pypi-server/solution.sh17# Create a Python virtual environment to keep dependencies isolatedCOMMENT
MEDIUM…enchmarks/terminal-bench/tasks/pypi-server/solution.sh30# Create a password file for a user 'uploader' with password 'password'COMMENT
MEDIUM…enchmarks/terminal-bench/tasks/pypi-server/solution.sh48# Create a directory for the projectCOMMENT
MEDIUM…enchmarks/terminal-bench/tasks/pypi-server/solution.sh52# Create the package structure and a simple functionCOMMENT
MEDIUM…enchmarks/terminal-bench/tasks/pypi-server/solution.sh59# Create the setup.py file to define the packageCOMMENT
MEDIUM…/terminal-bench/tasks/setup-custom-dev-env/solution.sh36# Create a new conda environment called terminal-benchCOMMENT
MEDIUM…ks/terminal-bench/tasks/jq-data-processing/solution.sh35# Create the YAML args fileCOMMENT
MEDIUM…l-bench/tasks/jq-data-processing/tests/test_outputs.py51 # Create a mapping of user IDs to their original statusCOMMENT
MEDIUM…l-bench/tasks/jq-data-processing/tests/test_outputs.py85 # Create a mapping of user IDs to their original rolesCOMMENT
MEDIUM…l-bench/tasks/jq-data-processing/tests/test_outputs.py107 # Create a mapping of user IDs to their original rolesCOMMENT
MEDIUM…l-bench/tasks/jq-data-processing/tests/test_outputs.py286 # Create a temporary file with just the secret keyCOMMENT
MEDIUM…ch/tasks/jq-data-processing/task-deps/generate_data.py59# Create a checksum with a hard-coded secret key for enhanced securityCOMMENT
MEDIUM…ench/tasks/make-mips-interpreter/tests/test_outputs.py14 # Create a temporary file to capture stdoutCOMMENT
MEDIUM…rks/terminal-bench/tasks/simple-sheets-put/solution.sh5# Create a new spreadsheetCOMMENT
MEDIUM…rks/terminal-bench/tasks/simple-sheets-put/solution.sh8# Create a new sheetCOMMENT
MEDIUM…rminal-bench/tasks/merge-diff-arc-agi-task/solution.sh34# Create the correct algo.py implementationCOMMENT
MEDIUM…rminal-bench/tasks/chem-property-targeting/solution.sh5# Create the solution Python scriptCOMMENT
MEDIUM…rks/terminal-bench/tasks/pytorch-model-cli/solution.sh28# Create a conversion script from .pth to .jsonCOMMENT
MEDIUM…rks/terminal-bench/tasks/pytorch-model-cli/solution.sh58# Create the C fileCOMMENT
MEDIUM…/benchmarks/terminal-bench/tasks/play-lord/solution.sh21# Create a Python script to play the gameCOMMENT
MEDIUM…/terminal-bench/tasks/cross-entropy-method/solution.sh12# Create a Python script to implement the missing functionalityCOMMENT
MEDIUM…inal-bench/tasks/security-celery-redis-rce/solution.sh18# Create the Python exploit script with detailed commentsCOMMENT
MEDIUM…inal-bench/tasks/security-celery-redis-rce/solution.sh56# Define a malicious class that will be pickledCOMMENT
MEDIUM…inal-bench/tasks/security-celery-redis-rce/solution.sh69# Create the malicious pickle payloadCOMMENT
MEDIUM…/tasks/security-celery-redis-rce/tests/test_outputs.py31 # Define the expected security filesCOMMENT
MEDIUM…rks/terminal-bench/tasks/get-bitcoin-nodes/solution.sh17# Create the main API service fileCOMMENT
MEDIUM…rks/terminal-bench/tasks/get-bitcoin-nodes/solution.sh76# Create a custom Bitcoin protocol clientCOMMENT
MEDIUM…bench/tasks/deterministic-tarball/setup_source_tree.sh96 # Create a small PNG (1x1 pixel, red)COMMENT
MEDIUM…rks/terminal-bench/tasks/vulnerable-secret/solution.sh16# Create a payload that overflows the buffer and overwrites the authenticated flagCOMMENT
MEDIUM…rks/terminal-bench/tasks/llm-spec-decoding/solution.sh7# Create the speculative decoding test scriptCOMMENT
MEDIUM…rks/terminal-bench/tasks/home-server-https/solution.sh8# Create the HTML page firstCOMMENT
MEDIUM…nal-bench/tasks/adaptive-rejection-sampler/solution.sh77# Create a test function that follows the required formatCOMMENT
MEDIUM…nal-bench/tasks/adaptive-rejection-sampler/solution.sh177# Create a comprehensive test scriptCOMMENT
MEDIUM…nal-bench/tasks/adaptive-rejection-sampler/solution.sh337# Create a simple demonstration scriptCOMMENT
MEDIUM…nal-bench/tasks/adaptive-rejection-sampler/solution.sh386# Create the required sample files with exact namesCOMMENT
MEDIUM…chmarks/terminal-bench/tasks/kv-store-grpc/solution.sh7# Create the proto fileCOMMENT
MEDIUM…chmarks/terminal-bench/tasks/kv-store-grpc/solution.sh37# Create the Python scriptCOMMENT
MEDIUM…rminal-bench/tasks/kv-store-grpc/tests/test_outputs.py111 # Create a channel and test gRPC handshakeCOMMENT
MEDIUM…rminal-bench/tasks/kv-store-grpc/tests/test_outputs.py150 # Create a channel and stubCOMMENT
MEDIUM…rminal-bench/tasks/jupyter-notebook-server/solution.sh40# Create the sample notebookCOMMENT
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Structural Annotation Overuse401 hits · 724 pts
SeverityFileLineSnippetContext
LOW…use/src/__tests__/benchmark/osworld-local.real.test.ts238 // Step 1: Move mouseCOMMENT
LOW…use/src/__tests__/benchmark/osworld-local.real.test.ts248 // Step 2: Press escapeCOMMENT
LOW…use/src/__tests__/benchmark/osworld-local.real.test.ts256 // Step 3: DoneCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py316 # Step 4: Convert mel spectrogram to audio using the neural vocoderCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py233 # Step 1: Process text into phoneme sequenceCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py252 # Step 2: Convert phonemes to numerical indicesCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py275 # Step 3: Generate mel spectrogramCOMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py254 # Step 1: Create individual .txt files for MFA (required!)COMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py330 # Step 2: Custom dictionary (legacy - not needed with g2p_en)COMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py338 # Step 3: Download dictionary and acoustic modelCOMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py355 # Step 4: Run alignmentCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh131# Step 2: Create test project directoryCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh136# Step 3: Setup source version environmentCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh532# Step 4: Install source version dependenciesCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh538# Step 5: Initialize database with source version schemaCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh543# Step 6: Seed test dataCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh549# Step 7: Capture BEFORE stateCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh559# Step 8: Upgrade to local buildCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh790# Step 9: Run agent with local build (triggers migration)COMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh796# Step 10: Capture AFTER stateCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh806# Step 11: Show DIFFCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh113# Step 1: Start PostgreSQLCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh821# Step 12: Run verificationCOMMENT
LOWplugins/plugin-discord/discord-history.ts702 // Step 1: Catch up on new messagesCOMMENT
LOWplugins/plugin-discord/discord-history.ts909 // Step 2: Determine backfill directionCOMMENT
LOWplugins/plugin-discord/discord-history.ts933 // Step 3: Backfill older messagesCOMMENT
LOWplugins/plugin-music/src/actions/playAudio.ts726 // Step 1: Check local music library firstCOMMENT
LOWplugins/plugin-music/src/actions/playAudio.ts758 // Step 2: If not found in library, search for trackCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts637 // Step 1: Analyze the query intentCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts656 // Step 2: Research if neededCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts700 // Step 3: Search YouTube for the trackCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts726 // Step 4: Queue the track via music serviceCOMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts90 // Step 1: ask wake time → status=needs_more_input.COMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts94 // Step 2: provide wake time → completes.COMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts117 // Step 3: pipe the cached inputs into a fresh in-memory runner — thisCOMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts132 // Step 4: apply lifecycle verbs across the seeded tasks.COMMENT
LOW…-assistant/src/lifeops/entities/voice-observer.test.ts407 // Step 1: Shaw introduces Jill.COMMENT
LOW…-assistant/src/lifeops/entities/voice-observer.test.ts418 // Step 2: Jill speaks — new voice cluster + no prior entity binding.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts91 // Step 1: bind the imprint to an entity (create or match).COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts102 // Step 2: realize any pending relationships the binding resolved.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts118 // Step 3: if the OWNER speaks a kin claim (partner OR sibling — issueCOMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts163 // Step 4: a self-affiliation claim ("I'm John from the accounting team",COMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts131 // Step 1: Request device codeCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts134 // Step 2: Surface the auth prompt to the userCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts151 // Step 3: Poll until user completes authCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts154 // Step 4: Create client with the obtained tokenCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3081 // Step 1: Create agentCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3118 // Step 2: Start provisioningCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3189 // Step 3: Poll job statusCOMMENT
LOWpackages/core/src/runtime.ts3800 // Step 1: Create all rooms FIRST (before adding any participants)COMMENT
LOWpackages/core/src/runtime.ts3826 // Step 2: Create all entitiesCOMMENT
LOWpackages/core/src/runtime.ts3872 // Step 3: Now add all participants (rooms and entities must exist by now)COMMENT
LOW…ime/__tests__/action-model-routing-integration.test.ts242 // Step 1: ollama (local-filtered TEXT_SMALL) → throws.COMMENT
LOW…ime/__tests__/action-model-routing-integration.test.ts243 // Step 2: openai (unfiltered TEXT_SMALL) → succeeds.COMMENT
LOWpackages/training/docs/FINETUNING_PIPELINE.md45### Step 1: Data PreparationCOMMENT
LOWpackages/training/docs/FINETUNING_PIPELINE.md70### Step 2: Fine-TuneCOMMENT
LOWpackages/training/docs/FINETUNING_PIPELINE.md114### Step 3: EvaluateCOMMENT
LOWpackages/training/docs/FINETUNING_PIPELINE.md137### Step 4: QuantizeCOMMENT
LOWpackages/training/docs/FINETUNING_PIPELINE.md156### Step 5: PublishCOMMENT
LOWpackages/training/cloud/scripts/eliza-cloud-register.sh78 # Step 2: upsert Vast template (idempotent).COMMENT
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Modern Structural Boilerplate643 hits · 659 pts
SeverityFileLineSnippetContext
LOW…local-inference/native/kokoro_training/test_overfit.py25logger = logging.getLogger(__name__)CODE
LOW…ference/native/kokoro_training/test_training_health.py13logger = logging.getLogger(__name__)CODE
LOW…/native/kokoro_training/test_english_implementation.py19logger = logging.getLogger(__name__)CODE
LOW…inference/native/kokoro_training/test_spike_samples.py15logger = logging.getLogger(__name__)CODE
LOW…ference/native/kokoro_training/test_vocoder_quality.py13logger = logging.getLogger(__name__)CODE
LOW…-inference/native/kokoro_training/inference_english.py23logger = logging.getLogger(__name__)CODE
LOW…l-inference/native/kokoro_training/training_english.py32logger = logging.getLogger(__name__)CODE
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py18logger = logging.getLogger(__name__)CODE
LOW…ve/kokoro_training/training/adaptive_memory_manager.py18logger = logging.getLogger(__name__)CODE
LOW…nce/native/kokoro_training/training/english_trainer.py32logger = logging.getLogger(__name__)CODE
LOW…-inference/native/kokoro_training/training/__init__.py5__all__ = ['EnglishTrainingConfig', 'get_default_config', 'get_small_config', 'EnglishTrainer']CODE
LOW…/native/kokoro_training/training/checkpoint_manager.py17logger = logging.getLogger(__name__)CODE
LOW…erence/native/kokoro_training/audio/hifigan_vocoder.py21logger = logging.getLogger(__name__)CODE
LOW…erence/native/kokoro_training/audio/vocoder_manager.py18logger = logging.getLogger(__name__)CODE
LOW…cal-inference/native/kokoro_training/audio/__init__.py5__all__ = ['AudioUtils', 'PhonemeProcessorUtils', 'VocoderManager']CODE
LOW…-inference/native/kokoro_training/audio/audio_utils.py15logger = logging.getLogger(__name__)CODE
LOW…rence/native/kokoro_training/eliza_adapter/__init__.py23__all__ = [CODE
LOW…al-inference/native/kokoro_training/kokoro/__init__.py4__all__ = ['KokoroModel']CODE
LOW…local-inference/native/kokoro_training/kokoro/model.py15logger = logging.getLogger(__name__)CODE
LOW…e/native/kokoro_training/kokoro/positional_encoding.py5logger = logging.getLogger(__name__)CODE
LOW…ce/native/kokoro_training/kokoro/model_transformers.py9logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/training/instrumentation.py593__all__ = [CODE
LOWpackages/training/scripts/training/__init__.py19__all__ = [CODE
LOWpackages/training/scripts/training/te_fp8.py178__all__ = ["FP8Handle", "maybe_enable_fp8"]CODE
LOWpackages/training/scripts/training/optimizer.py322__all__ = [CODE
LOWpackages/training/scripts/manifest/__init__.py29__all__ = [CODE
LOW…pts/quantization/fused_turboquant_vendored/__init__.py14__all__ = [CODE
LOW…/quantization/fused_turboquant_vendored/hf/__init__.py11__all__ = [CODE
LOW…antization/fused_turboquant_vendored/hf/fused_cache.py40logger = logging.getLogger(__name__)CODE
LOW…ation/fused_turboquant_vendored/vllm_plugin/backend.py36logger = logging.getLogger(__name__)CODE
LOW…tion/fused_turboquant_vendored/vllm_plugin/metadata.py21logger = logging.getLogger(__name__)CODE
LOW…tion/fused_turboquant_vendored/vllm_plugin/__init__.py17__all__ = ["register_backend"]CODE
LOW…used_turboquant_vendored/vllm_plugin/attention_impl.py27logger = logging.getLogger(__name__)CODE
LOW…zation/fused_turboquant_vendored/vllm_plugin/plugin.py15logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/publish/__init__.py13__all__ = [CODE
LOWpackages/training/scripts/lib/backends/vast.py39logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/lib/backends/vast.py407__all__ = ["VastBackend"]CODE
LOWpackages/training/scripts/inference/entropix_sampler.py90 def update_state(self, batch_update: BatchUpdate | None) -> None:CODE
LOWpackages/training/scripts/rl/checkpoint_sync.py33logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/hybrid_env.py34logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/ab_testing.py30logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/multi_turn.py45logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/market_regime.py20logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/tokenization_utils.py26logger = logging.getLogger(__name__)CODE
LOW…ckages/training/scripts/rl/import_json_trajectories.py47logger = logging.getLogger(__name__)CODE
LOW…ckages/training/scripts/rl/multi_agent_orchestrator.py33logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/archetype_trainer.py37logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/hermes_bridge.py10logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/team_rl.py43logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/quality_scorer.py26logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/attacker_trainer.py34logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/tick_reward_attribution.py20logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/reward_config.py114 def _set_defaults(self) -> None:CODE
LOWpackages/training/scripts/rl/online_env.py63logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/simulation_bridge.py27logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/evaluation.py24logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/service_manager.py44logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/fast_simulator.py56logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/turboquant.py378 def _set_from_full_states(self, full_keys: torch.Tensor, full_values: torch.Tensor) -> None:CODE
LOWpackages/training/scripts/rl/continuous_rl.py40logger = logging.getLogger(__name__)CODE
583 more matches not shown…
Verbosity Indicators349 hits · 645 pts
SeverityFileLineSnippetContext
LOW…use/src/__tests__/benchmark/osworld-local.real.test.ts238 // Step 1: Move mouseCOMMENT
LOW…use/src/__tests__/benchmark/osworld-local.real.test.ts248 // Step 2: Press escapeCOMMENT
LOW…use/src/__tests__/benchmark/osworld-local.real.test.ts256 // Step 3: DoneCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py316 # Step 4: Convert mel spectrogram to audio using the neural vocoderCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py233 # Step 1: Process text into phoneme sequenceCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py252 # Step 2: Convert phonemes to numerical indicesCOMMENT
LOW…-inference/native/kokoro_training/inference_english.py275 # Step 3: Generate mel spectrogramCOMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py254 # Step 1: Create individual .txt files for MFA (required!)COMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py330 # Step 2: Custom dictionary (legacy - not needed with g2p_en)COMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py338 # Step 3: Download dictionary and acoustic modelCOMMENT
LOW…cal-inference/native/kokoro_training/setup_ljspeech.py355 # Step 4: Run alignmentCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh131# Step 2: Create test project directoryCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh136# Step 3: Setup source version environmentCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh532# Step 4: Install source version dependenciesCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh538# Step 5: Initialize database with source version schemaCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh543# Step 6: Seed test dataCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh549# Step 7: Capture BEFORE stateCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh559# Step 8: Upgrade to local buildCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh790# Step 9: Run agent with local build (triggers migration)COMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh796# Step 10: Capture AFTER stateCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh806# Step 11: Show DIFFCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh113# Step 1: Start PostgreSQLCOMMENT
LOW…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh821# Step 12: Run verificationCOMMENT
LOWplugins/plugin-discord/discord-history.ts702 // Step 1: Catch up on new messagesCOMMENT
LOWplugins/plugin-discord/discord-history.ts909 // Step 2: Determine backfill directionCOMMENT
LOWplugins/plugin-discord/discord-history.ts933 // Step 3: Backfill older messagesCOMMENT
LOWplugins/plugin-music/src/actions/playAudio.ts726 // Step 1: Check local music library firstCOMMENT
LOWplugins/plugin-music/src/actions/playAudio.ts758 // Step 2: If not found in library, search for trackCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts637 // Step 1: Analyze the query intentCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts656 // Step 2: Research if neededCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts700 // Step 3: Search YouTube for the trackCOMMENT
LOWplugins/plugin-music/src/actions/playMusicQuery.ts726 // Step 4: Queue the track via music serviceCOMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts90 // Step 1: ask wake time → status=needs_more_input.COMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts94 // Step 2: provide wake time → completes.COMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts117 // Step 3: pipe the cached inputs into a fresh in-memory runner — thisCOMMENT
LOW…assistant/test/spine-and-first-run.integration.test.ts132 // Step 4: apply lifecycle verbs across the seeded tasks.COMMENT
LOW…-assistant/src/lifeops/entities/voice-observer.test.ts407 // Step 1: Shaw introduces Jill.COMMENT
LOW…-assistant/src/lifeops/entities/voice-observer.test.ts418 // Step 2: Jill speaks — new voice cluster + no prior entity binding.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts91 // Step 1: bind the imprint to an entity (create or match).COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts102 // Step 2: realize any pending relationships the binding resolved.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts118 // Step 3: if the OWNER speaks a kin claim (partner OR sibling — issueCOMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts163 // Step 4: a self-affiliation claim ("I'm John from the accounting team",COMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts131 // Step 1: Request device codeCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts134 // Step 2: Surface the auth prompt to the userCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts151 // Step 3: Poll until user completes authCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts154 // Step 4: Create client with the obtained tokenCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3081 // Step 1: Create agentCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3118 // Step 2: Start provisioningCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3189 // Step 3: Poll job statusCOMMENT
LOWpackages/core/src/runtime.ts3800 // Step 1: Create all rooms FIRST (before adding any participants)COMMENT
LOWpackages/core/src/runtime.ts3826 // Step 2: Create all entitiesCOMMENT
LOWpackages/core/src/runtime.ts3872 // Step 3: Now add all participants (rooms and entities must exist by now)COMMENT
LOW…ime/__tests__/action-model-routing-integration.test.ts242 // Step 1: ollama (local-filtered TEXT_SMALL) → throws.COMMENT
LOW…ime/__tests__/action-model-routing-integration.test.ts243 // Step 2: openai (unfiltered TEXT_SMALL) → succeeds.COMMENT
LOWpackages/training/cloud/scripts/eliza-cloud-register.sh78 # Step 2: upsert Vast template (idempotent).COMMENT
LOWpackages/training/cloud/scripts/eliza-cloud-register.sh101 # Step 3: provision endpoint against the template.COMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh68# Step 1: rewrites (reads train.jsonl, writes train_rewritten.jsonl)COMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh77# Step 2: corpus cleanup (reads train.jsonl → writes train_cleaned.jsonl)COMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh87# Step 3: memoryEntries gap cleanupCOMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh94# Step 4: deslop assistant textCOMMENT
289 more matches not shown…
Cross-Language Confusion101 hits · 539 pts
SeverityFileLineSnippetContext
HIGHpackages/training/scripts/test_dpo_smoke.py8 cd training && pytest -xvs scripts/test_dpo_smoke.pySTRING
HIGHpackages/training/scripts/test_hf_publish.py10 cd training && pytest -xvs scripts/test_hf_publish.pySTRING
HIGHpackages/training/scripts/publish_pipeline_to_hf.py8 cd /workspace/training && uv sync --extra trainSTRING
HIGH…ages/training/scripts/synthesize_agent_orch_actions.py492 log.info("wrote %d agent-orch eliza_native_v1 rows (%d subtle-null) to %s", n, nulls, args.out)CODE
HIGH…ckages/training/scripts/synthesize_commerce_actions.py1333# All actions in this set have either no parameters (parameters=null) or onlyCOMMENT
HIGHpackages/training/scripts/synthesize_native_fillins.py429 "evaluator": {{"value": null, "source": "source|inferred|not_applicable", "reason": "short"}}CODE
HIGHpackages/training/scripts/manifest/eliza1_manifest.py1941 Computes ``sha256( datasets_yaml_bytes || sorted_per_source_hashes )``.STRING
HIGHpackages/training/scripts/quantization/qjl_apply.py633 "cd scripts/quantization/qjl && python setup.py build_ext --inplace"CODE
HIGHpackages/training/scripts/synth/test_judge_filter.py11 cd packages/training && pytest -xvs scripts/synth/test_judge_filter.pySTRING
HIGHpackages/training/scripts/synth/drive_eliza.py36 cd /home/shaw/eliza && bun run --cwd packages/lifeops-bench src/server.tsSTRING
HIGHpackages/training/scripts/asr/finetune_asr.py27- **Conditional HF push** gated on ``beatsBaseline=True && operatorSignedOff=True``STRING
HIGHpackages/training/scripts/lib/adapters.py2459 """Best-effort cast of a string to bool/int/float/null, else strip & return."""STRING
HIGHpackages/training/scripts/inference/heartbeat.py16 "spec_decode_accept_rate": float|null, # accepted / proposed since prev scrape, null if unsupportedSTRING
HIGHpackages/training/scripts/inference/heartbeat.py17 "apc_hit_rate": float|null, # cache hits / queries since prev scrape, null if unsupportedSTRING
HIGHpackages/training/scripts/inference/heartbeat.py18 "peak_vram_mb": int|null} # max(memory.used) across visible GPUsSTRING
HIGHpackages/training/scripts/kokoro/eval_kokoro.py459 "boolean. Publish flows gate on `gateResult.passed && comparison.beatsBaseline`."CODE
HIGH…raining/scripts/kokoro/__tests__/test_baseline_eval.py3The fine-tune publish path gates on `gateResult.passed && comparison.beatsBaseline`;STRING
HIGHpackages/training/scripts/rl/online_env.py6 Terminal 1: cd packages/sim && bun run bridge-serverSTRING
HIGHpackages/training/scripts/rl/kl_controller.py144 KL(policy || reference) = sum(policy_logprob - reference_logprob)STRING
HIGHpackages/training/scripts/rl/kl_controller.py555 KL(P || Q) = sum(P * log(P/Q))STRING
HIGH…ges/examples/feed-langgraph-agent/feed_a2a_official.py62 print(" cd /path/to/feed && bun dev")CODE
HIGH…xamples/feed-langgraph-agent/tests/test_local_agent.py9 (Run: cd ../local-a2a-server && bun run dev)STRING
HIGH…les/feed-langgraph-agent/tests/test_a2a_integration.py309 print(" 1. Start Feed server: cd /Users/shawwalters/feed && npm run dev")CODE
HIGH…marks/experience/elizaos_experience_bench/generator.py430 "problem_action": "git push origin main && deploy",CODE
HIGH…ckages/benchmarks/terminal-bench/evaluator_ablation.py88 "cd /workspace && python -m unittest discover tests/"STRING
HIGH…ckages/benchmarks/terminal-bench/evaluator_ablation.py122git stash -q 2>/dev/null || trueCODE
HIGH…ckages/benchmarks/terminal-bench/evaluator_ablation.py125git checkout -q "$MAIN" 2>/dev/null || trueCODE
HIGH…ckages/benchmarks/terminal-bench/evaluator_ablation.py136 "cd /workspace && git init && git config user.email 'test@test.com' && "STRING
HIGH…ckages/benchmarks/terminal-bench/evaluator_ablation.py140 "mkdir -p src && echo 'print(\"hello\")' > src/app.py && "STRING
HIGH…ckages/benchmarks/terminal-bench/evaluator_ablation.py175 "cd /workspace && make"STRING
HIGH…ckages/benchmarks/terminal-bench/evaluator_ablation.py226 "cd /workspace && python3 process.py"STRING
HIGH…s/terminal-bench/elizaos_terminal_bench/environment.py1024 ["bash", "-lc", "command -v apt-get >/dev/null && apt-get update && apt-get install -y tmux"],CODE
HIGH…s/terminal-bench/elizaos_terminal_bench/environment.py1025 ["bash", "-lc", "command -v apk >/dev/null && apk add --no-cache tmux"],CODE
HIGH…s/terminal-bench/elizaos_terminal_bench/environment.py1026 ["bash", "-lc", "command -v yum >/dev/null && yum install -y tmux"],CODE
HIGH…s/terminal-bench/elizaos_terminal_bench/environment.py1027 ["bash", "-lc", "command -v microdnf >/dev/null && microdnf install -y tmux"],CODE
HIGH…s/terminal-bench/elizaos_terminal_bench/environment.py1044 f"tmux kill-session -t {self.SESSION_NAME} 2>/dev/null; "CODE
HIGH…inal-bench/tasks/git-multibranch/tests/test_outputs.py43spawn bash -c "cd project-test && git push -u origin main"CODE
HIGH…inal-bench/tasks/git-multibranch/tests/test_outputs.py56spawn bash -c "cd project-test && git push -u origin dev"CODE
HIGH…inal-bench/tasks/git-multibranch/tests/test_outputs.py72 MAIN=$(curl -sk --max-time 5 https://localhost:8443/index.html 2>/dev/null || echo "")CODE
HIGH…inal-bench/tasks/git-multibranch/tests/test_outputs.py73 DEV=$(curl -sk --max-time 5 https://localhost:8443/dev/index.html 2>/dev/null || echo "")CODE
HIGH…bench/tasks/setup-custom-dev-env/tests/test_outputs.py65 f"source /root/.zshrc && echo $plugins output: {result_output}"CODE
HIGH…s/terminal-bench/tasks/play-lord/tests/test_outputs.py166 # Check that player's last_login timestamp is reasonable (not null)COMMENT
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py52 let textSection = null;CODE
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py53 let dataSection = null;CODE
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py54 let rodataSection = null;CODE
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py68 symbolTableSections.push(section);CODE
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py74 .filter(s => s !== null);CODE
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py114 functionBounds.push([symbol.value, symbol.size, symbolName]);CODE
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py235 sectionHeaders.push(section);CODE
HIGH…terminal-bench/tasks/extract-elf/tests/test_outputs.py290 while (end < strTab.length && strTab[end] !== 0) {CODE
HIGH…s/benchmarks/terminal-bench/tasks/regex-chess/check.py33 board_copy.push(move)CODE
HIGH…s/benchmarks/terminal-bench/tasks/regex-chess/check.py90 board.push(move)CODE
HIGH…terminal-bench/tasks/regex-chess/tests/test_outputs.py29 board_copy.push(move)CODE
HIGH…terminal-bench/tasks/regex-chess/tests/test_outputs.py90 board.push(move)CODE
HIGH…minal-bench/tasks/interactive-maze-game/maze_server.py420 os.system("cd /app && python gen_maze.py")CODE
HIGH…tasks/adaptive-rejection-sampler/tests/test_outputs.py56 if (abs(mean_val) < 0.2 && std_val > 0.8 && std_val < 1.2) {CODE
HIGH…rminal-bench/tasks/amuse-install/tests/test_outputs.py61 command = f"source /app/amuse/.venv/bin/activate && python {str(script_path)}"CODE
HIGH…/feal-differential-cryptanalysis/tests/test_outputs.py20 print(os.popen("(cd /tests && python setup.py build_ext --inplace)").read())CODE
HIGH…bench/tasks/install-klee-minimal/tests/test_outputs.py16 ["bash", "-c", "source ~/.bashrc && klee --version"],CODE
HIGH…bench/tasks/install-klee-minimal/tests/test_outputs.py58 "source ~/.bashrc && clang-16 -emit-llvm -c -g -O0 -Xclang -disable-O0-optnone test.c -o test.bc",STRING
41 more matches not shown…
Fake / Example Data514 hits · 501 pts
SeverityFileLineSnippetContext
LOWplugins/plugin-openrouter/registry-entry.json30 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json57 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json67 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json77 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json87 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json97 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json107 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json117 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-openrouter/registry-entry.json127 "placeholder": "e.g., text-embedding-3-small",CODE
LOWplugins/plugin-openrouter/registry-entry.json137 "placeholder": "e.g., text-embedding-3-small",CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts246 element.getAttribute?.("placeholder"),CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts295 element.getAttribute?.("placeholder"),CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts381 case "placeholder":CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts382 return { findBy: "placeholder", text: trimQuoted(rawValue) };CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts445 case "placeholder":CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts448 element.getAttribute("placeholder"),CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts1061 element.getAttribute("placeholder"),CODE
LOW…lugin-browser/src/workspace/browser-workspace-types.ts118 | "placeholder"CODE
LOW…in-browser/src/workspace/browser-workspace-elements.ts198 element.getAttribute("placeholder"),CODE
LOW…in-browser/src/workspace/browser-workspace-elements.ts398 case "placeholder":CODE
LOW…in-browser/src/workspace/browser-workspace-elements.ts400 findBy: "placeholder",CODE
LOW…in-browser/src/workspace/browser-workspace-elements.ts490 element.getAttribute("placeholder"),CODE
LOW…in-browser/src/workspace/browser-workspace-elements.ts556 case "placeholder":CODE
LOW…in-browser/src/workspace/browser-workspace-elements.ts560 element.getAttribute("placeholder") ?? "",CODE
LOW…gin-training/src/dspy/__tests__/privacy-filter.test.ts49 expect(expected).not.toContain("bob@example.org");CODE
LOWplugins/plugin-embeddings/registry-entry.json16 "placeholder": "e.g., https://api.openai.com/v1",CODE
LOWplugins/plugin-embeddings/registry-entry.json34 "placeholder": "e.g., text-embedding-3-small",CODE
LOW…s__/integration/connector-account-storage.real.test.ts73 email: "user@example.com",CODE
LOW…/src/__tests__/integration/entity-methods.real.test.ts660 names: ["John Doe", "Johnny"],CODE
LOW…/src/__tests__/integration/entity-methods.real.test.ts667 names: ["Jane Doe", "Janet"],CODE
LOW…/src/__tests__/integration/entity-methods.real.test.ts683 names: ["John Doe", "Jane Doe"],CODE
LOW…/src/__tests__/integration/entity-methods.real.test.ts683 names: ["John Doe", "Jane Doe"],CODE
LOW…sql/src/__tests__/integration/entity-crud.real.test.ts116 names: ["John Doe", "JD"],CODE
LOW…sql/src/__tests__/integration/entity-crud.real.test.ts122 names: ["Jane Doe", "JD2"],CODE
LOW…sql/src/__tests__/integration/entity-crud.real.test.ts139 names: ["John Doe", "Jane Doe"],CODE
LOW…sql/src/__tests__/integration/entity-crud.real.test.ts139 names: ["John Doe", "Jane Doe"],CODE
LOW…sql/src/__tests__/integration/entity-crud.real.test.ts145 expect(names).toContain("John Doe");CODE
LOW…sql/src/__tests__/integration/entity-crud.real.test.ts146 expect(names).toContain("Jane Doe");CODE
LOW…on-tests/02-drop-table-with-relationships.real.test.ts144 names: ["John Doe"],CODE
LOWplugins/plugin-elizacloud/registry-entry.json38 "placeholder": "gemma-4-31b",CODE
LOWplugins/plugin-elizacloud/registry-entry.json48 "placeholder": "gemma-4-31b",CODE
LOWplugins/plugin-elizacloud/registry-entry.json58 "placeholder": "gemma-4-31b",CODE
LOWplugins/plugin-elizacloud/registry-entry.json68 "placeholder": "gemma-4-31b",CODE
LOWplugins/plugin-elizacloud/registry-entry.json78 "placeholder": "e.g., text-embedding-3-small",CODE
LOWplugins/plugin-elizacloud/registry-entry.json113 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-elizacloud/registry-entry.json132 "placeholder": "e.g., tts-1, eleven_multilingual_v2",CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts128 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts212 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts251 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts277 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts347 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts367 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts421 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOW…plugin-elizacloud/__tests__/unit/duffel-client.test.ts455 process.env.DUFFEL_API_KEY = "fake-key";CODE
LOWplugins/plugin-calendar/test/calendar.real-db.test.ts65 location: "123 Main St",CODE
LOWplugins/plugin-calendar/test/calendar.real-db.test.ts258 expect(dentist?.location).toBe("123 Main St");CODE
LOW…gin-calendar/test/calendar-service.integration.test.ts35 location: "123 Main St",CODE
LOWplugins/plugin-anthropic/registry-entry.json31 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-anthropic/registry-entry.json41 "placeholder": "e.g., gpt-4o, claude-sonnet-4-20250514",CODE
LOWplugins/plugin-trajectory-logger/test/phases.test.ts169 extractShouldRespondDecision(makeLlmCall({ response: "lorem ipsum" })),CODE
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Slop Phrases147 hits · 404 pts
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MEDIUMplugins/plugin-vision/src/eliza1-bridge.test.ts181 imageDescriptionResult: { description: "I'm unable to analyze images" },CODE
MEDIUMplugins/plugin-vision/src/service.ts1278 * "I'm unable to analyze images" sentinel or empty.COMMENT
MEDIUMplugins/plugin-vision/src/service.ts1294 description.includes("I'm unable to analyze images") ||CODE
MEDIUM…ugin-cli-inference/__tests__/codex-sdk-session.test.ts136 'Sure, here is the action: {"action":"REPLY","params":"{\\"text\\":\\"4\\"}"} — let me know if you need anytCODE
MEDIUM…__tests__/cerebras-spawn-subagent-refusal.live.test.ts7 * `replyText` ("I'm unable to spawn a sub-agent in this context. I canCOMMENT
MEDIUM…__tests__/cerebras-spawn-subagent-refusal.live.test.ts78replyText: brief acknowledgement on the planning path. NEVER refuse — the planner stage will handle the action. Refusal CODE
MEDIUMpackages/core/src/types/components.ts129 * Example content with associated user for demonstration purposesCOMMENT
MEDIUM…ckages/training/scripts/validate_converted_datasets.py31 "As an AI language model",CODE
MEDIUMpackages/training/scripts/convert_openclaw_to_eliza.py49 "As an AI language model",CODE
MEDIUMpackages/training/scripts/convert_xlam_to_eliza.py50 "As an AI language model",CODE
MEDIUM…ckages/training/scripts/transform_task_reply_deslop.py9 - "Let me know if you need..." trailing offers (1,546 records)STRING
MEDIUM…ckages/training/scripts/transform_task_reply_deslop.py66 # "Let me know if you need anything else / further help / more info."COMMENT
LOW…ining/scripts/transform_diversify_password_template.py27# Match: "Here is your new password: <pw>. Please make sure to save it in aCOMMENT
MEDIUMpackages/training/scripts/convert_hermes_to_eliza.py56 "As an AI language model",CODE
MEDIUM…ges/training/scripts/transform_remove_system_tropes.py14 - Leading "As an AI language model, " and variantsSTRING
MEDIUM…ges/training/scripts/transform_remove_system_tropes.py15 - Trailing " Let me know if you need anything else!" and variantsSTRING
MEDIUM…ges/training/scripts/transform_remove_system_tropes.py82 r"|(?:Please |Don't hesitate to )?let me know if you need anything else[.!?]?)"CODE
MEDIUM…kages/training/scripts/transform_diversify_refusals.py37 # "I'm (sorry/afraid), (but) I'm unable to (assist|perform|help) ..."COMMENT
MEDIUM…ting/unit/world-facts/contamination-prevention.test.ts502 "As a language model, I can analyze that the stock market trends suggest positive outcomes for quarterly earnings CODE
LOWpackages/examples/supabase/scripts/deploy.sh72echo "Don't forget to set your secrets:"CODE
MEDIUM…os/_authoring/candidates/live/reminders_batch_001.json186 "instruction": "Remind me to water the garden every Saturday morning. I'm usually up by 08:30, but let me know if yoCODE
MEDIUM…ios/_authoring/candidates/live/contacts_batch_001.json96 "instruction": "I need Kai's university email for the group project. It's not in my contacts. Can you locate it fromCODE
MEDIUM…s-bench/eliza_lifeops_bench/scenarios/live/contacts.py145 instruction="I need Kai's university email for the group project. It's not in my contacts. Can you locate it froCODE
MEDIUM…-bench/eliza_lifeops_bench/scenarios/live/reminders.py233 instruction="Remind me to water the garden every Saturday morning. I'm usually up by 08:30, but let me know if yCODE
MEDIUM…/terminal-bench/tasks/dna-assembly/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…erminal-bench/tasks/gomoku-planner/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…rs-from-eigenvalues-research-paper/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…rks/terminal-bench/tasks/regex-log/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…nch/tasks/large-scale-text-editing/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…minal-bench/tasks/jsonl-aggregator/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…/terminal-bench/tasks/assign-seats/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…bench/tasks/3d-model-format-legacy/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…/terminal-bench/tasks/movie-helper/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…erminal-bench/tasks/speech-to-text/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…inal-bench/tasks/cpp-compatibility/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…ench/tasks/log-summary-date-ranges/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…terminal-bench/tasks/vertex-solver/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…bench/tasks/constraints-scheduling/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…al-bench/tasks/train-bpe-tokenizer/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…s/terminal-bench/tasks/pypi-server/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…l-bench/tasks/setup-custom-dev-env/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…inal-bench/tasks/sparql-university/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…nal-bench/tasks/cancel-async-tasks/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…sks/leelachess0-pytorch-conversion/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…ks/terminal-bench/tasks/ilp-solver/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…ench/tasks/merge-diff-arc-agi-task/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
LOW…al-bench/tasks/pytorch-model-cli/task-deps/lodepng.cpp70lodepng source code. Don't forget to remove "static" if you copypaste themCODE
MEDIUM…al-bench/tasks/html-finance-verify/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…rminal-bench/tasks/code-from-image/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…minal-bench/tasks/protein-assembly/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…rks/terminal-bench/tasks/tune-mjcf/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…nal-bench/tasks/huarong-dao-solver/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…-bench/tasks/deterministic-tarball/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…inal-bench/tasks/vulnerable-secret/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…inal-bench/tasks/llm-spec-decoding/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…rminal-bench/tasks/pcap-to-netflow/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…-bench/tasks/hf-train-lora-adapter/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…al-bench/tasks/cobol-modernization/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…ch/tasks/mixed-integer-programming/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
MEDIUM…/terminal-bench/tasks/sudo-llvm-ir/docker-compose.yaml1# You usually don't need to modify anything in this file, but you can use it to addCOMMENT
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Modern AI Meta-Vocabulary134 hits · 384 pts
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MEDIUM…lugin-local-inference/native/verify/PLATFORM_MATRIX.md14## Verify status as of 2026-05-12 (post multi-agent wave)COMMENT
MEDIUM…ugin-local-inference/src/services/structured-output.ts381// per sampled token, including on the scaffold positions that the grammarCOMMENT
MEDIUM…ugin-local-inference/src/services/structured-output.ts509 // Tail scaffold after the last free span.COMMENT
MEDIUM…ference/src/services/__tests__/planner-grammar.test.ts188 // plan derived from the skeleton so the engine fast-forwards the scaffold.COMMENT
MEDIUM…cal-inference/src/services/voice/transcript-service.ts2 * TranscriptService (#8789) — orchestrates a finished recording into both homes:COMMENT
MEDIUMplugins/plugin-agent-skills/AGENTS.md156**Authoring a SKILL.md:** See the Agent Skills spec at https://agentskills.io/specification and the scaffold template atCODE
MEDIUMplugins/plugin-agent-skills/CLAUDE.md156**Authoring a SKILL.md:** See the Agent Skills spec at https://agentskills.io/specification and the scaffold template atCODE
MEDIUMplugins/plugin-calendar/src/plugin.ts28 // should not register scaffold action handlers; PA registers the owner-gatedCOMMENT
MEDIUM…ervices/__tests__/app-verification.integration.test.ts114// Integration tests below scaffold a temp project that depends on `npm` /COMMENT
MEDIUMplugins/plugin-anthropic/AGENTS.md42│ └── evaluators.json # Evaluator prompt scaffolding (currently empty)CODE
MEDIUMplugins/plugin-anthropic/CLAUDE.md42│ └── evaluators.json # Evaluator prompt scaffolding (currently empty)CODE
MEDIUMplugins/plugin-documents/src/plugin.ts109 // Do not register the scaffold action from this route/view plugin.COMMENT
MEDIUM…gins/plugin-inbox/test/triage-optimized-prompt.test.ts85 // The dynamic message scaffold is preserved around the instructions.COMMENT
MEDIUMplugins/plugin-discord/README.md71# For heavy-context / multi-step agentic turns on cloud models, raise thisCOMMENT
MEDIUMplugins/plugin-cli-inference/index.ts342 // Reframe the agentic SDK model as a pure completion engine (system) AND closeCOMMENT
MEDIUMplugins/plugin-cli-inference/index.ts367 // the body the same way (the SDK model is agentic too) and run TEXT mode.COMMENT
MEDIUM…gin-cli-inference/__tests__/claude-sdk-session.test.ts252 text: "I'll route this...", // agentic preamble, must be ignoredCODE
MEDIUMplugins/plugin-cli-inference/src/claude-sdk-session.ts381 // TEXT: default 1 — a one-shot answer leaves no room for the agenticCOMMENT
MEDIUMplugins/plugin-goals/src/plugin.ts27 // register their scaffold handlers here.COMMENT
MEDIUM…personal-assistant/test/brief-optimized-prompt.test.ts73 // The dynamic header + data scaffold is preserved around the instructions.COMMENT
MEDIUM…sonal-assistant/test/decomposition-integration.test.ts31// topology without their standalone action arrays so their scaffold/standaloneCOMMENT
MEDIUM…catalogs/neurotypical-control-adversarial.catalog.json71 "notes": "Live Cerebras gpt-oss-120b: FAILS 3/3 on develop (2026-07-06, #14356). The judge (no unsolicited scaffolCODE
MEDIUM…catalogs/neurotypical-control-adversarial.catalog.json119 "notes": "Live Cerebras gpt-oss-120b verified (2026-07-06, #14356): 'call the dentist' reminder created at the litCODE
MEDIUM…onal-assistant/src/lifeops/scheduled-task/scheduler.ts510 // queries touch O(# due rows + # event-driven rows with NULL) instead ofCOMMENT
MEDIUMplugins/plugin-workflow/README.md25## RAG Pipeline (workflow generation from natural language)COMMENT
MEDIUMplugins/plugin-wallet/src/sdk/index.ts683// ─── SpendingPolicy — Programmable spending guardrails ───────────────────────COMMENT
MEDIUM…tor/docs/default-eliza-skills-and-agent-bridge-plan.md36### Agent orchestrationCOMMENT
MEDIUM…agent-orchestrator/docs/multi-account-orchestration.md1# Multi-account coding-agent orchestrationCOMMENT
MEDIUM…ent-orchestrator/__tests__/unit/workspace-diff.test.ts324// 1. a fresh scaffold that runs `npm install` BEFORE writing .gitignore hasCOMMENT
MEDIUM…agent-orchestrator/__tests__/unit/repo-parsing.test.ts10// #9146 — coding-agent orchestration parses repo inputs from many surfacesCOMMENT
MEDIUM…hestrator/__tests__/unit/resolve-spawn-workdir.test.ts51 // `lockWorkdir` is only trusted after a scaffold-aware caller has createdCOMMENT
MEDIUMplugins/plugin-agent-orchestrator/src/actions/tasks.ts825 // scaffold-aware caller opts out with lockWorkdir — see runSpawnAgent.COMMENT
MEDIUMplugins/plugin-agent-orchestrator/src/actions/tasks.ts1203 // deliberate operator policy. A scaffold-aware caller that KNOWS itsCOMMENT
MEDIUM…ugin-agent-orchestrator/src/services/workspace-diff.ts194// Dependency/build directories a fresh scaffold populates BEFORE anyCOMMENT
MEDIUM…ugin-agent-orchestrator/src/services/workspace-diff.ts345 // large scaffold floods `untracked`. Set dedupe keeps first-occurrenceCOMMENT
MEDIUM…-agent-orchestrator/src/services/sub-agent-identity.ts306 // error-policy:J7 identity scaffold is best-effort; a failure warns and mustCOMMENT
MEDIUMpackages/core/src/runtime/planner-loop.ts1610 // scaffold. Opt out with `ELIZA_LOCAL_GUIDED_DECODE=0`. Cloud adaptersCOMMENT
MEDIUM…/src/__tests__/voice-group-multiagent-pipeline.test.ts2 * C9 (#8786): multi-agent VOICE_GROUP turn-taking through the Stage-1 pipeline.COMMENT
MEDIUMpackages/core/src/services/message.ts3329 // (case-insensitive) — that reply is intentional, not the enum/scaffoldCOMMENT
MEDIUMpackages/core/src/services/message.ts6553 // envelope with it so the model never spends tokens on the scaffold; theCOMMENT
MEDIUMpackages/core/src/services/message.ts6617 // forced scaffold spans. Opt out with `ELIZA_LOCAL_GUIDED_DECODE=0`.COMMENT
MEDIUMpackages/core/src/services/message.ts6981 // scaffold/fragment from strict-JSON generation — ship a clear deferralCOMMENT
MEDIUM…ative/plugins/wakeword-cpp/scripts/wakeword_to_gguf.py140# Conv layers in the embedding model, ordered by graph traversal. EachCOMMENT
MEDIUM…kages/test/cloud-e2e/tests/monetized-full-loop.spec.ts106 "real-Hetzner monetized loop driver is a follow-up (#8935); the nightly runs as a scaffold — the mock-stack loop is CODE
MEDIUMpackages/training/datasets.yaml1638 # Agent / orchestration tool-call examples generated byCOMMENT
MEDIUMpackages/training/datasets.yaml1640 # agent/orchestration plugin surface — plugin-agent-orchestrator (10),COMMENT
MEDIUMpackages/training/scripts/translate_corpus.py501# protects against a single 30 kB JSON-encoded reasoning trace blowing upCOMMENT
MEDIUMpackages/training/scripts/validate_corpus.py633# ──────────────────────── orchestration ────────────────────────COMMENT
MEDIUMpackages/training/scripts/synthesize_action_pairs.py2432# ─── orchestration ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/training/scripts/synthesize_web3_actions.py1353# ───────────────────────────── orchestration ───────────────────────────COMMENT
MEDIUM…ages/training/scripts/synthesize_agent_orch_actions.py53# ─── shared planner-stage scaffolding ────────────────────────────────────COMMENT
MEDIUM…ckages/training/scripts/synthesize_commerce_actions.py1564# ──────────────────────────── orchestration ──────────────────────────────COMMENT
MEDIUM…kages/training/scripts/omnivoice/finetune_omnivoice.py544# scaffold. Real training requires the HF↔GGUF round-trip tooling which isCOMMENT
MEDIUM…raining/scripts/manifest/stage_eliza1_bundle_assets.py121# embedding model) as GitHub release assets — they ship verbatim per bundleCOMMENT
MEDIUM…/training/scripts/manifest/test_stage_turn_detector.py18# without the package install (mirrors sibling test scaffolding).COMMENT
MEDIUM…ng/scripts/manifest/test_stage_eliza1_bundle_assets.py71 # which is independent of the asr_repo / VOICE_REPO test scaffolding.COMMENT
MEDIUMpackages/training/scripts/synth/test_adaptive_synth.py500# ─────────────────────────── AdaptiveSynth orchestration ────────────────────────────COMMENT
MEDIUM…es/training/scripts/publish/stage_base_v1_candidate.py573 # required key. This bundle ships no dedicated embedding modelCOMMENT
MEDIUMpackages/training/scripts/voice/build_sam_manifest.py347 # Flag and optionally exclude the known hallucination onCOMMENT
MEDIUMpackages/training/scripts/voice/audit_sam.sh21# hallucination '641.' (R12 §3.5). Non-fatal — pass throughCOMMENT
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Docstring Block Structure67 hits · 335 pts
SeverityFileLineSnippetContext
HIGHpackages/training/scripts/rl/rewards.py975 Compute counterfactual: what would have happened without action? This answers the question: "Did the agent's aSTRING
HIGH…rks/terminal-bench/tasks/mailman/tests/test_outputs.py27 Retry utility for a function call. Args: func: function to execute retries: number of retries STRING
HIGH…es/benchmarks/terminal-bench/tasks/mailman/src/eval.py24 Retry utility for a function call. Args: func: function to execute retries: number of retries STRING
HIGH…ckages/benchmarks/nl2repo/test_files/deepdiff/start.md3985 Find and load a class from a module Args: module: Module name name: ClSTRING
HIGH…ckages/benchmarks/nl2repo/test_files/deepdiff/start.md4729 Determine if two objects should be considered equal Args: level: The comparison leSTRING
HIGH…kages/benchmarks/nl2repo/test_files/databases/start.md1160 Execute query and return all result records Args: query: SQL query statement or ClSTRING
HIGH…kages/benchmarks/nl2repo/test_files/databases/start.md1174 Execute query and return single result record Args: query: SQL query statement or STRING
HIGH…kages/benchmarks/nl2repo/test_files/databases/start.md1188 Execute SQL statement (INSERT/UPDATE/DELETE, etc.) Args: query: SQL statement or CSTRING
HIGH…kages/benchmarks/nl2repo/test_files/databases/start.md1209 Iterate query results as async generator Args: query: SQL query statement or ClausSTRING
HIGH…arks/nl2repo/test_files/pythonprojecttemplate/start.md164Return the multiplication of self and left vector or number. Args: other: Other instance or scaler value (rSTRING
HIGH…arks/nl2repo/test_files/pythonprojecttemplate/start.md191Return the multiplication of self and left vector or number. Args: other: Other instance or scaler value (rSTRING
HIGH…ckages/benchmarks/nl2repo/test_files/arguably/start.md1995 Example of using Google-style docstring Args: name: The user's name age: The user's age, dSTRING
HIGH…benchmarks/nl2repo/test_files/coverage_shield/start.md422Use git to check if file provided has changed in repo Args: file_path (Path): path to file that want to cheSTRING
HIGHpackages/benchmarks/nl2repo/test_files/tqdm/start.md2684 Context manager redirecting stdout/stderr to tqdm.write() Parameters: None Returns: generSTRING
HIGHpackages/benchmarks/nl2repo/test_files/tqdm/start.md2708 Cast string values to appropriate types for CLI Parameters: val : str String value to cast STRING
HIGH…marks/nl2repo/test_files/unittest-parametrize/start.md84 Args: kwargs: Keyword arguments Returns: None Raises: TypSTRING
HIGH…marks/nl2repo/test_files/unittest-parametrize/start.md125 Args: self: The test case instance argsSTRING
HIGH…marks/nl2repo/test_files/unittest-parametrize/start.md148 Args: self: The test case instance args: The argumeSTRING
HIGH…chmarks/OSWorld/desktop_env/evaluators/metrics/docs.py39 Pure Python X11 (XWD) format reader that converts to PIL Image. No external dependencies required. ArgSTRING
HIGH…chmarks/OSWorld/desktop_env/evaluators/metrics/gimp.py819 Check if the structure of the two images are similar with customizable SSIM threshold. This function is based oSTRING
HIGH…hmarks/OSWorld/desktop_env/evaluators/metrics/table.py127 Safely read a file with multiple encoding attempts. Args: file_path: Path to the file to read RetSTRING
HIGH…kages/benchmarks/OSWorld/mm_agents/openai_cua_agent.py287Create a response from the OpenAI API. Args: **kwargs: Additional arguments to pass to the STRING
HIGH…kages/benchmarks/OSWorld/mm_agents/openai_cua_agent.py732Execute an action in the environment. Args: action: The action to execute STRING
HIGH…enchmarks/OSWorld/mm_agents/maestro/tools/new_tools.py196 Create a tool instance based on the tool name. Args: tool_name: Name of the tool tSTRING
HIGH…enchmarks/OSWorld/mm_agents/maestro/tools/new_tools.py788 Execute a tool with the given input. Args: tool_name: Name of the tool to execute STRING
HIGH…hmarks/OSWorld/mm_agents/coact/autogen/import_utils.py87Parse a string to create a ModuleInfo object Args: module_info (str): A string containing the modulSTRING
HIGH…SWorld/mm_agents/coact/autogen/tools/function_utils.py235Get a JSON schema for a function as defined by the OpenAI API Args: f: The function to get the JSON schema STRING
HIGH…oact/autogen/tools/experimental/wikipedia/wikipedia.py74Search Wikipedia for pages matching a query string. Args: query (str): The search keywords. STRING
HIGH…oact/autogen/tools/experimental/wikipedia/wikipedia.py106Retrieve a WikipediaPage object by title. Args: title (str): Title of the Wikipedia page. STRING
HIGH…oact/autogen/tools/experimental/wikipedia/wikipedia.py244 Executes a Wikipedia search and returns page content plus metadata. Args: query (str): TheSTRING
HIGH…gen/tools/experimental/perplexity/perplexity_search.py178 Executes a query by sending a POST request to the Perplexity API. Args: payload (dict[str,STRING
HIGH…gen/tools/experimental/perplexity/perplexity_search.py226 Perform a search query using the Perplexity AI API. Constructs the payload, executes the query, and paSTRING
HIGH…act/autogen/tools/experimental/tavily/tavily_search.py149 Performs a search using the Tavily API and returns formatted results. Args: quSTRING
HIGH…mm_agents/coact/autogen/agentchat/conversable_agent.py1356Initiate a chat with the recipient agent. Reset the consecutive auto reply counter. If `clear_history` STRING
HIGH…mm_agents/coact/autogen/agentchat/conversable_agent.py2910Check if the sender matches the trigger. Args: trigger (Union[None, str, type, Agent, Callable, LisSTRING
HIGH…mm_agents/coact/autogen/agentchat/conversable_agent.py3522Decorator factory for registering a function to be used by an agent. It's return value is used to decorate a fuSTRING
HIGH…mm_agents/coact/autogen/agentchat/conversable_agent.py3565Decorator for registering a function to be used by an agent. Args: func_or_tool: The functiSTRING
HIGH…mm_agents/coact/autogen/agentchat/conversable_agent.py3671Decorator factory for registering a function to be executed by an agent. It's return value is used to decorate STRING
HIGH…rks/OSWorld/mm_agents/coact/autogen/agentchat/utils.py105Parses HTML style tags from message contents. The parsing is done by looking for patterns in the text that match thSTRING
HIGH…ts/coact/autogen/agentchat/group/context_expression.py16A class to evaluate logical expressions using context variables. Args: expression (str): A string containinSTRING
HIGH…ts/coact/autogen/agentchat/group/context_expression.py165Evaluate the expression using the provided context variables. Args: context_variables: Dictionary oSTRING
HIGH…ld/mm_agents/coact/autogen/agentchat/group/handoffs.py202 Add a single condition (OnContextCondition or OnCondition). Args: condition: The conditionSTRING
HIGH…ld/mm_agents/coact/autogen/agentchat/group/handoffs.py224 Add multiple conditions of any supported types (OnContextCondition and OnCondition). Args: STRING
HIGH…mm_agents/coact/autogen/agentchat/contrib/img_utils.py355Calculate the number of tokens required to process an image based on its dimensions after scaling for different GPT STRING
HIGH…en/agentchat/contrib/capabilities/vision_capability.py105Processes the last received message content by normalizing and augmenting it with descriptions of any included iSTRING
HIGH…ogen/agentchat/contrib/capabilities/generate_images.py41Generates an image based on the provided prompt. Args: prompt: A string describing the desired image.STRING
HIGH…ogen/agentchat/realtime/experimental/realtime_swarm.py55 Parse a message into an OpenAI-compatible message format. Args: message: The message to parse. STRING
HIGH…ld/mm_agents/coact/autogen/interop/interoperability.py26Converts a given tool to an instance of a specified interoperability type. Args: tool (Any): The toSTRING
HIGH…ld/mm_agents/coact/autogen/interop/interoperability.py44Retrieves the interoperability class corresponding to the specified type. Args: type (str): The typSTRING
HIGH…World/mm_agents/coact/autogen/interop/crewai/crewai.py37Converts a given CrewAI tool into a general `Tool` format. This method ensures that the provided tool is a valiSTRING
HIGH…ents/coact/autogen/interop/langchain/langchain_tool.py33Converts a given Langchain tool into a general `Tool` format. This method verifies that the provided tool is a STRING
HIGH…gents/coact/autogen/interop/pydantic_ai/pydantic_ai.py43Wraps the tool's function to inject context parameters and handle retries. This method ensures that context parSTRING
HIGH…gents/coact/autogen/interop/pydantic_ai/pydantic_ai.py96Converts a given Pydantic AI tool into a general `Tool` format. This method verifies that the provided tool is STRING
HIGH…ks/OSWorld/mm_agents/coact/autogen/oai/client_utils.py30Validates a given config parameter, checking its type, values, and setting defaults Parameters: params (DictSTRING
HIGH…ks/OSWorld/mm_agents/coact/autogen/oai/openai_utils.py213Get the first LLM config from the given LLM config. Args: llm_config (dict): The LLM config. Returns: STRING
HIGH…ks/OSWorld/mm_agents/coact/autogen/oai/openai_utils.py246Get a list of configs for OpenAI API client (including Azure or local model deployments that support OpenAI's chat complSTRING
HIGH…ks/OSWorld/mm_agents/coact/autogen/oai/openai_utils.py561Retrieves a list of API configurations from a JSON stored in an environment variable or a file. This function attemSTRING
HIGH…ks/OSWorld/mm_agents/coact/autogen/oai/openai_utils.py672Load API configurations from a specified .env file or environment variables and construct a list of configurations. STRING
HIGH…arks/OSWorld/mm_agents/coact/autogen/coding/factory.py19(Experimental) Get a code executor based on the code execution config. Args: code_execution_config STRING
HIGH…ks/OSWorld/mm_agents/os_symphony/utils/common_utils.py17 Attempts to evaluate the code into a pyautogui code snippet with grounded actions using the observation screenshot.STRING
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Hallucination Indicators26 hits · 275 pts
SeverityFileLineSnippetContext
CRITICALplugins/plugin-bluesky/client.ts365 const response = await this.agent.api.chat.bsky.convo.listConvos(CODE
CRITICALplugins/plugin-bluesky/client.ts383 const response = await this.agent.api.chat.bsky.convo.getMessages(CODE
CRITICALplugins/plugin-bluesky/client.ts399 const response = await this.agent.api.chat.bsky.convo.sendMessage(CODE
CRITICALplugins/plugin-training/src/ui/FineTuningView.tsx2912 ? collectionResult.manifest.evidence.benchmarks.tiers.join(CODE
CRITICALplugins/plugin-training/src/ui/FineTuningView.tsx3148 {collectionResult.manifest.evidence.benchmarks.baselineProgress.tierOrder.join(CODE
CRITICALplugins/plugin-training/src/ui/FineTuningView.tsx3152 {collectionResult.manifest.evidence.benchmarks.baselineProgress.establishedTiers.join(CODE
CRITICALplugins/plugin-training/src/ui/FineTuningView.tsx3159 {collectionResult.manifest.evidence.benchmarks.baselineProgress.remainingTiers.join(CODE
CRITICAL…nal-assistant/src/lifeops/domains/reminders-service.ts1212 this.ctx.runtime.character.name.trim().length > 0CODE
CRITICAL…nal-assistant/src/lifeops/domains/reminders-service.ts1213 ? this.ctx.runtime.character.name.trim()CODE
CRITICALplugins/plugin-wallet/src/chains/solana/service.ts1955 uiAmount: acc.account.data.parsed.info.tokenAmount.uiAmount.toString(),CODE
CRITICAL…t-orchestrator/__tests__/unit/progress-cadence.test.ts864 rt.logger.warn.mock.calls.filter((c) => c[1] === "emitProgress failed")CODE
CRITICAL…t-orchestrator/__tests__/unit/progress-cadence.test.ts867 rt.logger.debug.mock.calls.filter(CODE
CRITICAL…t-orchestrator/__tests__/unit/sub-agent-router.test.ts2539 acp.service.updateSessionMetadata.mock.calls.some(CODE
CRITICALplugins/plugin-relationships/test/entity-action.test.ts309 const upsertArg = stores.entityStore.upsert.mock.calls.at(CODE
CRITICAL…ges/ui/src/state/useChatCallbacks.select-race.test.tsx359 mocks.client.deleteConversation.mock.calls.map(CODE
CRITICAL…s/ui/src/state/useChatCallbacks.draft-handoff.test.tsx318 mocks.client.deleteConversation.mock.calls.map(CODE
CRITICAL…nents/shell/__tests__/useShellController.fuzz.test.tsx202 return appMock.value.sendChatText.mock.calls.map((c) => String(c[0]));CODE
CRITICAL…nents/shell/__tests__/useShellController.fuzz.test.tsx319 const call = appMock.value.sendChatText.mock.calls.at(-1);CODE
CRITICAL…ges/training/scripts/quantization/test_abliteration.py127 pre_o = [b.self_attn.o_proj.weight.data.clone() for b in model.transformer.h]CODE
CRITICAL…ges/training/scripts/quantization/test_abliteration.py128 pre_d = [b.mlp.down_proj.weight.data.clone() for b in model.transformer.h]CODE
CRITICALpackages/agent/src/services/agent-backup.test.ts142 snapshot.manifest.components.vault.files.map((file) => file.path).sort(),CODE
CRITICALpackages/agent/src/services/agent-backup.test.ts144 const stateFilePaths = snapshot.manifest.components.stateFiles.files.map(CODE
CRITICAL…platforms/electrobun/src/native/desktop-window.test.ts781 electrobunMock.Utils.setDockIconVisible.mock.calls.map(CODE
CRITICAL…hmarks/OSWorld/desktop_env/providers/azure/provider.py6from azure.core.exceptions import ResourceNotFoundErrorCODE
CRITICAL…ensions/status-menu-helper@tails.boum.org/extension.js75 this.statusMenu._system._systemItem.child.get_children();CODE
CRITICAL…es/os/linux/tails/wiki/src/install/inc/js/forge.min.js8037 e.session.extensions.server_name.serverNameList.push(CODE
Magic Placeholder Names31 hits · 155 pts
SeverityFileLineSnippetContext
HIGH.gitleaks.toml61 # `Authorization: Bearer YOUR_API_KEY` placeholders in documented curlCOMMENT
HIGH.gitleaks.toml66 '''YOUR_API_KEY''',STRING
HIGHplugins/plugin-elevenlabs/README.md55 "ELEVENLABS_API_KEY": "your_api_key",CODE
HIGHplugins/plugin-elevenlabs/README.md66ELEVENLABS_API_KEY=your_api_keyCODE
HIGHplugins/plugin-mcp/README.md30 "env": { "GITHUB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>" }CODE
HIGHplugins/plugin-wechat/README.md40 "apiKey": "YOUR_API_KEY",CODE
HIGH…cloud-ui/components/docs/api-route-explorer-client.tsx98 curl += ` \\\n -H "Authorization: Bearer YOUR_API_KEY"`;CODE
HIGH…cloud-ui/components/docs/api-route-explorer-client.tsx490 &quot;Authorization: Bearer YOUR_API_KEY&quot;CODE
HIGH…cloud-ui/components/docs/api-route-explorer-client.tsx522 YOUR_API_KEYCODE
HIGH…cloud/monetization/affiliates/AffiliatesPageClient.tsx520 -H "Authorization: Bearer YOUR_API_KEY" \\CODE
HIGH…cloud/monetization/affiliates/AffiliatesPageClient.tsx551 "Authorization: Bearer YOUR_API_KEY"CODE
HIGHpackages/core/src/validation/secrets.ts372 "your-api-key",CODE
HIGHpackages/docs/connectors/wechat.md52 "apiKey": "YOUR_API_KEY",CODE
HIGHpackages/docs/connectors/wechat.md67 "apiKey": "YOUR_API_KEY",CODE
HIGHpackages/docs/plugins/skills.md214export ELIZA_SKILLSMP_API_KEY="your-api-key"CODE
HIGHpackages/app-core/packaging/PUBLISHING_GUIDE.md44password = pypi-YOUR_TOKEN_HERECODE
HIGHpackages/app-core/packaging/PUBLISHING_GUIDE.md52export TWINE_PASSWORD=pypi-YOUR_TOKEN_HERECODE
HIGHpackages/feed/scripts/smoke-test-coordinator.sh10# export AUTH_COOKIE="privy-token=YOUR_TOKEN_HERE"COMMENT
HIGHpackages/examples/moltbook/bags-claimer.ts12 * "api_key": "your_api_key",COMMENT
HIGH…kages/benchmarks/nl2repo/test_files/verifiers/start.md865client = AsyncOpenAI(api_key="your-api-key")STRING
HIGH…kages/benchmarks/nl2repo/test_files/verifiers/start.md922client = AsyncOpenAI(api_key="your-api-key")STRING
HIGH…kages/benchmarks/nl2repo/test_files/verifiers/start.md969client = AsyncOpenAI(api_key="your-api-key")STRING
HIGH…kages/benchmarks/nl2repo/test_files/verifiers/start.md1008client = AsyncOpenAI(api_key="your-api-key")STRING
HIGHpackages/benchmarks/OSWorld/mm_agents/agent.py581 # AZURE_OPENAI_API_KEY={{YOUR_API_KEY}}COMMENT
HIGH…/benchmarks/OSWorld/mm_agents/aworldguiagent/README.md41 --ground_api_key YOUR_API_KEY \CODE
HIGH…/benchmarks/OSWorld/mm_agents/aworldguiagent/README.md45 --model_api_key YOUR_API_KEY \CODE
HIGH…ages/benchmarks/OSWorld/mm_agents/uipath/llm_client.py14 # AZURE_OPENAI_API_KEY={{YOUR_API_KEY}}COMMENT
HIGH…aw-benchmark/my_opencode_setup/docs/firecrawl_skill.md44firecrawl login --api-key fc-YOUR-API-KEYCODE
HIGH…aw-benchmark/my_opencode_setup/docs/firecrawl_skill.md47export FIRECRAWL_API_KEY=fc-YOUR-API-KEYCODE
HIGHpackages/cloud/api/mcp/info/route.ts154 "Requires API key in Authorization header: Bearer YOUR_API_KEY",CODE
HIGHpackages/skills/skills/trello/SKILL.md22 export TRELLO_API_KEY="your-api-key"CODE
Cross-Language Confusion (JS/TS)25 hits · 152 pts
SeverityFileLineSnippetContext
HIGH…gins/plugin-computeruse/src/platform/wayland-portal.ts63 print(call.stderr.strip() or call.stdout.strip() or "portal screenshot call failed", file=sys.stderr)CODE
HIGH…gins/plugin-computeruse/src/platform/wayland-portal.ts68 print("portal screenshot call did not return a request handle: " + call.stdout.strip(), file=sys.stderr)CODE
HIGH…gins/plugin-computeruse/src/platform/wayland-portal.ts94 print("portal screenshot request was denied or cancelled (response=%d)" % response_code, file=sys.stderr)CODE
HIGH…gins/plugin-computeruse/src/platform/wayland-portal.ts98 print(uri.group(1))CODE
HIGH…gins/plugin-computeruse/src/platform/wayland-portal.ts101 print("timed out waiting for portal screenshot response", file=sys.stderr)CODE
HIGHplugins/plugin-computeruse/src/platform/a11y.ts194 print("\\n".join(lines[:200]))CODE
HIGHplugins/plugin-computeruse/src/platform/a11y.ts196 print(f"AT-SPI unavailable: {e}")CODE
HIGHplugins/plugin-computeruse/src/platform/windows-list.ts285print(out.joined(separator: "<<WIN>>"))`;CODE
HIGHplugins/plugin-computeruse/src/scene/a11y-provider.ts170 print(json.dumps({"nodes": [], "unavailable": True}))CODE
HIGHplugins/plugin-computeruse/src/scene/a11y-provider.ts210 print(json.dumps({"nodes": out, "failed": failed, "total": total}))CODE
HIGHplugins/plugin-computeruse/src/scene/a11y-provider.ts212 print(json.dumps({"nodes": out, "failed": failed, "total": total, "error": str(e)}))CODE
HIGHplugins/plugin-vision/src/ocr-service-paddleocr.ts70 print("[]")CODE
HIGHplugins/plugin-vision/src/ocr-service-paddleocr.ts109print(json.dumps(out))CODE
HIGH…/src/cloud-ui/components/code/code-display.stories.tsx80print(fibonacci(10))`,CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts716 " return True",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts717 " return False",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts836 " return True",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts837 " return False",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts871 " return None",CODE
HIGHpackages/benchmarks/voicebench/typescript/src/bench.ts441print(" ".join(segment.text.strip() for segment in segments).strip())CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts814 print(body, file=sys.stderr)CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts820 print(body, file=sys.stderr)CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts823print(body)CODE
HIGH…nome-shell/extensions/date@tails.boum.org/extension.js42 print("Looks like Shell has changed where things live again; aborting.");CODE
HIGH…nome-shell/extensions/date@tails.boum.org/extension.js56 print("Looks like Shell has changed where things live again; aborting.");CODE
Example Usage Blocks70 hits · 107 pts
SeverityFileLineSnippetContext
LOW…in-local-inference/native/verify/nebius_h200_runner.sh21# Usage:COMMENT
LOW…ns/plugin-local-inference/native/verify/gpu/_common.sh25# Usage:COMMENT
LOWplugins/plugin-sql/scripts/run-integration-tests.sh4# Usage:COMMENT
LOWplugins/plugin-anthropic/docker-compose.test.yml9# Usage:COMMENT
LOWscripts/check-riscv64-artifacts.sh18# Usage:COMMENT
LOWscripts/build-riscv64-artifacts.sh19# Usage:COMMENT
LOWscripts/verify-riscv64-buildpaths.sh13# Usage:COMMENT
LOWscripts/security/verify-patches.sh8# Usage:COMMENT
LOWscripts/security/pin-action-shas.sh12# Usage:COMMENT
LOWscripts/security/apply-branch-protection.sh13# Usage:COMMENT
LOWscripts/security/audit-workflow-permissions.sh9# Usage:COMMENT
LOWpackages/homepage/scripts/regenerate-baselines.sh4# Usage:COMMENT
LOWpackages/native/ios-deps/llama.cpp/build-ios.sh20# Usage:COMMENT
LOWpackages/native/ios-deps/sqlite-vec/build-ios.sh9# Usage:COMMENT
LOWpackages/deploy/systemd/install.sh6# Usage:COMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh30# Usage:COMMENT
LOW…kages/training/scripts/train_nebius_smoke_all_tiers.sh63# Usage:COMMENT
LOWpackages/training/scripts/train_nebius.sh72# Usage:COMMENT
LOWpackages/training/scripts/train_grpo_verl.sh13# Usage:COMMENT
LOWpackages/training/scripts/publish_all_eliza1.sh31# Usage:COMMENT
LOWpackages/training/scripts/train_vast.sh113# Usage:COMMENT
LOWpackages/training/scripts/vast-watcher.sh22# Usage:COMMENT
LOWpackages/training/scripts/preflight.sh42# Usage:COMMENT
LOWpackages/training/scripts/day0_smoke.sh18# Usage:COMMENT
LOWpackages/training/scripts/smoke_full_stack.sh10# Usage:COMMENT
LOW…ckages/training/scripts/publish_custom_kokoro_voice.sh16# Usage:COMMENT
LOWpackages/training/scripts/publish/eliza1-hf-push.sh20# Usage:COMMENT
LOWpackages/training/scripts/voice/audit_sam.sh11# Usage:COMMENT
LOW…aining/scripts/voice/samantha_lora/publish_samantha.sh15# Usage:COMMENT
LOWpackages/training/scripts/cloud/run-on-cloud.sh11# Usage:COMMENT
LOWpackages/training/scripts/kokoro/run_finetune.sh4# Usage:COMMENT
LOW…ckages/training/scripts/rl/run_nebius_continuous_rl.sh17# Usage:COMMENT
LOWpackages/app-core/packaging/flatpak/generate-sources.sh15# Usage:COMMENT
LOW…es/app-core/platforms/electrobun/scripts/smoke-test.sh4# Usage:COMMENT
LOWpackages/app-core/test/scripts/validate-all-features.sh12# Usage:COMMENT
LOWpackages/app-core/deploy/docker-compose.supabase-db.yml6# Usage:COMMENT
LOWpackages/app-core/deploy/deploy-to-nodes.sh4# Usage:COMMENT
LOWpackages/app-core/scripts/deploy-image.sh5# Usage:COMMENT
LOWpackages/app-core/scripts/worktree-env.sh4# Usage:COMMENT
LOWpackages/app-core/scripts/build-image.sh5# Usage:COMMENT
LOWpackages/app-core/scripts/bump-elizaos.sh5# Usage:COMMENT
LOWpackages/app-core/scripts/docker-ci-smoke.sh20# Usage:COMMENT
LOWpackages/app-core/scripts/bun-riscv64/run-build.sh6# Usage:COMMENT
LOWpackages/feed/scripts/smoke-test-coordinator.sh8# Usage:COMMENT
LOWpackages/examples/vercel/scripts/test-all.sh4# Usage:COMMENT
LOWpackages/examples/vercel/scripts/deploy.sh4# Usage:COMMENT
LOWpackages/examples/vercel/scripts/test-curl.sh4# Usage:COMMENT
LOWpackages/examples/gcp/cloudbuild.yaml3# Usage:COMMENT
LOWpackages/examples/gcp/deploy.sh5# Usage:COMMENT
LOWpackages/examples/gcp/terraform/main.tf3# Usage:COMMENT
LOWpackages/examples/convex/scripts/test-curl.sh4# Usage:COMMENT
LOW…enchmarks/terminal-bench/tasks/chess-best-move/make.py114# Example usageCOMMENT
LOW…marks/terminal-bench/tasks/chess-best-move/solution.sh209# Example usageCOMMENT
LOW…nches-chat-dataset/examples/javascript/load_dataset.js237// Example usageCOMMENT
LOWpackages/benchmarks/framework/run.sh5# Usage:COMMENT
LOW…a/solana-gym-env/voyager/utils/transaction_analyzer.py122 # Example usageCOMMENT
LOWpackages/benchmarks/clawbench/docker-compose.yml5# Usage:COMMENT
LOWpackages/benchmarks/clawbench/scripts/test_full.sh11# Usage:COMMENT
LOWpackages/benchmarks/clawbench/scripts/run.sh4# Usage:COMMENT
LOW…s/OSWorld/mm_agents/maestro/maestro/simple_snapshot.py224# Usage exampleCOMMENT
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AI Structural Patterns76 hits · 70 pts
SeverityFileLineSnippetContext
LOW…local-inference/native/kokoro_training/kokoro/model.py58CODE
LOW…ckages/training/scripts/privacy_filter_trajectories.py1297CODE
LOWpackages/training/scripts/training/optimizer.py166CODE
LOWpackages/training/scripts/training/optimizer.py263CODE
LOWpackages/training/scripts/manifest/eliza1_manifest.py1566CODE
LOW…ining/scripts/manifest/test_audit_hf_eliza1_release.py128CODE
LOWpackages/training/scripts/asr/eval_asr_wer.py135CODE
LOWpackages/training/scripts/rl/local_training_recipe.py63CODE
LOWpackages/training/scripts/rl/hermes_bridge.py48CODE
LOWpackages/training/scripts/rl/compare_served_models.py752CODE
LOWpackages/training/scripts/rl/compare_served_models.py898CODE
LOWpackages/training/scripts/rl/verifiable_rewards.py651CODE
LOW…lib/openzeppelin-contracts/lib/forge-std/scripts/vm.py424CODE
LOW…benchmarks/lifeops-bench/eliza_lifeops_bench/runner.py2882CODE
LOW…s/lifeops-bench/eliza_lifeops_bench/lifeworld/world.py464CODE
LOW…feops-bench/eliza_lifeops_bench/lifeworld/snapshots.py67CODE
LOW…chmarks/experience/elizaos_experience_bench/service.py120CODE
LOW…-bench/tasks/train-bpe-tokenizer/tests/test_outputs.py163CODE
LOW…h/tasks/custom-memory-heap-crash/tests/test_outputs.py101CODE
LOW…nch/tasks/pytorch-model-recovery/tests/test_outputs.py80CODE
LOW…ks/add-benchmark-lm-eval-harness/tests/test_outputs.py64CODE
LOW…ges/benchmarks/terminal-bench/scripts/run_benchmark.py48CODE
LOW…benchmarks/openclaw-adapter/openclaw_adapter/client.py387CODE
LOWpackages/benchmarks/mint/types.py127CODE
LOW…rks/vending-bench/elizaos_vending_bench/environment.py153CODE
LOWpackages/benchmarks/solana/eliza_explorer.py243CODE
LOW…benchmarks/solana/solana-gym-env/code_loop_explorer.py56CODE
LOW…es/benchmarks/rlm-bench/elizaos_rlm_bench/evaluator.py124CODE
LOWpackages/benchmarks/swe_bench/evaluator.py42CODE
LOWpackages/benchmarks/clawbench/scripts/run_episode.py240CODE
LOW…ges/benchmarks/hermes-adapter/hermes_adapter/client.py448CODE
LOW…benchmarks/hermes-adapter/hermes_adapter/env_runner.py113CODE
LOW…kages/benchmarks/nl2repo/docker_self/docker_service.py581CODE
LOW…chmarks/OSWorld/desktop_env/desktop_env_os_symphony.py99CODE
LOWpackages/benchmarks/OSWorld/desktop_env/desktop_env.py99CODE
LOWpackages/benchmarks/OSWorld/mm_agents/dart_gui_agent.py62CODE
LOWpackages/benchmarks/OSWorld/mm_agents/qwen3vl_agent.py60CODE
LOWpackages/benchmarks/OSWorld/mm_agents/agi_agent.py25CODE
LOWpackages/benchmarks/OSWorld/mm_agents/jedi_3b_agent.py36CODE
LOWpackages/benchmarks/OSWorld/mm_agents/uitars_agent.py407CODE
LOWpackages/benchmarks/OSWorld/mm_agents/owl_agent.py464CODE
LOWpackages/benchmarks/OSWorld/mm_agents/agent.py227CODE
LOWpackages/benchmarks/OSWorld/mm_agents/aguvis_agent.py353CODE
LOWpackages/benchmarks/OSWorld/mm_agents/qwen25vl_agent.py66CODE
LOWpackages/benchmarks/OSWorld/mm_agents/mano_agent.py646CODE
LOWpackages/benchmarks/OSWorld/mm_agents/jedi_7b_agent.py35CODE
LOW…kages/benchmarks/OSWorld/mm_agents/openai_cua_agent.py204CODE
LOW…kages/benchmarks/OSWorld/mm_agents/gta1/gta15_agent.py486CODE
LOW…ckages/benchmarks/OSWorld/mm_agents/gta1/gta1_agent.py1193CODE
LOW…es/benchmarks/OSWorld/mm_agents/evocua/evocua_agent.py38CODE
LOWpackages/benchmarks/OSWorld/mm_agents/autoglm_v/main.py62CODE
LOW…m_agents/maestro/maestro/controller/main_controller.py39CODE
LOW…/benchmarks/OSWorld/mm_agents/opencua/opencua_agent.py236CODE
LOWpackages/benchmarks/OSWorld/mm_agents/autoglm/main.py52CODE
LOW…ges/benchmarks/OSWorld/mm_agents/coact/coding_agent.py27CODE
LOW…s/benchmarks/OSWorld/mm_agents/coact/operator_agent.py137CODE
LOW…arks/OSWorld/mm_agents/coact/autogen/retrieve_utils.py345CODE
LOW…gen/tools/experimental/google/drive/drive_functions.py40CODE
LOW…mm_agents/coact/autogen/agentchat/conversable_agent.py149CODE
LOW…mm_agents/coact/autogen/agentchat/conversable_agent.py1499CODE
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Synthetic Comment Markers12 hits · 54 pts
SeverityFileLineSnippetContext
HIGH…gin-cloud-apps/__tests__/withdraw-app-earnings.test.ts553 // Only standalone numeric tokens count as requested payout amounts.COMMENT
HIGHplugins/plugin-web-search/README.md77 answer?: string; // AI-generated summary (when includeAnswer is true)CODE
HIGH…feed/packages/api/src/cache/cached-database-service.ts239 // Return users in the same order as requested, filtering nullsCOMMENT
HIGHpackages/feed/apps/web/src/lib/sse/SSEManager.ts395 // Track as requested channelCOMMENT
HIGHpackages/benchmarks/OSWorld/desktop_env/server/main.py1772 'error': "", # Always empty as requestedSTRING
HIGHpackages/benchmarks/OSWorld/desktop_env/server/main.py1779 'error': "", # Always empty as requestedSTRING
HIGHpackages/benchmarks/OSWorld/desktop_env/server/main.py1786 'error': "", # Always empty as requestedSTRING
HIGHpackages/benchmarks/OSWorld/desktop_env/server/main.py1677 'error': "", # Always empty as requestedSTRING
HIGHpackages/benchmarks/OSWorld/desktop_env/server/main.py1688 'error': "", # Always empty as requestedSTRING
HIGHpackages/benchmarks/OSWorld/desktop_env/server/main.py1741 'error': "", # Always empty as requestedSTRING
HIGHpackages/benchmarks/OSWorld/desktop_env/server/main.py1749 'error': "", # Always empty as requestedSTRING
HIGH…/src/lib/services/discord-automation/app-automation.ts23const MAX_ANNOUNCEMENT_LENGTH = 300; // Max chars for AI-generated announcementCODE
Overly Generic Function Names30 hits · 28 pts
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LOWpackages/agent/src/api/server.ts1713async function handleRequest(CODE
LOW…platforms/electrobun/remotes/surface/src/bun/worker.ts42async function handleRequest(message: WorkerRequest): Promise<void> {CODE
LOW…ages/feed/scripts/scambench/hermes_benchmark_bridge.py106def handle_request(agent: AIAgent, payload: dict[str, Any], *, no_tools: bool) -> dict[str, Any]:CODE
LOWpackages/examples/gcp/handler.ts247async function handleRequest(CODE
LOW…nchmarks/openclaw-adapter/openclaw_adapter/gauntlet.py48 async def execute_task(self, task: "Task") -> "AgentResponse":CODE
LOW…kages/benchmarks/rlm-bench/elizaos_rlm_bench/runner.py247 async def run_task(CODE
LOWpackages/benchmarks/swe_bench/providers.py222 async def execute_task(self, task: object, ctx: object) -> object:CODE
LOW…s/benchmarks/hermes-adapter/hermes_adapter/gauntlet.py47 async def execute_task(self, task: "Task") -> "AgentResponse":CODE
LOW…arks/agentbench/elizaos_agentbench/agent_fn_harness.py40 async def run_task(CODE
LOW…chmarks/agentbench/elizaos_agentbench/adapters/base.py123 async def run_task(self, task: AgentBenchTask) -> AgentBenchResult:CODE
LOW…rld/mm_agents/maestro/maestro/sub_worker/technician.py123 def execute_task(CODE
LOW…mm_agents/coact/autogen/agentchat/conversable_agent.py3548 def my_function(a: Annotated[str, "description of a parameter"] = "a", b: int, c=3.14) -> str:STRING
LOW…mm_agents/coact/autogen/agentchat/conversable_agent.py3556 def my_function(a: Annotated[str, "description of a parameter"] = "a", b: int, c=3.14) -> str:STRING
LOW…mm_agents/coact/autogen/agentchat/conversable_agent.py3689 def my_function(a: Annotated[str, "description of a parameter"] = "a", b: int, c=3.14):STRING
LOW…nts/coact/autogen/agentchat/group/context_variables.py13# e.g. def my_function(context_variables: ContextVariables, my_other_parameters: Any) -> Any:COMMENT
LOWpackages/benchmarks/gauntlet/agents/smart_agent.py37 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOW…ages/benchmarks/gauntlet/agents/always_refuse_agent.py20 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOW…ges/benchmarks/gauntlet/agents/always_execute_agent.py20 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOWpackages/benchmarks/gauntlet/agents/naive_agent.py36 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOWpackages/benchmarks/gauntlet/agents/llm_agent.py65 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOW…benchmarks/gauntlet/src/gauntlet/agents/test_agents.py30 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOW…benchmarks/gauntlet/src/gauntlet/agents/test_agents.py65 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOW…benchmarks/gauntlet/src/gauntlet/agents/test_agents.py108 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOW…ages/benchmarks/gauntlet/src/gauntlet/sdk/interface.py26 async def execute_task(self, task: Task) -> AgentResponse:CODE
LOW…ges/benchmarks/eliza-adapter/eliza_adapter/gauntlet.py195 async def execute_task(self, task: "Task") -> "AgentResponse":CODE
LOW…s/benchmarks/eliza-adapter/eliza_adapter/agentbench.py65 async def run_task(CODE
LOWpackages/benchmarks/openclaw-benchmark/eliza_adapter.py161 def run_task(self, task_id: str) -> dict:CODE
LOW…arks/voiceagentbench/elizaos_voiceagentbench/runner.py87async def run_task(CODE
LOWpackages/scripts/cloud/bluebubbles-local-bridge.ts1365async function handleRequest(CODE
LOWpackages/scripts/cloud/admin/daemons/agent-router.ts411export async function handleRequest(CODE
TODO Padding13 hits · 20 pts
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LOW…lizaos_tau_bench/upstream/model_utils/model/mistral.py21# TODO: implementCOMMENT
LOW…lizaos_tau_bench/upstream/model_utils/model/mistral.py23# TODO: implementCOMMENT
LOW…au_bench/upstream/model_utils/model/vllm_completion.py40# TODO: implementCOMMENT
LOW…au_bench/upstream/model_utils/model/vllm_completion.py42# TODO: implementCOMMENT
LOW…elizaos_tau_bench/upstream/model_utils/model/claude.py24# TODO: implementCOMMENT
LOW…elizaos_tau_bench/upstream/model_utils/model/claude.py26# TODO: implementCOMMENT
LOW…izaos_tau_bench/upstream/model_utils/model/anyscale.py21# TODO: implementCOMMENT
LOW…izaos_tau_bench/upstream/model_utils/model/anyscale.py23# TODO: implementCOMMENT
LOW…zaos_tau_bench/upstream/model_utils/model/vllm_chat.py32# TODO: implementCOMMENT
LOW…zaos_tau_bench/upstream/model_utils/model/vllm_chat.py34# TODO: implementCOMMENT
LOW…elizaos_tau_bench/upstream/model_utils/model/openai.py43# TODO: implementCOMMENT
LOW…elizaos_tau_bench/upstream/model_utils/model/openai.py45# TODO: implementCOMMENT
LOW…includes/usr/lib/python3/dist-packages/tca/torutils.py335 # TODO: implement bridge:// URIs when they will be usedCOMMENT
AI Response Leakage1 hit · 8 pts
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HIGH…includes/usr/src/iuk/lib/Tails/IUK/DownloadProgress.pm98# Based on the code in DownloadCore.jsm in Tor BrowserCOMMENT
Dead Code2 hits · 4 pts
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MEDIUMpackages/training/scripts/quantization/qjl/new_pack.py81CODE
MEDIUMpackages/training/scripts/quantization/qjl/new_pack.py85CODE