A personal AI agent with memory, personality, and autonomy.
This report presents the forensic synthetic code analysis of liliMozi/openhanako, a TypeScript project with 5,358 GitHub stars. SynthScan v2.0 examined 597,049 lines of code across 2302 source files, recording 2194 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 5.0 places this repository in the Low AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.
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.
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.
The scanner identified 2194 distinct pattern matches across 12 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | vite.config.ts | 176 | function serveMobilePwaStaticFiles(): Plugin { | CODE |
| LOW | core/execution-boundary.ts | 4 | export function createRuntimeExecutionBoundary(runtimeContext, options: { workbenchRoot?: any; workbenchKind?: string } | CODE |
| LOW | core/execution-boundary.ts | 16 | export function createLocalExecutionBoundary({ | CODE |
| LOW | core/plugin-manager.ts | 102 | function normalizeUiHostCapabilities(raw, pluginId) { | CODE |
| LOW | core/plugin-manager.ts | 120 | function normalizeActivationEvents(raw, hasLifecycle) { | CODE |
| LOW | core/plugin-manager.ts | 148 | function normalizePluginToolResult(raw, pluginId) { | CODE |
| LOW | core/plugin-manager.ts | 163 | function getDynamicToolInvocationStyle( toolDef: any = {}) { | CODE |
| LOW | core/plugin-manager.ts | 199 | function withInvocationSessionHelpers(ctx, sessionCtx) { | CODE |
| LOW | core/server-runtime-context.ts | 17 | export function createServerRuntimeContext({ hanakoHome, appVersion = "?" }) { | CODE |
| LOW | core/provider-catalog.ts | 29 | function normalizeDeletedProviders(value: any): string[] { | CODE |
| LOW | core/capability-policy.ts | 102 | export function capabilityDecisionSummary(value) { | CODE |
| LOW | core/workspace-instruction-files.ts | 67 | export function collectWorkspaceInstructionFiles({ cwd, workspaceContext }: { cwd?: any; workspaceContext?: any } = {}) | CODE |
| LOW | core/workspace-instruction-files.ts | 98 | export function formatWorkspaceInstructionFiles(files: any, { locale }: { locale?: any } = {}) { | CODE |
| LOW | core/workspace-instruction-files.ts | 121 | export function buildWorkspaceInstructionPrompt({ cwd, workspaceContext, locale }: { cwd?: string; workspaceContext?: un | CODE |
| LOW⚡ | core/session-coordinator.ts | 215 | function cacheContractDebugEnabled() { | CODE |
| LOW⚡ | core/session-coordinator.ts | 219 | function assertVideoInputSupported(model: any, videos: any) { | CODE |
| LOW⚡ | core/session-coordinator.ts | 229 | function assertAudioInputSupported(model: any, audios: any) { | CODE |
| LOW⚡ | core/session-coordinator.ts | 718 | function buildDeepSeekRoleplayReasoningContext(agent: any) { | CODE |
| LOW⚡ | core/session-coordinator.ts | 726 | function normalizeSessionExperimentFlags(value: any) { | CODE |
| LOW⚡ | core/session-coordinator.ts | 734 | function sessionExperimentFlagsForMeta(value: any) { | CODE |
| LOW⚡ | core/session-coordinator.ts | 739 | function hasSessionPermissionModeFields(value: any) { | CODE |
| LOW⚡ | core/session-coordinator.ts | 747 | function normalizeSessionWorkspaceMount(value: any) { | CODE |
| LOW | core/session-coordinator.ts | 121 | function splitLeadingSessionReminder(text: any) { | CODE |
| LOW | core/session-coordinator.ts | 134 | function detachReminderFromLatestUserMessage(messages: any) { | CODE |
| LOW | core/session-coordinator.ts | 166 | function reattachReminderToLatestUserMessage(messages: any, reminder: any) { | CODE |
| LOW | core/session-coordinator.ts | 193 | function createReminderAwareTurnContextExtension(options: any) { | CODE |
| LOW | core/session-coordinator.ts | 254 | function normalizePluginSessionMeta({ ownerPluginId, sessionKind, sessionVisibility }: any = {}) { | CODE |
| LOW | core/session-coordinator.ts | 272 | function sessionMatchesListOptions(sessionLike, options: any = {}) { | CODE |
| LOW | core/session-coordinator.ts | 290 | function extractPlainTextFromContent(content: any, { stripThink = false } = {}) { | CODE |
| LOW | core/session-coordinator.ts | 304 | function timestampFromHistoryMessage(message: any, fallback = Date.now()) { | CODE |
| LOW | core/session-coordinator.ts | 313 | function activeToolDefinitionsFromSnapshot(allToolObjects: any, snapshotToolNames: any) { | CODE |
| LOW | core/session-coordinator.ts | 324 | function normalizeDeletedAgentTranscriptMessage(message: any) { | CODE |
| LOW | core/session-coordinator.ts | 345 | function readSessionBranchMessages(sessionPath: any) { | CODE |
| LOW | core/session-coordinator.ts | 372 | function deletedAgentContinuationError(code: string, message: string, status = 422) { | CODE |
| LOW | core/session-coordinator.ts | 383 | function resolveAssistantUsageModel(modelMeta: any, fallbackModel: any, resolveModel: any) { | CODE |
| LOW | core/session-coordinator.ts | 399 | function modelMetaForAssistantUsage(message: any, fallbackModel: any, resolvedModel: any) { | CODE |
| LOW | core/session-coordinator.ts | 407 | function costRatesForAssistantUsage({ modelMeta, resolvedModel, fallbackModel }: any) { | CODE |
| LOW | core/session-coordinator.ts | 450 | function logDeepSeekReasoningVisibility({ event, model, sessionPath, agentId }: any) { | CODE |
| LOW | core/session-coordinator.ts | 467 | function collectThinkingVisibilityStats(message: any) { | CODE |
| LOW | core/session-coordinator.ts | 502 | function collectAssistantTextFromMessage(message: any) { | CODE |
| LOW | core/session-coordinator.ts | 529 | function collectSessionFilesFromToolResult(result: any) { | CODE |
| LOW | core/session-coordinator.ts | 568 | function normalizeMemoryPressureOptions(raw: any) { | CODE |
| LOW | core/session-coordinator.ts | 588 | function estimateSessionRuntimeRetainedBytes(session: any) { | CODE |
| LOW | core/session-coordinator.ts | 599 | function estimateRetainedValueBytes(value: any, seen: WeakSet<any>, budget: any, depth = 0) { | CODE |
| LOW | core/session-coordinator.ts | 653 | function buildAppendSystemPromptSnapshot({ | CODE |
| LOW | core/session-coordinator.ts | 683 | function readDeepSeekRoleplayExperimentFlag(prefs: any) { | CODE |
| LOW | core/session-coordinator.ts | 691 | function normalizeDeepSeekRoleplayReasoningContext(value: any) { | CODE |
| LOW | core/session-coordinator.ts | 704 | function readAgentRosterDescription(agent: any) { | CODE |
| LOW | core/web-session-store.ts | 128 | function persistWebSessionRegistry(hanakoHome, registry) { | CODE |
| LOW | core/web-session-store.ts | 133 | function validateWebSessionRegistry(value, label) { | CODE |
| LOW | core/vision-prepare.ts | 19 | function isRecoverableVisionPrepareError(err) { | CODE |
| LOW | core/vision-prepare.ts | 39 | function appendVisionFailureNotice(text, err) { | CODE |
| LOW | core/vision-prepare.ts | 48 | export async function prepareVisionInputForTextOnlyModel({ | CODE |
| LOW | core/plugin-iframe-ticket-service.ts | 112 | function pluginIframeTicketKeyPath(hanakoHome) { | CODE |
| LOW | core/session-turn-actions.ts | 97 | function promptPayloadFromUserMessage(message) { | CODE |
| LOW | core/session-turn-actions.ts | 112 | function attachedImagePathsFromText(text) { | CODE |
| LOW | core/session-turn-actions.ts | 152 | function replaceAgentMessagesFromBranch(session) { | CODE |
| LOW | core/speech-recognition-service.ts | 292 | function normalizeSpeechRecognitionConfigPatch(patch, current: any = {}) { | CODE |
| LOW | core/mount-aware-file-service.ts | 474 | function normalizeOperationContext(value) { | CODE |
| LOW | core/mount-aware-file-service.ts | 531 | function searchMatchesForWorkbench(rootPath, matches = []) { | CODE |
| 1676 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | core/plugin-manager.ts | 834 | // ── Task 5: Tool loader ────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 964 | // ── Task 6: Skill paths + Command loader ──────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1050 | // ── Task 7: Route loader ───────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1138 | // ── Task 8: Extension loader ───────────────────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1164 | // ── Task 9: Configuration loader ───────────────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1215 | // ── Page / Widget loader ────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1289 | // ── Task 10: Agent templates + Provider loader ─────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1341 | // ── Operation queue ─────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1361 | // ── Hot operations ─────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/plugin-manager.ts | 1555 | // ── Lifecycle ───────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/migrate-providers.ts | 33 | // ── 原子写入工具 ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/migrate-providers.ts | 54 | // ── 主迁移函数 ──────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/migrate-providers.ts | 243 | // ── 内部工具 ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/migrations.ts | 57 | // ── 迁移表 ────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/migrations.ts | 153 | // ── Runner ────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/migrations.ts | 193 | // ── 迁移实现 ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/agent.ts | 253 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 255 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 723 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 725 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 747 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 749 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 941 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 943 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 979 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 981 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 1036 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/agent.ts | 1038 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 1623 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 1625 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 1632 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 1634 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 2851 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 2853 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 2860 | // ════════════════════════════ | COMMENT |
| MEDIUM⚡ | core/engine.ts | 2862 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 623 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 625 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1000 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1002 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1298 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1300 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1724 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1726 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1873 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1875 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1899 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 1901 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2191 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2193 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2319 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2321 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2608 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2610 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2688 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2690 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2780 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/engine.ts | 2782 | // ════════════════════════════ | COMMENT |
| MEDIUM | core/provider-registry.ts | 351 | // ── 内置插件 ──────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | core/provider-registry.ts | 437 | // ── Types (JSDoc) ───────────────────────────────────────────────────────────── | COMMENT |
| 286 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH⚡ | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 337 | ? {{ sessionId: toolCtx.sessionId, sessionPath: toolCtx.sessionPath || null }} | CODE |
| HIGH⚡ | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 337 | ? {{ sessionId: toolCtx.sessionId, sessionPath: toolCtx.sessionPath || null }} | CODE |
| HIGH⚡ | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 338 | : null); | CODE |
| HIGH⚡ | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 398 | ? {{ sessionId: toolCtx.sessionId, sessionPath: toolCtx.sessionPath || null }} | CODE |
| HIGH⚡ | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 398 | ? {{ sessionId: toolCtx.sessionId, sessionPath: toolCtx.sessionPath || null }} | CODE |
| HIGH⚡ | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 399 | : null); | CODE |
| HIGH | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 446 | if (payload?.pluginId && payload.pluginId !== ctx.pluginId) return HANA_BUS_SKIP; | CODE |
| HIGH | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 476 | if (payload?.pluginId && payload.pluginId !== ctx.pluginId) return HANA_BUS_SKIP; | CODE |
| HIGH | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 641 | if (msg.protocol !== PROTOCOL || msg.version !== VERSION || msg.id !== id || msg.type !== type) return; | CODE |
| HIGH | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 671 | if (!stripped || stripped.startsWith("./") || stripped === "api/plugins" || stripped.startsWith("api/plugins/")) {{ | CODE |
| HIGH | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 715 | return {{ theme: params.get("hana-theme") || undefined, cssUrl: params.get("hana-css") || undefined }}; | CODE |
| HIGH | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 975 | theme={{customTheme || (themeMode === 'hana' ? 'warm-paper' : undefined)}} | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/server-home-guards.test.ts | 118 | token: "fake-token", | CODE |
| LOW | tests/desk-route.test.ts | 123 | fs.writeFileSync(zipPath, "placeholder"); | CODE |
| LOW | tests/desk-route.test.ts | 246 | contentBase64: Buffer.from("placeholder").toString("base64"), | CODE |
| LOW | desktop/src/locales/zh.json | 304 | "placeholder": "在会话中查找" | CODE |
| LOW | desktop/src/locales/zh.json | 372 | "placeholder": "说点什么...", | CODE |
| LOW | desktop/src/locales/zh.json | 576 | "placeholder": { | CODE |
| LOW | desktop/src/locales/zh.json | 961 | "placeholder": "搜索设置", | CODE |
| LOW | desktop/src/locales/zh.json | 2260 | "placeholder": "你的名字", | CODE |
| LOW | desktop/src/locales/zh.json | 2608 | "placeholder": "搜索工作台", | CODE |
| LOW | desktop/src/locales/ja.json | 304 | "placeholder": "会話内を検索" | CODE |
| LOW | desktop/src/locales/ja.json | 372 | "placeholder": "なにか話しかけてみてください...", | CODE |
| LOW | desktop/src/locales/ja.json | 621 | "placeholder": { | CODE |
| LOW | desktop/src/locales/ja.json | 961 | "placeholder": "設定を検索", | CODE |
| LOW | desktop/src/locales/ja.json | 2260 | "placeholder": "あなたの名前", | CODE |
| LOW | desktop/src/locales/ja.json | 2608 | "placeholder": "ワークスペースを検索", | CODE |
| LOW | desktop/src/locales/en.json | 304 | "placeholder": "Find in conversation" | CODE |
| LOW | desktop/src/locales/en.json | 372 | "placeholder": "Say something...", | CODE |
| LOW | desktop/src/locales/en.json | 621 | "placeholder": { | CODE |
| LOW | desktop/src/locales/en.json | 961 | "placeholder": "Search settings", | CODE |
| LOW | desktop/src/locales/en.json | 2260 | "placeholder": "Your name", | CODE |
| LOW | desktop/src/locales/en.json | 2608 | "placeholder": "Search workspace", | CODE |
| LOW | desktop/src/locales/ko.json | 304 | "placeholder": "대화에서 찾기" | CODE |
| LOW | desktop/src/locales/ko.json | 372 | "placeholder": "무슨 이야기든 해보세요...", | CODE |
| LOW | desktop/src/locales/ko.json | 621 | "placeholder": { | CODE |
| LOW | desktop/src/locales/ko.json | 961 | "placeholder": "설정 검색", | CODE |
| LOW | desktop/src/locales/ko.json | 2260 | "placeholder": "당신의 이름", | CODE |
| LOW | desktop/src/locales/ko.json | 2608 | "placeholder": "작업 공간 검색", | CODE |
| LOW | desktop/src/locales/zh-TW.json | 304 | "placeholder": "在會話中查找" | CODE |
| LOW | desktop/src/locales/zh-TW.json | 372 | "placeholder": "說點什麼...", | CODE |
| LOW | desktop/src/locales/zh-TW.json | 576 | "placeholder": { | CODE |
| LOW | desktop/src/locales/zh-TW.json | 961 | "placeholder": "搜尋設定", | CODE |
| LOW | desktop/src/locales/zh-TW.json | 2260 | "placeholder": "你的名字", | CODE |
| LOW | desktop/src/locales/zh-TW.json | 2608 | "placeholder": "搜尋工作台", | CODE |
| LOW | …/src/react/components/input/input-editor-extensions.ts | 10 | export type InputEditorPlaceholder = PlaceholderOptions['placeholder']; | CODE |
| LOW | …eact/__tests__/settings/BridgeTab.credentials.test.tsx | 324 | expect(input).toHaveAttribute('placeholder', 'settings.bridge.secretStoredPlaceholder'); | CODE |
| LOW | …_tests__/components/InputArea.paste-and-slash.test.tsx | 87 | default: { configure: () => ({ name: 'placeholder' }) }, | CODE |
| LOW | …/__tests__/components/InputArea.focus-surface.test.tsx | 63 | default: { configure: () => ({ name: 'placeholder' }) }, | CODE |
| LOW | …ts__/components/InputArea.welcome-placeholder.test.tsx | 124 | const placeholderExtension = mocks.editorOptions?.extensions?.find(ext => ext.name === 'placeholder'); | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | skills2set/skill-creator/SKILL.md | 201 | ### Step 1: Spawn all runs (with-skill AND baseline) in the same turn | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 231 | ### Step 2: While runs are in progress, draft assertions | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 239 | ### Step 3: As runs complete, capture timing data | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 253 | ### Step 4: Grade, aggregate, and launch the viewer | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 294 | ### Step 5: Read the feedback | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 364 | ### Step 1: Generate trigger eval queries | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 387 | ### Step 2: Review with user | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 402 | ### Step 3: Run the optimization loop | COMMENT |
| LOW | skills2set/skill-creator/SKILL.md | 429 | ### Step 4: Apply the result | COMMENT |
| LOW | lib/memory/memory-ticker.ts | 764 | // Step 0: compileDaily——把已经翻篇的昨天蒸馏成 memory/daily/{date}.md。 | COMMENT |
| LOW | lib/memory/memory-ticker.ts | 785 | // Step 1: compileToday（日期切换后刷新 today.md，新一天无 session 时会清空） | COMMENT |
| LOW | lib/memory/memory-ticker.ts | 799 | // Step 2: rollDailyWindow——把滚出 6 日窗口的 daily 条目 fold 进 longterm 并删除源文件。 | COMMENT |
| LOW | lib/memory/memory-ticker.ts | 820 | // Step 3: compileFacts（独立于 step 1-2）——恒走增量编译，facts.md 是唯一产物 | COMMENT |
| LOW⚡ | lib/memory/memory-ticker.ts | 838 | // Step 4: assemble（纯文件操作，先从 daily/ 目录装配 week.md 再拼 memory.md，总是执行） | COMMENT |
| LOW⚡ | lib/memory/memory-ticker.ts | 848 | // Step 5: deep-memory（独立，更新 facts.db） | COMMENT |
| LOW | lib/bridge/qq-adapter.ts | 710 | // Step 1: 上传。实时 Bridge 路径会传 isGroup；手动发送等未知入口保留探测顺序。 | COMMENT |
| LOW | lib/bridge/qq-adapter.ts | 724 | // Step 2: 发送富媒体消息 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | core/migrations.ts | 61 | 1: cleanDanglingProviderRefs, | COMMENT |
| LOW | core/skill-manager.ts | 21 | // 上限（macOS 默认 256），触发 EMFILE → 错误日志雪崩 → server OOM/SIGKILL。 | COMMENT |
| LOW | core/slash-commands/index.ts | 1 | import { SlashCommandRegistry } from "../slash-command-registry.ts"; | COMMENT |
| LOW | plugins/mcp/lib/mcp-http-client.ts | 301 | } catch (err) { | COMMENT |
| LOW | plugins/mcp/lib/mcp-runtime.ts | 581 | if (info.expected) return; // deliberate stop/teardown — honour the user. | COMMENT |
| LOW | tests/artifact-boot.test.ts | 701 | COMMENT | |
| LOW | tests/todo-compat.test.ts | 421 | describe("extractLatestTodosFromEntries (branch-aware)", () => { | COMMENT |
| LOW | tests/bootstrap-keepalive.test.ts | 101 | && e.receivedAt <= blockEnd.receivedAt | COMMENT |
| LOW | tests/bridge-strip-internal-tags.test.ts | 141 | }); | COMMENT |
| LOW | tests/setup-auto-updater.ts | 81 | // | COMMENT |
| LOW | desktop/native/HanaWindowsSandboxHelper/main.cpp | 1 | #ifndef UNICODE | COMMENT |
| LOW | …s__/components/StreamingSelectionPreservation.test.tsx | 1 | // @vitest-environment jsdom | COMMENT |
| LOW | server/index.ts | 261 | COMMENT | |
| LOW | shared/tool-categories.ts | 1 | // shared/tool-categories.js | COMMENT |
| LOW | shared/contract-versions.ts | 1 | import contractVersions from "./contract-versions.json"; | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | lib/memory/memory-ticker.ts | 764 | // Step 0: compileDaily——把已经翻篇的昨天蒸馏成 memory/daily/{date}.md。 | COMMENT |
| LOW | lib/memory/memory-ticker.ts | 785 | // Step 1: compileToday（日期切换后刷新 today.md，新一天无 session 时会清空） | COMMENT |
| LOW | lib/memory/memory-ticker.ts | 799 | // Step 2: rollDailyWindow——把滚出 6 日窗口的 daily 条目 fold 进 longterm 并删除源文件。 | COMMENT |
| LOW | lib/memory/memory-ticker.ts | 820 | // Step 3: compileFacts（独立于 step 1-2）——恒走增量编译，facts.md 是唯一产物 | COMMENT |
| LOW⚡ | lib/memory/memory-ticker.ts | 838 | // Step 4: assemble（纯文件操作，先从 daily/ 目录装配 week.md 再拼 memory.md，总是执行） | COMMENT |
| LOW⚡ | lib/memory/memory-ticker.ts | 848 | // Step 5: deep-memory（独立，更新 facts.db） | COMMENT |
| LOW | lib/bridge/qq-adapter.ts | 710 | // Step 1: 上传。实时 Bridge 路径会传 isGroup；手动发送等未知入口保留探测顺序。 | COMMENT |
| LOW | lib/bridge/qq-adapter.ts | 724 | // Step 2: 发送富媒体消息 | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | skills2set/skill-creator/eval-viewer/generate_review.py | 404 | print(f"Error: {workspace} is not a directory", file=sys.stderr) | CODE |
| LOW | skills2set/skill-creator/scripts/run_eval.py | 223 | except Exception as e: | CODE |
| MEDIUM | skills2set/skill-creator/scripts/run_eval.py | 276 | print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr) | CODE |
| LOW | skills2set/skill-creator/scripts/package_skill.py | 106 | except Exception as e: | CODE |
| MEDIUM | skills2set/skill-creator/scripts/improve_description.py | 204 | print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr) | CODE |
| MEDIUM | skills2set/skill-creator/scripts/run_loop.py | 269 | print(f"Error: No SKILL.md found at {skill_path}", file=sys.stderr) | CODE |
| LOW | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 71 | except Exception: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | skills2set/skill-creator/eval-viewer/generate_review.py | 85 | CODE | |
| LOW | skills2set/skill-creator/eval-viewer/generate_review.py | 149 | CODE | |
| LOW | skills2set/skill-creator/eval-viewer/generate_review.py | 288 | CODE | |
| LOW | skills2set/skill-creator/scripts/run_eval.py | 35 | CODE | |
| LOW | skills2set/skill-creator/scripts/package_skill.py | 42 | CODE | |
| LOW | skills2set/skill-creator/scripts/improve_description.py | 19 | CODE | |
| LOW | skills2set/skill-creator/scripts/aggregate_benchmark.py | 67 | CODE | |
| LOW | skills2set/skill-creator/scripts/generate_report.py | 16 | CODE | |
| LOW | skills2set/skill-creator/scripts/utils.py | 7 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | package-lock.json | 16056 | "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz", | CODE |
| MEDIUM | desktop/src/react/settings/helpers.ts | 181 | ..._ids.slice(2), // high-contrast, grass-aroma, contemplation, absolutely, delve, deep-think, new-warm-pape | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | core/session-health.ts | 76 | // 坏数据成因：agentic 工具循环里 assistant 回包 stopReason=error/aborted 时，Pi SDK | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | skills2set/skill-creator/scripts/quick_validate.py | 7 | CODE | |
| LOW | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 2 | CODE | |
| LOW | …2set/hana-plugin-creator/scripts/create_hana_plugin.py | 7 | CODE |