Repository Analysis

elizaOS/eliza

Open source agentic operating system

4.9 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of elizaOS/eliza, a TypeScript project with 19,197 GitHub stars. SynthScan v2.0 examined 6,389,526 lines of code across 24197 source files, recording 22603 pattern matches distributed across 25 syntactic categories. The overall adjusted score of 4.9 places this repository in the Likely human-written 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).

4.9
Adjusted Score
4.9
Raw Score
100%
Time Factor
2026-08-28
Last Push
19.2K
Stars
TypeScript
Language
6.4M
Lines of Code
24.2K
Files
22.6K
Pattern Hits
2026-08-29
Scan Date
0.00
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 25HIGH 62MEDIUM 4128LOW 18388

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 22603 distinct pattern matches across 25 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.

Hyper-Verbose Identifiers14897 hits · 14554 pts
SeverityFileLineSnippetContext
LOWplugins/tsup.plugin-packages.shared.ts79function resolveRelativeRuntimeSpecifier(CODE
LOW…ins/plugin-google-workspace/src/credential-resolver.ts547function isConnectorAccountStorageLike(value: unknown): value is ConnectorAccountStorage {CODE
LOW…ins/plugin-google-workspace/src/credential-resolver.ts558function isConnectorCredentialRefStorageLike(CODE
LOW…ins/plugin-google-workspace/src/credential-resolver.ts709function credentialVersionFromRecord(record: ConnectorCredentialRefRecord): string | undefined {CODE
LOW…ins/plugin-google-workspace/src/credential-resolver.ts733function credentialVersionsFromAccount(account: ConnectorAccount): string[] {CODE
LOWplugins/plugin-google-workspace/src/index.test.ts40function expectIncrementalGrantingDisabled(url: URL): void {CODE
LOWplugins/plugin-google-workspace/src/index.test.ts2039function createOAuthCallbackManager(CODE
LOW…/plugin-google-workspace/src/oauth-credential-merge.ts149function mergeCredentialObjectInner(CODE
LOWplugins/plugin-google-workspace/src/gmail.ts67function createGmailPaginationState(): GmailPaginationState {CODE
LOWplugins/plugin-google-workspace/src/gmail.ts826function mapGmailHistoryMessageRef(CODE
LOWplugins/plugin-google-workspace/src/gmail.ts1479export function compareUnrespondedThreads(CODE
LOWplugins/plugin-google-workspace/src/gmail.ts1652function requireLabelIdsForOperation(CODE
LOWplugins/plugin-google-workspace/src/gmail.ts1725function extractGoogleGmailBodyByMime(CODE
LOWplugins/plugin-google-workspace/src/calendar.ts788function readAttendeeResponseStatus(CODE
LOWplugins/plugin-google-workspace/src/calendar.ts923function createCalendarPaginationState(): CalendarPaginationState {CODE
LOWplugins/plugin-google-workspace/src/calendar.ts1082function calendarCreateIdempotency(CODE
LOWplugins/plugin-google-workspace/src/calendar.ts1097function conditionalRequestOptions(CODE
LOWplugins/plugin-google-workspace/src/calendar.ts1142function isDefinitiveClientRejection(error: unknown): boolean {CODE
LOWplugins/plugin-google-workspace/src/calendar.ts1189function throwDefinitiveMutationError(CODE
LOW…google-workspace/src/connector-credential-refs.test.ts105function createDurableStoreService(vaultEntries: Map<string, string>) {CODE
LOW…google-workspace/src/connector-credential-refs.test.ts127function createDurableVaultService(vaultEntries: Map<string, string>) {CODE
LOW…google-workspace/src/connector-credential-refs.test.ts147function createVolatileSecretsService() {CODE
LOW…s/plugin-google-workspace/src/google-oauth-callback.ts98export function isPortlessLoopbackRedirectUrl(url: URL): boolean {CODE
LOW…s/plugin-google-workspace/src/google-oauth-callback.ts110export function assessGoogleOAuthCallbackConfig(CODE
LOW…s/plugin-google-workspace/src/google-oauth-callback.ts251export function resolveGoogleConnectorOAuthCallbackUrl(CODE
LOW…n-google-workspace/src/gmail-message-connector.test.ts157async function runtimeWithRealAccountPolicy(options: {CODE
LOW…ugin-google-workspace/src/connector-credential-refs.ts101export async function persistConnectorCredentialRefs(CODE
LOW…ugin-google-workspace/src/connector-credential-refs.ts185export function credentialRefRecordsFromMetadata(CODE
LOW…ugin-google-workspace/src/connector-credential-refs.ts199function credentialRefsFromUnknown(value: unknown): ConnectorCredentialRefRecordLike[] {CODE
LOW…ugin-google-workspace/src/connector-credential-refs.ts307function resolveCredentialRefWriters(CODE
LOW…ugin-google-workspace/src/connector-credential-refs.ts367async function writeWithFirstAvailableVault(CODE
LOW…ugin-google-workspace/src/connector-credential-refs.ts401export function buildConnectorCredentialVaultRef(params: {CODE
LOWplugins/plugin-google-workspace/src/meet.ts56function createMeetPaginationState(): MeetPaginationState {CODE
LOWplugins/plugin-google-workspace/src/meet.ts519function normalizeConferenceRecordName(params: GoogleMeetGenerateReportInput): string {CODE
LOWplugins/plugin-google-workspace/src/meet.ts578export function buildGoogleMeetCanonicalArtifact(CODE
LOWplugins/plugin-google-workspace/src/meet.ts676export function classifyGoogleMeetImportError(error: unknown): GoogleMeetMissingArtifact | null {CODE
LOWplugins/plugin-google-workspace/src/meet.ts860function canonicalMissingArtifacts(input: GoogleMeetCanonicalArtifactInput) {CODE
LOWplugins/plugin-google-workspace/src/meet.ts987function participantNameProvenance(CODE
LOWplugins/plugin-google-workspace/src/gmail-mime-parts.ts175function extractGmailMimeBodyInner(CODE
LOW…gin-google-workspace/src/connector-account-provider.ts97function isGoogleCalendarWatchRevocationService(CODE
LOW…gin-google-workspace/src/connector-account-provider.ts122export function stableGoogleConnectorAccountId(CODE
LOW…gin-google-workspace/src/connector-account-provider.ts177async function removeCredentialIfPresent(runtime: IAgentRuntime, vaultRef: string): Promise<void> {CODE
LOW…gin-google-workspace/src/connector-account-provider.ts190async function compensateOAuthCompletion(args: {CODE
LOW…gin-google-workspace/src/connector-account-provider.ts357function revocationTokenFromSecret(secret: string): string {CODE
LOW…gin-google-workspace/src/connector-account-provider.ts386export async function revokeGoogleOAuthGrantWithFetch(CODE
LOW…gin-google-workspace/src/connector-account-provider.ts487function normalizeRequestedCapabilities(scopes: readonly string[] | undefined): GoogleCapability[] {CODE
LOW…gin-google-workspace/src/connector-account-provider.ts537function normalizeGrantedCapabilities(scopes: readonly string[]): {CODE
LOW…gin-google-workspace/src/connector-account-provider.ts620function requestedScopesFromMetadata(metadata: unknown): string[] {CODE
LOW…gin-google-workspace/src/connector-account-provider.ts729export async function verifyGoogleIdTokenWithVerifier(CODE
LOW…gin-google-workspace/src/connector-account-provider.ts817export async function fetchGoogleUserInfoWithFetch(CODE
LOW…gin-google-workspace/src/connector-account-provider.ts842export async function exchangeAuthorizationCodeWithFetch(CODE
LOW…gin-google-workspace/src/connector-account-provider.ts883async function exchangeAuthorizationCode(args: {CODE
LOW…gin-google-workspace/src/connector-account-provider.ts899export function createGoogleConnectorAccountProvider(CODE
LOW…plugin-google-workspace/src/gmail-message-connector.ts93async function accountIsAuthorizedForGmailSend(CODE
LOW…plugin-google-workspace/src/gmail-message-connector.ts194async function resolveLegacyRecipientEmail(CODE
LOW…plugin-google-workspace/src/gmail-message-connector.ts540export function createGmailMessageConnector(_runtime: IAgentRuntime): MessageConnectorRegistration {CODE
LOW…plugin-google-workspace/src/lifeops-message-adapter.ts236function isGoogleGmailAdapterService(service: object): service is GoogleGmailAdapterService {CODE
LOW…plugin-google-workspace/src/lifeops-message-adapter.ts253async function emitCommittedGmailMutation(CODE
LOWplugins/plugin-google-workspace/src/auth.ts41export function getGoogleOAuthProviderMetadata(): GoogleOAuthProviderMetadata {CODE
LOWplugins/plugin-google-workspace/src/auth.ts45export function getGoogleOAuthProviderConfig(CODE
14837 more matches not shown…
Decorative Section Separators3800 hits · 11936 pts
SeverityFileLineSnippetContext
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3598// ── Settings card prop contracts ─────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3616// ── Occurrence action results ────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3622// ── Sleep history / regularity / baseline responses ──────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3690// ── Message channels ─────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3705// ── Follow-up statuses ───────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3716// ── X feed types ─────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3730// ── Relationship ─────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3776// ── Cross-channel drafting ──────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3791// ── X read ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts3833// ── Screen time ──────────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts4053// ── iMessage connector ───────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-health/src/contracts/lifeops.ts4116// ── 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.ts1407// ── 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.ts200 // ── 1. Text LLM (load + generate, MTP if available) ─────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/model-grind.ts291 // ── 2. TTS (synthesize; RTF) ────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/model-grind.ts317 // ── 3. ASR round-trip (TTS → ASR; WER) ──────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts561 // ── Mobile filesystem sandbox ────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts899 // ── Canonical path: in-process dispatchRoute (no loopback hop) ──────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1148// ── Query-param helpers (mirror @elizaos/shared parsePositiveInteger) ─────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1167// ── Memory Viewer routes (mirror packages/agent/src/api/memory-routes.ts) ─────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1544// ── Transcript routes (mirror plugin-local-inference TranscriptStore) ─────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts1848// ── Browser workspace routes (mirror the WebView kernel's web workspace) ──────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts4679 // ── Memory Viewer ──────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts4692 // ── Transcripts ────────────────────────────────────────────────────────COMMENT
MEDIUMplugins/plugin-capacitor-bridge/src/ios/bridge.ts4708 // ── Browser workspace (the app is the browser on iOS) ──────────────────COMMENT
3740 more matches not shown…
Over-Commented Block1342 hits · 1192 pts
SeverityFileLineSnippetContext
LOW.gitleaks.toml261COMMENT
LOWplugins/plugin-google-workspace/src/gmail.ts1001// header exceeds explicit size/address-count limits, so malformed input canCOMMENT
LOW…/Sources/NetworkPolicyPlugin/NetworkPolicyPlugin.swift1import FoundationCOMMENT
LOW…native-inference/src/aosp-local-inference-bootstrap.ts1381// Kokoro-82M is the small/fast on-device voice — the only on-device TTSCOMMENT
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.ts1401 blocks.push(`${safeRole}:\n${content}`);COMMENT
LOW…capacitor-bridge/src/mobile-device-bridge-bootstrap.ts1781 maxTokens: budgeted.maxTokens,COMMENT
LOW…capacitor-bridge/src/mobile-device-bridge-bootstrap.ts2421 if (bionicSocketName()) {COMMENT
LOWplugins/plugin-capacitor-bridge/src/android/bridge.ts121}COMMENT
LOWplugins/plugin-capacitor-bridge/src/android/bridge.ts221 } catch {COMMENT
LOWplugins/plugin-capacitor-bridge/src/android/bridge.ts481 }COMMENT
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-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…ns/plugin-local-inference/native/verify/cuda_runner.sh21# derived from this report; CAPABILITIES.jsonCOMMENT
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…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.ts401COMMENT
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 putEntry(cache, updatedKey, makeBytes(48, 0x20));COMMENT
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Unused Imports750 hits · 636 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/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
LOW…ative/plugins/polarquant-cpu/scripts/test_converter.py20CODE
LOW…ative/plugins/polarquant-cpu/scripts/test_converter.py22CODE
LOW…/voice-classifier-cpp/scripts/voice_emotion_to_gguf.py50CODE
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AI Slop Vocabulary177 hits · 512 pts
SeverityFileLineSnippetContext
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.ts968 // 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.ts1249 // 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
MEDIUMplugins/plugin-sql/src/migrations.ts225 // Use robust conversion: valid UUIDs are cast directly, others get md5 hashCOMMENT
MEDIUMplugins/plugin-sql/src/pglite/manager.ts674 // Definitely gone -> reclaim.COMMENT
MEDIUM…in-sql/src/__tests__/migration/e2e/run-upgrade-test.sh585# Create comprehensive verification scriptCOMMENT
MEDIUMplugins/plugin-goals/src/actions/goals.real.test.ts2 * Keyless OWNER_GOALS 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
MEDIUM…gin-telegram/src/messageManager.outbound-media.test.ts18// string literals (not the ContentType enum) to stay robust to a stale coreCOMMENT
MEDIUMplugins/plugin-registry/src/api/plugin-routes.ts2036 // 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
MEDIUMpackages/ui/src/App.surface-manifest-wallpaper.test.tsx1/** Verifies App wallpaper-grant invariant — manifest gates the wallpaper (#13452) through the package's configured testCOMMENT
MEDIUMpackages/ui/src/App.surface-mutation-fuzz.test.tsx1/** Verifies App in-process host-realm mutation isolation (#14179) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/App.screen-background-fuzz.test.tsx815 // while the chunk loads (same color — the seamless-swap design), so aCOMMENT
MEDIUM…/ui/src/chat/useSlashCommandController.catalog.test.ts1/** Verifies useSlashCommandController — catalog load (#11112) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/chat/report-shortcut-fired.test.ts1/** Verifies reportShortcutFired (#8792) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/chat/report-composer-activity.test.ts1/** Verifies reportComposerActivity (#14679) through the package's configured test harness. */COMMENT
MEDIUM…src/cloud-ui/components/connection-card.error.test.tsx1/** Verifies ConnectionCard — error state (#12784/#13419) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/state/user-background-catalog.test.ts1/** Verifies user background catalog (#13538) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/state/useDataLoaders.auth-gate.test.tsx1/** Verifies useDataLoaders auth gate (#11084) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/state/switch-runtime.ts152 // Cloud / remote runtimes get the seamless in-place base + token swap.COMMENT
MEDIUMpackages/ui/src/state/useChatState.unread.test.ts1/** Verifies useChatState — unread badge clears on open (#FIX3) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/state/useChatCallbacks.hydrate.test.ts1/** Verifies hydrateInitialConversation — chat always has a chat (#1) through the package's configured test harness. */COMMENT
MEDIUM…src/state/useChatSend.send-voice-newchat.race.test.tsx1/** Verifies #10700 shell send() → new-chat routing race through the package's configured test harness. */COMMENT
MEDIUM…s/ui/src/state/useChatCallbacks.draft-handoff.test.tsx1/** Verifies composer draft handoff on conversation switch (#FIX2) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/backgrounds/AppBackground.tsx30// the Suspense fallback so the swap is seamless.COMMENT
MEDIUM…kgrounds/ProgrammableShaderBackground.rebuild.test.tsx1/** Verifies ProgrammableShaderBackground — uniform tweaks must not rebuild the GL context (#11088) through the package'COMMENT
MEDIUM…/ui/src/backgrounds/useBackgroundApplyChannel.test.tsx1/** Verifies useBackgroundApplyChannel — raw GLSL source is not a sink (#11088) through the package's configured test haCOMMENT
MEDIUM…ProgrammableShaderBackground.gesture-throttle.test.tsx1/** Verifies ProgrammableShaderBackground — rail-gesture present throttle (#15282) through the package's configured testCOMMENT
MEDIUM…ettings/useProviderEntries.cloud-disconnected.test.tsx4 * Available" state fixed in elizaOS/eliza#20045. Deterministic jsdom harness.COMMENT
MEDIUM…kages/ui/src/components/settings/ProviderCard.test.tsx4 * must not share the orange Active treatment (#20045). jsdom harness.COMMENT
MEDIUMpackages/ui/src/components/chat/ThinkingBlock.test.tsx1/** Verifies ThinkingBlock (#10712) through the package's configured test harness. */COMMENT
MEDIUM…es/ui/src/components/chat/AccountConnectBlock.test.tsx186 // text content so the check is robust to how the title node is split.COMMENT
MEDIUM…nents/chat/MessageContent.config-render-count.test.tsx1/** Verifies InlinePluginConfig render isolation (#14412) through the package's configured test harness. */COMMENT
MEDIUM…ui/src/components/chat/render-parity.contract.test.tsx1/** Verifies chat render parity (ThreadLine vs MessageContent) — #9954 through the package's configured test harness. */COMMENT
MEDIUM…src/components/chat/widgets/e2e-output-hygiene.test.ts1/** Verifies chat widgets __e2e__/output hygiene (#13896) through the package's configured test harness. */COMMENT
MEDIUM…omponents/chat/widgets/inline-registry.matrix.test.tsx1/** Verifies inline-widget matrix gate (#9304) through the package's configured test harness. */COMMENT
MEDIUM…i/src/components/chat/widgets/goals-attention.test.tsx1/** Verifies GoalsAttentionWidget (#9143) through the package's configured test harness. */COMMENT
MEDIUM…i/src/components/chat/widgets/needs-attention.test.tsx1/** Verifies NeedsAttentionWidget (#9449) through the package's configured test harness. */COMMENT
MEDIUM…ui/src/components/chat/widgets/wallet-balance.test.tsx1/** Verifies WalletBalanceWidget (price-only, #10706) through the package's configured test harness. */COMMENT
MEDIUM…s/ui/src/components/chat/widgets/health-sleep.test.tsx1/** Verifies HealthSleepWidget (#9143) through the package's configured test harness. */COMMENT
MEDIUM…ages/ui/src/components/shell/PagerEdgeButtons.test.tsx1/** Verifies PagerEdgeButtons (#10717) through the package's configured test harness. */COMMENT
MEDIUM…i/src/components/shell/ChatOverlay.mouse-drag.test.tsx1/** Verifies layout-shift-intent marker (#15257) through the package's configured test harness. */COMMENT
MEDIUM…ts/shell/ComputerUseApprovalOverlay.auth-gate.test.tsx1/** Verifies ComputerUseApprovalOverlay auth gate (#11084) through the package's configured test harness. */COMMENT
MEDIUMpackages/ui/src/components/shell/shell-state.test.ts1/** Verifies selectVisibleShellMessages (#9141 gap 4 windowing) through the package's configured test harness. */COMMENT
117 more matches not shown…
Excessive Try-Catch Wrapping325 hits · 341 pts
SeverityFileLineSnippetContext
LOW…gins/plugin-computeruse/src/platform/wayland-portal.ts107 except Exception:CODE
LOWplugins/plugin-computeruse/src/platform/a11y.ts198except 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.ts173except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts193 except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts203 except Exception: passCODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts204 except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts212 except Exception:CODE
LOWplugins/plugin-computeruse/src/scene/a11y-provider.ts215except 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
265 more matches not shown…
Fake / Example Data308 hits · 331 pts
SeverityFileLineSnippetContext
LOW…n-google-workspace/src/gmail-message-connector.test.ts173 displayHandle: "user@example.com",CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts24 '[{"kind":"person","value":"Alice Johnson"},{"kind":"org","value":"Acme Corp"}]',CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts28 { kind: "org", value: "Acme Corp" },CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts65 { kind: "org", value: "Acme Corp" },CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts76 value: "Acme Corp",CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts77 start: 100 + TEXT.indexOf("Acme Corp"),CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts78 end: 100 + TEXT.indexOf("Acme Corp") + "Acme Corp".length,CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts99 // "Acme Corp" appears once, before "San Francisco" — reporting it secondCOMMENT
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts103 { kind: "org", value: "Acme Corp" },CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts107 value: "Acme Corp",CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts108 start: TEXT.indexOf("Acme Corp"),CODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts154 return '[{"kind":"person","value":"Alice Johnson"},{"kind":"person","value":"Bob Stone"},{"kind":"org","value":"AcmeCODE
LOW…/plugin-local-inference/src/pii/llm-recognizer.test.ts166 expect(values).toContain("Acme Corp");CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts15 candidateSpans: ["Alice Johnson", "Acme Corp"],CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts27 expect(prompt).toContain('"Acme Corp"');CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts49 {"span":"Acme Corp","verdict":"safe"}]`,CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts57 const safe = verdicts.find((v) => v.span === "Acme Corp");CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts65 {"span":"Acme Corp","verdict":"safe"}]`,CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts76 {"span":"Acme Corp","verdict":"safe"}]`,CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts80 "Acme Corp",CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts98 {"span":"Acme Corp","verdict":"safe"}]`,CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts108 {"span":"Acme Corp","verdict":"safe"}]`,CODE
LOW…s/plugin-local-inference/src/pii/scrub-handler.test.ts160 {"span":"Acme Corp","verdict":"safe"}]`,CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts254 element.getAttribute?.("placeholder"),CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts303 element.getAttribute?.("placeholder"),CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts389 case "placeholder":CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts390 return { findBy: "placeholder", text: trimQuoted(rawValue) };CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts453 case "placeholder":CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts456 element.getAttribute("placeholder"),CODE
LOW…gin-browser/src/workspace/browser-workspace-desktop.ts1102 element.getAttribute("placeholder"),CODE
LOW…lugin-browser/src/workspace/browser-workspace-types.ts113 | "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
LOWplugins/plugin-doordash/src/action.test.ts18 summary: { total: 23.42, deliveryAddress: "123 Main St" },CODE
LOWplugins/plugin-doordash/src/action.test.ts26 summary: { deliveryAddress: "123 Main St", total: 23.42 },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
LOWplugins/plugin-embeddings/registry-entry.json43 "placeholder": "e.g., https://api.openai.com/v1",CODE
LOWplugins/plugin-embeddings/registry-entry.json60 "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
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Deep Nesting353 hits · 310 pts
SeverityFileLineSnippetContext
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/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.py98CODE
LOWpackages/training/scripts/synthesize_routing.py90CODE
LOWpackages/training/scripts/synthesize_routing.py228CODE
LOWpackages/training/scripts/synthesize_routing.py344CODE
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.py606CODE
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.py1379CODE
LOWpackages/training/scripts/build_prompts.py64CODE
LOW…ckages/training/scripts/synthesize_reasoning_round2.py85CODE
LOWpackages/training/scripts/benchmark_vs_cerebras.py126CODE
LOWpackages/training/scripts/benchmark_vs_cerebras.py359CODE
LOW…ages/training/scripts/synthesize_multiparty_routing.py180CODE
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Modern AI Meta-Vocabulary99 hits · 282 pts
SeverityFileLineSnippetContext
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.md157**Authoring a SKILL.md:** See the Agent Skills spec at https://agentskills.io/specification and the scaffold template atCODE
MEDIUMplugins/plugin-agent-skills/CLAUDE.md157**Authoring a SKILL.md:** See the Agent Skills spec at https://agentskills.io/specification and the scaffold template atCODE
MEDIUM…plugin-agent-skills/src/api/skill-discovery-helpers.ts541 // JSON-escaped description written by the create scaffold round-tripsCOMMENT
MEDIUM…ns/plugin-app-control/src/services/app-verification.ts1291 // (live incident: comet-catch published the scaffold placeholder whileCOMMENT
MEDIUM…ervices/__tests__/app-verification.integration.test.ts121// 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
MEDIUM…gins/plugin-inbox/test/triage-optimized-prompt.test.ts85 // The dynamic message scaffold is preserved around the instructions.COMMENT
MEDIUMplugins/plugin-discord/README.md91# For heavy-context / multi-step agentic turns on cloud models, raise thisCOMMENT
MEDIUMplugins/plugin-cli-inference/index.ts704 // Reframe the agentic SDK model as a pure completion engine (system) AND closeCOMMENT
MEDIUMplugins/plugin-cli-inference/index.ts733 // 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.ts325 text: "I'll route this...", // agentic preamble, must be ignoredCODE
MEDIUMplugins/plugin-cli-inference/src/claude-cli.ts260 // agent. With tools live, an agentic-looking transcript ("create an appCOMMENT
MEDIUMplugins/plugin-cli-inference/src/claude-sdk-session.ts463 // leaves no room for the agentic "I'll fetch it…" preamble-then-actCOMMENT
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.ts30// 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…t/scenarios/_catalogs/adhd-follow-through.catalog.json80 "notes": "Live-only. End-of-day recap leads with wins, neutral carryover framing, consent before creating tomorrowCODE
MEDIUM…onal-assistant/src/lifeops/scheduled-task/scheduler.ts537 // queries touch O(# due rows + # event-driven rows with NULL) instead ofCOMMENT
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…ent-orchestrator/__tests__/unit/workspace-diff.test.ts382 // discarding the rest of the scaffold.COMMENT
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
MEDIUM…r/__tests__/unit/create-task-attaches-sessions.test.ts137 // Residuals gate: these one-shot sessions scaffold no owned artifacts.COMMENT
MEDIUMplugins/plugin-agent-orchestrator/src/actions/tasks.ts1100 // scaffold-aware caller opts out with lockWorkdir — see runSpawnAgent.COMMENT
MEDIUMplugins/plugin-agent-orchestrator/src/actions/tasks.ts1845 // deliberate operator policy. A scaffold-aware caller that KNOWS itsCOMMENT
MEDIUM…ugin-agent-orchestrator/src/services/workspace-diff.ts209// Dependency/build directories a fresh scaffold populates BEFORE anyCOMMENT
MEDIUM…-agent-orchestrator/src/services/sub-agent-identity.ts334 // error-policy:J7 identity scaffold is best-effort; a failure warns and mustCOMMENT
MEDIUMpackages/core/src/runtime/planner-loop.ts2692 // scaffold. Opt out with `ELIZA_LOCAL_GUIDED_DECODE=0`. Cloud adaptersCOMMENT
MEDIUM…ages/core/src/__tests__/message-runtime-stage1.test.ts1361 // "poem", so an all-caps "POEM" echo stays classified as enum/scaffoldCOMMENT
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.ts5404 // (case-insensitive) — that reply is intentional, not the enum/scaffoldCOMMENT
MEDIUMpackages/core/src/services/message.ts8867 // envelope with it so the model never spends tokens on the scaffold; theCOMMENT
MEDIUMpackages/core/src/services/message.ts8932 // forced scaffold spans. Opt out with `ELIZA_LOCAL_GUIDED_DECODE=0`.COMMENT
MEDIUMpackages/core/src/services/message.ts9498 // scaffold/fragment from strict-JSON generation — ship a clear deferralCOMMENT
MEDIUMpackages/elizaos/src/scaffold.test.ts143 // v1-compatible: a standalone min-plugin scaffold passes all fourCOMMENT
MEDIUMpackages/elizaos/src/scaffold.ts230 // The scaffold's @elizaos/* dependencies must resolve as one lockstep set.COMMENT
MEDIUMpackages/elizaos/src/commands/create.test.ts106 // The template substitutes __ELIZAOS_VERSION__ into the scaffold'sCOMMENT
MEDIUMpackages/elizaos/src/commands/create.ts168 // Pin the scaffold's @elizaos/core to the CLI's own lockstep-publishedCOMMENT
MEDIUM…ative/plugins/wakeword-cpp/scripts/wakeword_to_gguf.py140# Conv layers in the embedding model, ordered by graph traversal. EachCOMMENT
MEDIUM…/convq.persona-pax-no-corporate-stiffening.scenario.ts81 // scaffold (guarded above), not raw length. Budget is a loose ceilingCOMMENT
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.py1008# ──────────────────────────── orchestration ──────────────────────────────COMMENT
MEDIUM…kages/training/scripts/omnivoice/finetune_omnivoice.py544# scaffold. Real training requires the HF↔GGUF round-trip tooling which isCOMMENT
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Hallucination Indicators25 hits · 250 pts
SeverityFileLineSnippetContext
CRITICAL…iscord/__tests__/discord-client-error-listener.test.ts143 const logged = runtime.logger.error.mock.calls.map((call) =>CODE
CRITICAL…nal-assistant/src/lifeops/domains/reminders-service.ts1246 this.ctx.runtime.character.name.trim().length > 0CODE
CRITICAL…nal-assistant/src/lifeops/domains/reminders-service.ts1247 ? this.ctx.runtime.character.name.trim()CODE
CRITICALplugins/plugin-wallet/src/chains/solana/service.ts2002 uiAmount: acc.account.data.parsed.info.tokenAmount.uiAmount.toString(),CODE
CRITICAL…t-orchestrator/__tests__/unit/progress-cadence.test.ts865 rt.logger.warn.mock.calls.filter((c) => c[1] === "emitProgress failed")CODE
CRITICAL…t-orchestrator/__tests__/unit/progress-cadence.test.ts868 rt.logger.debug.mock.calls.filter(CODE
CRITICAL…t-orchestrator/__tests__/unit/sub-agent-router.test.ts2857 acp.service.updateSessionMetadata.mock.calls.some(CODE
CRITICAL…nt-orchestrator/src/__tests__/auto-goal-verify.test.ts965 const correction = fake.service.sendToSession.mock.calls.at(-1)?.[1] ?? "";CODE
CRITICAL…ges/ui/src/state/useChatCallbacks.select-race.test.tsx396 mocks.client.deleteConversation.mock.calls.map(CODE
CRITICALpackages/ui/src/state/useChatSend.test.tsx1920 mocks.client.sendConversationMessageStream.mock.calls.map(CODE
CRITICALpackages/ui/src/state/useChatSend.test.tsx2137 mocks.client.sendConversationMessageStream.mock.calls.map(CODE
CRITICAL…s/ui/src/state/useChatCallbacks.draft-handoff.test.tsx325 mocks.client.deleteConversation.mock.calls.map(CODE
CRITICAL…nents/shell/__tests__/useShellController.fuzz.test.tsx203 return appMock.value.sendChatText.mock.calls.map((c) => String(c[0]));CODE
CRITICAL…nents/shell/__tests__/useShellController.fuzz.test.tsx320 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.ts185 snapshot.manifest.components.vault.files.map((file) => file.path).sort(),CODE
CRITICALpackages/agent/src/services/agent-backup.test.ts187 const stateFilePaths = snapshot.manifest.components.stateFiles.files.map(CODE
CRITICAL…platforms/electrobun/src/native/desktop-window.test.ts1175 electrobunMock.Utils.setDockIconVisible.mock.calls.map(CODE
CRITICAL…ud/api/v1/voice/session/__tests__/ws-lifecycle.test.ts691 const greetingLatencyLog = fakeLogger.logger.info.mock.calls.findLast(CODE
CRITICAL…ud/api/v1/voice/session/__tests__/ws-lifecycle.test.ts908 const endOfTurnLog = fakeLogger.logger.info.mock.calls.findLast(CODE
CRITICAL…ud/api/v1/voice/session/__tests__/ws-lifecycle.test.ts1406 const prewarmLog = fakeLogger.logger.info.mock.calls.findLast(CODE
CRITICAL…ud/api/v1/voice/session/__tests__/ws-lifecycle.test.ts2109 const latencyLog = fakeLogger.logger.info.mock.calls.findLast(CODE
CRITICAL…loud/api/__tests__/billing-limits-route.pglite.test.ts633 const runningContainer = data.v2.activeCompute.resources.value.find(CODE
CRITICAL…loud/api/__tests__/billing-limits-route.pglite.test.ts788 const runningContainer = data.v2.activeCompute.resources.value.find(CODE
Structural Annotation Overuse119 hits · 207 pts
SeverityFileLineSnippetContext
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.ts722 // Step 1: Catch up on new messagesCOMMENT
LOWplugins/plugin-discord/discord-history.ts929 // Step 2: Determine backfill directionCOMMENT
LOWplugins/plugin-discord/discord-history.ts953 // Step 3: Backfill older messagesCOMMENT
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.ts406 // Step 1: Shaw introduces Jill.COMMENT
LOW…-assistant/src/lifeops/entities/voice-observer.test.ts417 // Step 2: Jill speaks — new voice cluster + no prior entity binding.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts147 // Step 1: bind the imprint to an entity (create or match).COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts165 // Step 2: realize any pending relationships the binding resolved.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts181 // Step 3: if the OWNER speaks a kin claim (partner OR sibling — issueCOMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts226 // Step 4: a self-affiliation claim ("I'm John from the accounting team",COMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts168 // Step 1: Request device codeCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts171 // Step 2: Surface the auth prompt to the userCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts188 // Step 3: Poll until user completes authCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts191 // Step 4: Create client with the obtained tokenCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3719 // Step 1: Create agentCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3756 // Step 2: Start provisioningCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3827 // Step 3: Poll job statusCOMMENT
LOWpackages/core/src/runtime.ts4653 // Step 1: Create all rooms FIRST (before adding any participants)COMMENT
LOWpackages/core/src/runtime.ts4679 // Step 2: Create all entitiesCOMMENT
LOWpackages/core/src/runtime.ts4725 // 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
LOWpackages/training/cloud/scripts/eliza-cloud-register.sh102 # 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
LOWpackages/training/scripts/run_full_quality_pipeline.sh99# Step 5: caveman thoughtsCOMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh104# Step 6: n-gram diversifyCOMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh109# Step 7: integrate (merge harness + scambench → train_final.jsonl)COMMENT
LOW…ages/training/scripts/turn_detector/convert_to_gguf.py244 # Step 1: HF -> f16 GGUF. convert_hf_to_gguf.py picks up the arch fromCOMMENT
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Verbosity Indicators108 hits · 190 pts
SeverityFileLineSnippetContext
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.ts722 // Step 1: Catch up on new messagesCOMMENT
LOWplugins/plugin-discord/discord-history.ts929 // Step 2: Determine backfill directionCOMMENT
LOWplugins/plugin-discord/discord-history.ts953 // Step 3: Backfill older messagesCOMMENT
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.ts406 // Step 1: Shaw introduces Jill.COMMENT
LOW…-assistant/src/lifeops/entities/voice-observer.test.ts417 // Step 2: Jill speaks — new voice cluster + no prior entity binding.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts147 // Step 1: bind the imprint to an entity (create or match).COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts165 // Step 2: realize any pending relationships the binding resolved.COMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts181 // Step 3: if the OWNER speaks a kin claim (partner OR sibling — issueCOMMENT
LOW…sonal-assistant/src/lifeops/entities/voice-observer.ts226 // Step 4: a self-affiliation claim ("I'm John from the accounting team",COMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts168 // Step 1: Request device codeCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts171 // Step 2: Surface the auth prompt to the userCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts188 // Step 3: Poll until user completes authCOMMENT
LOW…in-agent-orchestrator/src/services/workspace-github.ts191 // Step 4: Create client with the obtained tokenCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3719 // Step 1: Create agentCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3756 // Step 2: Start provisioningCOMMENT
LOWpackages/ui/src/api/client-cloud.ts3827 // Step 3: Poll job statusCOMMENT
LOWpackages/core/src/runtime.ts4653 // Step 1: Create all rooms FIRST (before adding any participants)COMMENT
LOWpackages/core/src/runtime.ts4679 // Step 2: Create all entitiesCOMMENT
LOWpackages/core/src/runtime.ts4725 // 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.sh102 # 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
LOWpackages/training/scripts/run_full_quality_pipeline.sh99# Step 5: caveman thoughtsCOMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh104# Step 6: n-gram diversifyCOMMENT
LOWpackages/training/scripts/run_full_quality_pipeline.sh109# Step 7: integrate (merge harness + scambench → train_final.jsonl)COMMENT
LOW…ages/training/scripts/turn_detector/convert_to_gguf.py244 # Step 1: HF -> f16 GGUF. convert_hf_to_gguf.py picks up the arch fromCOMMENT
LOW…ages/training/scripts/turn_detector/convert_to_gguf.py276 # Step 2: llama-quantize per requested level.COMMENT
LOW…es/training/scripts/voice/samantha_lora/prep_corpus.py226 # Step 1: validate.COMMENT
LOW…es/training/scripts/voice/samantha_lora/prep_corpus.py275 # Step 5: split.COMMENT
LOW…es/training/scripts/voice/samantha_lora/prep_corpus.py288 # Step 6: write splits.COMMENT
LOW…es/training/scripts/voice/samantha_lora/prep_corpus.py298 # Step 7: manifest.COMMENT
48 more matches not shown…
Cross-Language Confusion (JS/TS)26 hits · 155 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.ts197 print("\\n".join(lines[:200]))CODE
HIGHplugins/plugin-computeruse/src/platform/a11y.ts199 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.ts174 print(json.dumps({"nodes": [], "unavailable": True}))CODE
HIGHplugins/plugin-computeruse/src/scene/a11y-provider.ts214 print(json.dumps({"nodes": out, "failed": failed, "total": total}))CODE
HIGHplugins/plugin-computeruse/src/scene/a11y-provider.ts216 print(json.dumps({"nodes": out, "failed": failed, "total": total, "error": str(e)}))CODE
HIGHplugins/plugin-vision/src/ocr-service-paddleocr.ts71 print("[]")CODE
HIGHplugins/plugin-vision/src/ocr-service-paddleocr.ts110print(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.ts1395 " return True",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts1396 " return False",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts1515 " return True",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts1516 " return False",CODE
HIGH…ages/core/src/__tests__/message-runtime-stage1.test.ts1550 " return None",CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts1311 print(f"[docker-sandbox] Steward agent delete failed with status {status}", file=sys.stderr)CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts1316 print("[docker-sandbox] Steward agent delete request failed", file=sys.stderr)CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts521 print("[docker-sandbox] Invalid Steward stdin payload", file=sys.stderr)CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts1300 return NoneCODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts1484 return NoneCODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts1506 print("[docker-sandbox] Steward request failed", file=sys.stderr)CODE
HIGH…oud/shared/src/lib/services/docker-sandbox-provider.ts1521 print(body.decode("utf-8"))CODE
Modern Structural Boilerplate91 hits · 96 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.py673__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.py40logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/ab_testing.py35logger = 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.py28logger = 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.py50logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/quality_scorer.py26logger = logging.getLogger(__name__)CODE
LOWpackages/training/scripts/rl/attacker_trainer.py36logger = 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.py69logger = 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.py47logger = logging.getLogger(__name__)CODE
31 more matches not shown…
Redundant / Tautological Comments50 hits · 77 pts
SeverityFileLineSnippetContext
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
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-discord/.github/workflows/npm-deploy.yml34 # Check if package.json 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-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
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
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.py337 # Check if it's a Scenario (online) or Dict (offline)COMMENT
LOWpackages/training/scripts/rl/tokenization_utils.py414 # 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.py754 # Assign NPCs to teams and agent namesCOMMENT
LOWpackages/training/scripts/rl/run_team_rl.py268 # Print resultsCOMMENT
LOWpackages/training/scripts/rl/feed_env.py2033 # 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.py440 # Assign NPCs to agentsCOMMENT
LOWpackages/training/scripts/rl/run_adversarial_eval.py159 # 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.py1132 # Check if scenario contains incoming adversarial messagesCOMMENT
LOWpackages/training/scripts/rl/shared_model_rl.py2190 # 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.py192 # 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
LOWpackages/training/scripts/rl/scenario_pool.py968 # Check if refresh neededCOMMENT
LOW…ages/skills/skills/skill-creator/scripts/init_skill.py271 # Check if directory already existsCOMMENT
Magic Placeholder Names13 hits · 65 pts
SeverityFileLineSnippetContext
HIGH.gitleaks.toml168 # `Authorization: Bearer YOUR_API_KEY` placeholders in documented curlCOMMENT
HIGH.gitleaks.toml173 '''YOUR_API_KEY''',STRING
HIGHplugins/plugin-mcp/README.md30 "env": { "GITHUB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>" }CODE
HIGHplugins/plugin-wechat/README.md41 "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.tsx593 -H "Authorization: Bearer YOUR_API_KEY" \\CODE
HIGH…cloud/monetization/affiliates/AffiliatesPageClient.tsx624 "Authorization: Bearer YOUR_API_KEY"CODE
HIGHpackages/core/src/validation/secrets.ts359 "your-api-key",CODE
HIGH…es/cloud/shared/src/lib/providers/provider-env.test.ts60 "your-api-key",CODE
HIGHpackages/cloud/api/mcp/info/route.ts72 "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
Example Usage Blocks40 hits · 58 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/security/verify-patches.sh8# Usage:COMMENT
LOWscripts/security/pin-action-shas.sh12# 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/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/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
LOW…ud/terraform/hetzner/control-plane/backend-staging.hcl9# Usage:COMMENT
LOWpackages/cloud/shared/src/lib/fragments/api-context.ts115 // Example usageCOMMENT
LOWpackages/cloud/scripts/admin/cf-bootstrap.sh15# Usage:COMMENT
LOWpackages/cloud/api/scripts/probe-prod-rpc-status.sh6# Usage:COMMENT
Cross-Language Confusion18 hits · 58 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
HIGHpackages/training/scripts/synthesize_native_fillins.py404 "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.py643 "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/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
Self-Referential Comments16 hits · 50 pts
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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.py877 # Create a temporary sample for validationCOMMENT
MEDIUM…loud/terraform/hetzner/apps-shared/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…/terraform/hetzner/apps-data-plane/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…a/cloud/terraform/hetzner/prod-ops/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…ud/terraform/hetzner/control-plane/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…terraform/cloudflare/pages-domains/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…d/infra/cloud/terraform/gcp/02-k8s/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUM…/cloud/terraform/gcp/01-foundation/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUMpackages/cloud/api/wrangler.toml4# This file is committed; secrets live in `wrangler secret put` (push them viaCOMMENT
MEDIUMpackages/cloud/services/vast-pyworker/onstart-vllm.sh9# This file is the runtime counterpart of the per-size manifests in thisCOMMENT
MEDIUM.github/workflows/release-electrobun.yml625 # Create a short-lived keychain for this buildCOMMENT
Slop Phrases24 hits · 46 pts
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MEDIUMplugins/plugin-vision/src/eliza1-bridge.test.ts197 imageDescriptionResult: { description: "I'm unable to analyze images" },CODE
MEDIUMplugins/plugin-vision/src/service.ts1377 * "I'm unable to analyze images" sentinel or empty.COMMENT
MEDIUMplugins/plugin-vision/src/service.ts1393 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
LOW…assistant/src/lifeops/reminders/direct-routing.test.ts17 "Don't forget to remind me tomorrow to call Pat.",CODE
LOW…assistant/src/lifeops/reminders/direct-routing.test.ts43 "Don't forget to cancel my reminder for Friday.",CODE
LOW…l-assistant/src/actions/life-reminder-datetime.test.ts2955 isLifeSaveRetraction("don't forget to set a reminder for friday"),CODE
MEDIUMpackages/core/src/types/components.ts156 * Example content with associated user for demonstration purposesCOMMENT
MEDIUM…ges/core/src/runtime/__tests__/message-handler.test.ts263 replyText: "let me know if you need anything else",CODE
LOW…hat/behavior/groupchat.behavior.losona.001.scenario.ts113 text: "oh yeah don't forget to do that before month-end close.",CODE
LOW…os/conversation-quality/convq.answered-nag.scenario.ts7 * open ("don't forget to call the dentist"), or re-lists the now-done call asCOMMENT
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.py13 - Leading "As an AI language model, " and variantsSTRING
MEDIUM…ges/training/scripts/transform_remove_system_tropes.py14 - Trailing " Let me know if you need anything else!" and variantsSTRING
MEDIUM…ges/training/scripts/transform_remove_system_tropes.py79 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
Synthetic Comment Markers3 hits · 18 pts
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HIGH…gin-cloud-apps/__tests__/withdraw-app-earnings.test.ts602 // Only standalone numeric tokens count as requested payout amounts.COMMENT
HIGHplugins/plugin-web-search/README.md82 answer?: string; // AI-generated summary (when includeAnswer is true)CODE
HIGH…/src/lib/services/discord-automation/app-automation.ts19const MAX_ANNOUNCEMENT_LENGTH = 300; // Max chars for AI-generated announcementCODE
AI Structural Patterns12 hits · 11 pts
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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.py747CODE
LOWpackages/training/scripts/rl/compare_served_models.py887CODE
LOWpackages/training/scripts/rl/verifiable_rewards.py651CODE
Docstring Block Structure2 hits · 10 pts
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HIGHpackages/training/scripts/rl/rewards.py975 Compute counterfactual: what would have happened without action? This answers the question: "Did the agent's aSTRING
HIGH…ages/skills/skills/skill-creator/scripts/init_skill.py256 Initialize a new skill directory with template SKILL.md. Args: skill_name: Name of the skill pSTRING
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
Overly Generic Function Names3 hits · 2 pts
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LOWpackages/agent/src/api/server.ts1572async function handleRequest(CODE
LOWpackages/cloud/test-mocks/src/stripe/index.ts184async function handleRequest(CODE
LOWpackages/cloud/scripts/admin/daemons/agent-router.ts483export async function handleRequest(CODE