AI Slop Code Risk Monitor

codedogQBY/ReadAny

SlopCodeMonitor badge for codedogQBY/ReadAny Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

AI-powered cross-platform e-book reader with semantic search, RAG chat, local vector store, notes, TTS, and WebDAV sync.

1.9 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for codedogQBY/ReadAny, a TypeScript project with 2,911 GitHub stars. SynthScan examined 272,895 lines of code across 995 source files, recording 386 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 1.9 (Low pattern signal); it is not an authorship estimate.

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

1.9
Adjusted Signal
1.9
Raw Pattern Score
100%
Time Factor
2026-10-07
Last Push
2.9K
Stars
TypeScript
Language
272.9K
Lines of Code
995
Files
386
Pattern Hits
2026-10-31
Scan Date
0.00
HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 5.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 300 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 8.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 353 finding(s).

PR Review Velocity Impact 9.6/100 · LOW

Which changes need focused human review? 386 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 0MEDIUM 82LOW 304

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 386 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers274 hits · 260 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/reader/keyboard.ts65export function shouldIgnoreKeyboardShortcut(CODE
LOWpackages/core/src/reader/justified-text.ts60export function detectJustifyCapabilities(view: unknown): JustifyCapabilities {CODE
LOWpackages/core/src/reader/justified-text.ts296export function installReadAnyJustifiedText(root: unknown): void {CODE
LOWpackages/core/src/reader/selection-note.ts30export function createSelectionNoteMutation(CODE
LOWpackages/core/src/reader/annotation-order.ts39export function compareAnnotationPosition(CODE
LOWpackages/core/src/translation/chapter-cache.ts46export async function getChapterTranslationSettings(CODE
LOWpackages/core/src/translation/chapter-cache.ts89export async function updateChapterTranslationSettings(CODE
LOWpackages/core/src/stores/sync-store.ts45async function flushPendingReadingSession(): Promise<void> {CODE
LOWpackages/core/src/stores/sync-store.ts56function notifyLibraryStateChanged(): void {CODE
LOWpackages/core/src/stores/sync-store.ts72async function loadPersistedSyncRuntimeState(): Promise<PersistedSyncRuntimeState> {CODE
LOWpackages/core/src/stores/sync-store.ts275async function persistCurrentConfigUpdate(config: SyncConfig): Promise<void> {CODE
LOWpackages/core/src/stores/tts-store.ts145function syncProfileUpdatesFromLegacyFields(CODE
LOWpackages/core/src/stores/annotation-store.ts49async function refreshDerivedAnnotationState(CODE
LOWpackages/core/src/utils/book-metadata.ts31export function createBookMetadataFormValues(book: Book): BookMetadataFormValues {CODE
LOWpackages/core/src/utils/book-metadata.ts49export function hasMissingBookMetadataAutoFillTargets(values: BookMetadataFormValues): boolean {CODE
LOWpackages/core/src/utils/book-metadata.ts61export function mergeMissingBookMetadataValues(CODE
LOWpackages/core/src/utils/api.ts265function sanitizeOpenAICompatibleBaseUrl(url: string): string {CODE
LOWpackages/core/src/utils/api.ts290export function providerSupportsExactRequestUrl(providerId: string): boolean {CODE
LOWpackages/core/src/utils/api.ts387export function isOllamaEmbeddingEndpointUrl(url: string): boolean {CODE
LOWpackages/core/src/utils/api.ts410export function normalizeEmbeddingEndpointUrl(CODE
LOWpackages/core/src/utils/api.ts525function getDefaultEmbeddingEndpointFetch(): EmbeddingEndpointFetch | undefined {CODE
LOWpackages/core/src/utils/chat-utils.ts18function findCitationIndexFromToolCalls(entry: any, toolCalls: any[] | undefined): number | undefined {CODE
LOWpackages/core/src/utils/chat-utils.ts219export function mergeMessagesWithStreaming(CODE
LOWpackages/core/src/rag/builtin-embedding-service.ts9export function createBuiltinEmbeddingService(builtinModelId: string): QueryEmbeddingService {CODE
LOWpackages/core/src/rag/vectorize-trigger.ts287async function generateBuiltinEmbeddings(CODE
LOWpackages/core/src/rag/chapter-structure.ts23export function buildChapterSectionGroups(CODE
LOWpackages/core/src/rag/chapter-structure.ts87function shouldUseTocItemAsChapterAnchor(CODE
LOWpackages/core/src/rag/chapter-structure.ts121function getSectionIndexForTocItem(CODE
LOWpackages/core/src/rag/search.ts110function getOrBuildInvertedIndex(chunks: Chunk[], bookId: string): InvertedIndex {CODE
LOWpackages/core/src/rag/remote-embedding.ts25export async function requestRemoteEmbeddingBatch(CODE
LOWpackages/core/src/rag/remote-embedding.ts85function parseRemoteEmbeddingResponse(json: unknown, isOllama: boolean): number[][] {CODE
LOWpackages/core/src/rag/tokenizer.ts193function extractAlphanumericTokens(text: string): string[] {CODE
LOWpackages/core/src/rag/embedding-provenance.ts8export function normalizeEmbeddingEndpoint(endpoint: string): string {CODE
LOWpackages/core/src/feedback/feedback-service.ts307export function installFeedbackLogCapture(): () => void {CODE
LOWpackages/core/src/feedback/feedback-service.ts546export async function refreshAndCountUnreadFeedback(): Promise<number> {CODE
LOWpackages/core/src/ai/local-embedding-service.ts163export function setEmbeddingWorkerFactory(factory: () => Worker): void {CODE
LOWpackages/core/src/ai/think-tag-parser.ts8function getTrailingTagPrefixLength(value: string, tag: string): number {CODE
LOWpackages/core/src/ai/system-prompt.ts131function buildTurnAvailableToolsSection(allowedToolNames?: string[]): string {CODE
LOWpackages/core/src/ai/tool-call-state.ts4export function toolCallPartToMessageToolCall(part: ToolCallPart) {CODE
LOWpackages/core/src/ai/tool-call-state.ts63export function markRunningToolCallPartsAsError(CODE
LOWpackages/core/src/ai/chapter-reference-resolver.ts107function extractQueryChapterNumber(query: string): number | undefined {CODE
LOWpackages/core/src/ai/chat-memory.ts36export async function maybeCompressThreadMemory(CODE
LOWpackages/core/src/ai/test-endpoint.ts139async function listOpenAICompatibleModels(endpoint: AIEndpoint): Promise<string[]> {CODE
LOWpackages/core/src/ai/test-endpoint.ts320export function getAIEndpointRequestPreview(endpoint: AIEndpoint, preferredModel?: string): string {CODE
LOWpackages/core/src/ai/fallback-content-service.ts82export function setFallbackContentProvider(provider: FallbackContentProvider | null): void {CODE
LOWpackages/core/src/ai/llm-provider.ts32function shouldSanitizeCustomHeaders(endpoint: AIEndpoint): boolean {CODE
LOWpackages/core/src/ai/llm-provider.ts69function countToolSchemaParameters(tools: unknown): number {CODE
LOWpackages/core/src/ai/llm-provider.ts166function requestBodyHasLargeTokenLimit(summary: Record<string, unknown> | undefined): boolean {CODE
LOWpackages/core/src/ai/llm-provider.ts171function shouldRetryWithoutTokenLimit(args: {CODE
LOWpackages/core/src/ai/llm-provider.ts257function shouldPatchGeminiThoughtSignatures(CODE
LOWpackages/core/src/ai/llm-provider.ts272function hasGeminiThoughtSignature(toolCall: Record<string, unknown>): boolean {CODE
LOWpackages/core/src/ai/llm-provider.ts282function patchGeminiThoughtSignatureBody(bodyText: string): string | undefined {CODE
LOWpackages/core/src/ai/llm-provider.ts336async function patchGeminiThoughtSignatureRequest(CODE
LOWpackages/core/src/ai/llm-provider.ts587export async function createChatModelFromEndpoint(CODE
LOWpackages/core/src/ai/fallback-source-resolver.ts20export async function getFallbackChaptersForBook(CODE
LOWpackages/core/src/ai/fallback-source-resolver.ts77export function findFallbackSegmentByQuote(CODE
LOWpackages/core/src/ai/fallback-source-resolver.ts95export function findFallbackSegmentByTerms(CODE
LOWpackages/core/src/ai/fallback-source-resolver.ts132export async function resolveFallbackCitationSource(args: {CODE
LOWpackages/core/src/ai/reading-context-service.ts215export function getReadingContextSnapshot(): ReadingContext | null {CODE
LOWpackages/core/src/ai/tools/rag-tools.ts296export function createResolveChapterReferenceTool(bookId: string): ToolDefinition {CODE
214 more matches not shown…
Decorative Section Separators79 hits · 225 pts
SeverityFileLineSnippetContext
MEDIUMpackages/core/src/translation/providers.ts545// ─── Microsoft Edge Translate (Free, no API key required) ─────────────────────COMMENT
MEDIUMpackages/core/src/feedback/feedback-service.ts29// ─── File-based Log System ────────────────────────────────────────────────COMMENT
MEDIUMpackages/core/src/feedback/feedback-service.ts364// ─── Rate Limiting (local) ─────────────────────────────────────────────────COMMENT
MEDIUMpackages/core/src/feedback/feedback-service.ts391// ─── Submit Feedback ───────────────────────────────────────────────────────COMMENT
MEDIUMpackages/core/src/feedback/feedback-service.ts471// ─── Local Storage ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/core/src/feedback/feedback-service.ts566// ─── Status Refresh ────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/core/src/feedback/feedback-service.ts623// ─── Device Info Collection ────────────────────────────────────────────────COMMENT
MEDIUMpackages/core/src/feedback/feedback-service.ts636// ─── Feedback Detail ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/core/src/stats/badges.ts71 // ━━━━━ 📅 阅读天数 (6 tiers) ━━━━━COMMENT
MEDIUMpackages/core/src/stats/badges.ts85 // ━━━━━ 🔥 连续阅读 (5 tiers) ━━━━━COMMENT
MEDIUMpackages/core/src/stats/badges.ts97 // ━━━━━ ⏱ 阅读时长 (5 tiers) ━━━━━COMMENT
MEDIUMpackages/core/src/stats/badges.ts109 // ━━━━━ 📚 阅读书籍 (5 tiers) ━━━━━COMMENT
MEDIUMpackages/core/src/stats/badges.ts121 // ━━━━━ ✅ 读完书籍 (5 tiers) ━━━━━COMMENT
MEDIUMpackages/core/src/stats/badges.ts133 // ━━━━━ 📝 笔记高亮 (4 tiers) ━━━━━COMMENT
MEDIUMpackages/core/src/stats/badges.ts144 // ━━━━━ 🧠 深度阅读 (4 tiers) ━━━━━COMMENT
MEDIUMpackages/core/src/stats/badges.ts154 // ━━━━━ 🌟 特殊习惯 (5 independent) ━━━━━COMMENT
MEDIUM…kages/app/src/components/settings/FeedbackSettings.tsx395// ─── Detail View ──────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app/src/components/tts/FloatingTTSBubble.tsx24// ─── Main floating bubble ─────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/assets/reader/reader.template.html167 // ═══════════════════════════════════════════════════════════════COMMENT
MEDIUMpackages/app-expo/assets/reader/reader.template.html170 // ═══════════════════════════════════════════════════════════════COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx171// ──────────────────────────── helpers ────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx206// ──────────────────────────── ReaderScreen ────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx387 // ── System info (clock/battery/statusBar/SafeArea) ─────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx391 // ── Bookmark ───────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx425 // ── Search ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx886 // ── Volume button paging ─────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx951 // ── Non-TTS callbacks ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/ReaderScreen.tsx1057 // ── Book loading effects ───────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/reader-icons.tsx7// ──────────────────────────── Settings Icon (Gear) ────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts31// ─── Types for the bridge ref the hook needs ───────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts49// ─── Hook inputs ────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts67// ─── Hook outputs ───────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts170 // ─── TTS Store ─────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts190 // ─── TTS State ──────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts200 // ─── TTS Refs ───────────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts253 // ─── Cover URI resolution ───────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts286 // ─── Reset context caches when bookId changes ───────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts331 // ─── Sync segment refs whenever state changes ───────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts343 // ─── Derived values ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts418 // ─── Utility callbacks ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts527 // ─── Context cache ──────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts581 // ─── getNormalizedVisibleTTSSegments ───────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts605 // ─── logTTSExtractionDiagnostics ──────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts722 // ─── primeTTSLyricContext ──────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts969 // ─── recoverTTSLyricsState ────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts1129 // ─── handleTTSPageEnd ─────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts1241 // ─── startPageTTSFromCfi ──────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts1359 // ─── startPageTTS ─────────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts1504 // ─── startSelectionTTS ────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts1550 // ─── Public handlers ──────────────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts2057 // ─── TTS event bus listeners ───────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts2079 // ─── TTS highlight sync effects ───────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts2273 // ─── DEV-only debug effects ───────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts2335 // ─── Continuous reading effects ───────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts2356 // ─── Dynamically append next-page context near the end ─────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts2566 // ─── Lyric recovery effects ───────────────────────────────────────────────COMMENT
MEDIUMpackages/app-expo/src/screens/reader/useReaderTTS.ts2665 // ─── Cleanup on unmount ────────────────────────────────────────────────────COMMENT
MEDIUM…p-expo/src/screens/reader/styles/reader-note-styles.ts44 // ── Note view modal ───────────────────────────────────────────────────────COMMENT
MEDIUM…p-expo/src/screens/reader/styles/reader-note-styles.ts100 // ── Note tooltip ──────────────────────────────────────────────────────────COMMENT
MEDIUM…-expo/src/screens/reader/styles/reader-sheet-styles.ts17 // ── Generic bottom sheet ──────────────────────────────────────────────────COMMENT
19 more matches not shown…
Over-Commented Block15 hits · 14 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/utils/umd-parser.test.ts1import { describe, it, expect, vi } from "vitest";COMMENT
LOWpackages/core/src/sync/per-book-sync.ts821 .listDir(CHAT_DIR)COMMENT
LOWpackages/app/src/components/reader/FoliateViewer.tsx3461COMMENT
LOWpackages/app/src/components/reader/FoliateViewer.tsx3481 // book sets one on html it propagates to body text instead of body beingCOMMENT
LOWpackages/foliate-js/mobi.js1061 if (p === "page-spread-right" || p === "rendition:page-spread-right") return "right";COMMENT
LOWpackages/foliate-js/paginator.js321COMMENT
LOWpackages/foliate-js/paginator.js381}COMMENT
LOWpackages/foliate-js/paginator.js961 #footerCOMMENT
LOWpackages/foliate-js/paginator.js981 #visibilityHandler = () => {COMMENT
LOWpackages/foliate-js/paginator.js1741 else this.#container.append(view.element)COMMENT
LOWpackages/foliate-js/paginator.js1921 // Set --_column-count BEFORE measuring the container so the readCOMMENT
LOWpackages/foliate-js/paginator.js2741 // true until fill completes to prevent the debounced scrollCOMMENT
LOWpackages/app-expo/assets/reader/reader.template.html1921COMMENT
LOW…expo/src/lib/platform/track-player-dashscope-player.ts141 if (gen !== this._speakGen || this._stopped) return;COMMENT
LOW…/app-expo/src/lib/platform/track-player-edge-player.ts141 if (this._paused) {COMMENT
Structural Annotation Overuse6 hits · 9 pts
SeverityFileLineSnippetContext
LOW.agents/skills/tauri-v2/SKILL.md30### Step 1: Create a Tauri CommandCOMMENT
LOW.agents/skills/tauri-v2/SKILL.md49### Step 2: Call from FrontendCOMMENT
LOW.agents/skills/tauri-v2/SKILL.md60### Step 3: Add Required PermissionsCOMMENT
LOW.claude/skills/tauri-v2/SKILL.md30### Step 1: Create a Tauri CommandCOMMENT
LOW.claude/skills/tauri-v2/SKILL.md49### Step 2: Call from FrontendCOMMENT
LOW.claude/skills/tauri-v2/SKILL.md60### Step 3: Add Required PermissionsCOMMENT
Fake / Example Data7 hits · 7 pts
SeverityFileLineSnippetContext
LOWpackages/core/src/i18n/locales/ja/onboarding.json113 "placeholder": "コマンドを検索...",CODE
LOWpackages/core/src/i18n/locales/zh/onboarding.json113 "placeholder": "搜索命令...",CODE
LOWpackages/core/src/i18n/locales/zh-TW/onboarding.json113 "placeholder": "搜尋指令...",CODE
LOWpackages/core/src/i18n/locales/ko/onboarding.json113 "placeholder": "명령어를 검색하세요...",CODE
LOWpackages/core/src/i18n/locales/fr/onboarding.json113 "placeholder": "Tapez pour rechercher des commandes...",CODE
LOWpackages/core/src/i18n/locales/es/onboarding.json113 "placeholder": "Escribe para buscar comandos...",CODE
LOWpackages/core/src/i18n/locales/en/onboarding.json113 "placeholder": "Type to search commands...",CODE
Modern AI Meta-Vocabulary2 hits · 5 pts
SeverityFileLineSnippetContext
MEDIUMdocs/readany-cli/07-delivery-playbook.md530### Issue 3 - Content and RAGCOMMENT
MEDIUMpackages/core/src/ai/system-prompt.ts239 tools.splice(retrievalStartIndex, 0, "", "### Content Retrieval Tools (RAG)");CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMpackages/feedback-worker/wrangler.toml13# Create a KV namespace and uncomment before production deploy:COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOW.github/workflows/release.yml159 # Check if release is a draftCOMMENT
TODO Padding1 hit · 1 pts
SeverityFileLineSnippetContext
LOWpackages/app/src/lib/ruby/pinyin-processor.ts184 return pinyin; // TODO: implement full pinyin→zhuyin mappingCODE