Project-N-E-K-O/N.E.K.O

28.4

Adjusted Score

28.4

Raw Score

100%

Time Factor

2026-08-09

Last Push

2.4K

Stars

Python

Language

2.1M

Lines of Code

4.3K

Files

48.9K

Pattern Hits

2026-08-09

Scan Date

0.85

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

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.

No multi-scan history yet — run the scanner again to build trend data.

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 3653MEDIUM 3571LOW 41612

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 48861 distinct pattern matches across 23 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 Identifiers24081 hits · 19919 pts

Severity	File	Line	Snippet	Context
LOW	app/monitor.py	264	async def translate_japanese_to_chinese(text):	CODE
LOW	app/monitor.py	284	async def subtitle_websocket_endpoint(websocket: WebSocket):	CODE
LOW⚡	app/monitor.py	490	async def cleanup_disconnected_clients():	CODE
LOW	app/main_server/web_app.py	38	def _has_generated_asset_version(query_string: bytes) -> bool:	CODE
LOW⚡	app/main_server/web_app.py	235	async def _fallback_active_character_identity() -> tuple[str, str]:	CODE
LOW⚡	app/main_server/web_app.py	244	def _active_character_cors_headers(request: Request) -> dict[str, str] \| None:	CODE
LOW⚡	app/main_server/web_app.py	252	async def set_card_drop_active_character(request: Request, payload: dict):	CODE
LOW	app/main_server/web_app.py	284	async def get_card_drop_active_character(	CODE
LOW	app/main_server/web_app.py	328	def _runtime_shutdown_has_target() -> bool:	CODE
LOW	app/main_server/web_app.py	404	async def proxy_user_plugin_market_bridge(request: Request, path: str = ""):	CODE
LOW⚡	app/main_server/__init__.py	556	def _enable_main_storage_limited_mode(reason: str) -> None:	CODE
LOW⚡	app/main_server/__init__.py	564	def _disable_main_storage_limited_mode() -> None:	CODE
LOW⚡	app/main_server/__init__.py	570	def _is_main_limited_mode_allowed_path(path: str, method: str) -> bool:	CODE
LOW⚡	app/main_server/__init__.py	724	async def _stop_neko_servers_integration_workers() -> None:	CODE
LOW⚡	app/main_server/__init__.py	780	async def _cancel_workshop_background_tasks(*, timeout: float) -> None:	CODE
LOW⚡	app/main_server/__init__.py	849	async def _ensure_main_server_runtime_initialized(*, reason: str) -> bool:	CODE
LOW⚡	app/main_server/__init__.py	1044	async def release_storage_startup_barrier(	CODE
LOW	app/main_server/__init__.py	143	def _resolve_user_plugin_base() -> str:	CODE
LOW	app/main_server/__init__.py	264	def ensure_steamworks_initialized():	CODE
LOW	app/main_server/__init__.py	321	def _cloudsave_action_supports_deadline(action) -> bool:	CODE
LOW	app/main_server/__init__.py	334	def _cloudsave_action_supports_steamworks(action) -> bool:	CODE
LOW	app/main_server/__init__.py	347	async def _run_cloudsave_manager_action(	CODE
LOW	app/main_server/__init__.py	367	async def _request_memory_server_shutdown() -> None:	CODE
LOW	app/main_server/__init__.py	392	async def _request_memory_server_continue_startup(reason: str = "") -> None:	CODE
LOW	app/main_server/__init__.py	431	async def _request_memory_server_block_startup(reason: str = "") -> None:	CODE
LOW	app/main_server/__init__.py	582	async def main_storage_limited_mode_guard(request: Request, call_next):	CODE
LOW	app/main_server/__init__.py	619	async def handle_maintenance_mode_error(_request, exc: MaintenanceModeError):	CODE
LOW	app/main_server/__init__.py	677	async def _sync_memory_server_after_startup_import(import_result):	CODE
LOW	app/main_server/__init__.py	698	def _start_neko_servers_integration_workers() -> None:	CODE
LOW	app/main_server/__init__.py	804	async def _cancel_workshop_background_tasks_for_startup_rollback() -> None:	CODE
LOW	app/main_server/__init__.py	808	async def _rollback_partial_main_runtime_startup() -> None:	CODE
LOW	app/main_server/__init__.py	1431	async def request_application_shutdown_async(*, reason: str = "application_request"):	CODE
LOW	app/main_server/__init__.py	1459	def _request_launcher_shutdown() -> None:	CODE
LOW	app/main_server/process_utils.py	49	def find_preview_image_in_folder(folder_path):	CODE
LOW⚡	app/main_server/character_runtime.py	112	def _iter_sync_connector_tasks():	CODE
LOW⚡	app/main_server/character_runtime.py	121	def _signal_sync_connectors_shutdown(*, log: bool = True) -> None:	CODE
LOW⚡	app/main_server/character_runtime.py	135	async def join_sync_connector_tasks(timeout: float = 3.0) -> list[str]:	CODE
LOW⚡	app/main_server/character_runtime.py	263	def _select_fallback_session_manager():	CODE
LOW⚡	app/main_server/character_runtime.py	1317	async def switch_current_catgirl_fast():	CODE
LOW	app/main_server/character_runtime.py	184	def _reset_sync_connector_shutdown_events() -> None:	CODE
LOW	app/main_server/character_runtime.py	240	def _get_explicit_session_user_language(name):	CODE
LOW	app/main_server/character_runtime.py	275	async def _broadcast_to_all_connected(event_payload: dict) -> int:	CODE
LOW	app/main_server/character_runtime.py	966	async def _refresh_character_globals():	CODE
LOW	app/main_server/character_runtime.py	1025	async def _init_character_resources(k: str, is_new_character: bool):	CODE
LOW	app/main_server/character_runtime.py	1261	async def initialize_character_data():	CODE
LOW⚡	app/agent_server/registry.py	114	def _collect_existing_task_descriptions(lanlan_name: Optional[str] = None) -> list[tuple[str, str]]:	CODE
LOW⚡	app/agent_server/registry.py	169	def _set_internal_correction_context(task_info: Dict[str, Any], result: Any) -> None:	CODE
LOW⚡	app/agent_server/registry.py	179	def _get_internal_correction_context(task_info: Dict[str, Any]) -> Optional[Dict[str, Any]]:	CODE
LOW	app/agent_server/registry.py	202	def _tracker_desc_for_task_info(task_info: Dict[str, Any]) -> str:	CODE
LOW⚡	app/agent_server/api_runtime.py	614	async def _init_openfang_background():	CODE
LOW⚡	app/agent_server/api_runtime.py	802	def _notify_agent_quota_exceeded(used: int, limit: int) -> None:	CODE
LOW	app/agent_server/api_runtime.py	179	def _voice_transcript_plugin_gate_reason() -> str:	CODE
LOW	app/agent_server/api_runtime.py	187	async def _handle_voice_transcript_request(event: Dict[str, Any]) -> None:	CODE
LOW	app/agent_server/api_runtime.py	267	def _handle_proactive_analyze(messages, lanlan_name, lanlan_key, conversation_id, session_language=None) -> None:	CODE
LOW	app/agent_server/api_runtime.py	390	async def _background_analyze_and_plan(messages: list[dict[str, Any]], lanlan_name: Optional[str], conversation_id: Opti	CODE
LOW	app/agent_server/api_runtime.py	1283	async def _openfang_cancel_then_unregister(	CODE
LOW⚡	app/agent_server/api_routes.py	1149	def _reset_intent_restore_for_testing() -> None:	CODE
LOW⚡	app/agent_server/api_routes.py	1157	async def computer_use_availability():	CODE
LOW	app/agent_server/api_routes.py	935	async def _maybe_restore_agent_intent() -> None:	CODE
LOW	app/agent_server/api_routes.py	1045	async def _restore_llm_dependent_flags(intent: dict) -> None:	CODE
24021 more matches not shown…

Cross-Language Confusion3597 hits · 13729 pts

Severity	File	Line	Snippet	Context
HIGH	app/agent_server/channels/openfang.py	300	# ``{"prompt_tokens": null}`` reached the addition below and raised	COMMENT
HIGH	memory/hybrid_recall.py	846	"entity": "master" \| "neko" \| "relationship" \| null,	STRING
HIGH	config/prompts/prompts_card_assist.py	239	- Every field value must be a STRING (no arrays, no objects, no null).	CODE
HIGH	config/prompts/prompts_agent.py	388	"plugin_args": {{...}} 或 null,	CODE
HIGH	config/prompts/prompts_agent.py	432	"plugin_args": {{...}} 或 null,	CODE
HIGH	config/prompts/prompts_agent.py	476	"plugin_args": {{...}} or null,	CODE
HIGH	config/prompts/prompts_agent.py	520	"plugin_args": {{...}} または null,	CODE
HIGH	config/prompts/prompts_agent.py	564	"plugin_args": {{...}} 또는 null,	CODE
HIGH	config/prompts/prompts_agent.py	608	"plugin_args": {{...}} или null,	CODE
HIGH	config/prompts/prompts_agent.py	652	"plugin_args": {{...}} o null,	CODE
HIGH	config/prompts/prompts_agent.py	696	"plugin_args": {{...}} ou null,	CODE
HIGH⚡	config/prompts/prompts_memory.py	1664	- Ex. 1: "não dormi bem ontem à noite" → event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH⚡	config/prompts/prompts_memory.py	1673	{"text": "descrição do fato", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH⚡	config/prompts/prompts_memory.py	2276	{"text": "descrição do fato", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation"},	CODE
HIGH⚡	config/prompts/prompts_memory.py	2277	{"text": "descrição do fato", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH⚡	config/prompts/prompts_memory.py	2654	- start = event start; end = event end (pattern usually omits end, write null)	CODE
HIGH⚡	config/prompts/prompts_memory.py	2658	- Example 2: "got a cold today" → {"start": {"offset": 0, "unit": "day"}, "end": null}	CODE
HIGH⚡	config/prompts/prompts_memory.py	2662	{"entity": "master/neko/relationship", "relation_type": "preference", "reflection": "your reflective insight", "temporal	CODE
HIGH	config/prompts/prompts_memory.py	1422	- 例 1：用户说"昨天晚上没睡好" → event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	1431	{"text": "事实描述", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH	config/prompts/prompts_memory.py	1460	- 例 1：使用者說「昨天晚上沒睡好」→ event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	1469	{"text": "事實描述", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH	config/prompts/prompts_memory.py	1494	- Example 1: "didn't sleep well last night" → event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	1503	{"text": "fact description", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH	config/prompts/prompts_memory.py	1528	- 例 1：「昨夜よく眠れなかった」→ event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	1537	{"text": "事実の説明", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH	config/prompts/prompts_memory.py	1562	- 예 1: "어젯밤 잠을 못 잤다" → event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	1571	{"text": "사실 설명", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH	config/prompts/prompts_memory.py	1596	- Пример 1: "плохо спал прошлой ночью" → event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	1605	{"text": "описание факта", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH	config/prompts/prompts_memory.py	1630	- Ej. 1: "no dormí bien anoche" → event_when = {"start": {"offset": -1, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	1639	{"text": "descripción del hecho", "importance": 7, "entity": "master", "event_when": null},	CODE
HIGH	config/prompts/prompts_memory.py	1728	{"segment": 1, "facts": [{"text": "事实描述", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	1764	{"segment": 1, "facts": [{"text": "事實描述", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	1800	{"segment": 1, "facts": [{"text": "fact description", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	1836	{"segment": 1, "facts": [{"text": "事実の説明", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	1872	{"segment": 1, "facts": [{"text": "사실 설명", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	1908	{"segment": 1, "facts": [{"text": "описание факта", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	1944	{"segment": 1, "facts": [{"text": "descripción del hecho", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	1980	{"segment": 1, "facts": [{"text": "descrição do fato", "importance": 7, "event_when": null}]},	CODE
HIGH	config/prompts/prompts_memory.py	2056	{"text": "事实描述", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation"},	CODE
HIGH	config/prompts/prompts_memory.py	2057	{"text": "事实描述", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH	config/prompts/prompts_memory.py	2090	{"text": "事實描述", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation"},	CODE
HIGH	config/prompts/prompts_memory.py	2091	{"text": "事實描述", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH	config/prompts/prompts_memory.py	2121	{"text": "fact description", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation"},	CODE
HIGH	config/prompts/prompts_memory.py	2122	{"text": "fact description", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH	config/prompts/prompts_memory.py	2152	{"text": "事実の説明", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation"},	CODE
HIGH	config/prompts/prompts_memory.py	2153	{"text": "事実の説明", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH	config/prompts/prompts_memory.py	2183	{"text": "사실 설명", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation"},	CODE
HIGH	config/prompts/prompts_memory.py	2184	{"text": "사실 설명", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH	config/prompts/prompts_memory.py	2214	{"text": "описание факта", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation"},	CODE
HIGH	config/prompts/prompts_memory.py	2215	{"text": "описание факта", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH	config/prompts/prompts_memory.py	2245	{"text": "descripción del hecho", "importance": 7, "entity": "master", "event_when": null, "source": "user_observation	CODE
HIGH	config/prompts/prompts_memory.py	2246	{"text": "descripción del hecho", "importance": 7, "entity": "neko", "event_when": null, "source": "ai_disclosure"},	CODE
HIGH	config/prompts/prompts_memory.py	2574	- 例 2：事实中"今天感冒了" → {"start": {"offset": 0, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	2578	{"entity": "master/neko/relationship", "relation_type": "preference", "reflection": "你的反思洞察", "temporal_scope": "pattern	CODE
HIGH	config/prompts/prompts_memory.py	2616	- 例 2：事實中「今天感冒了」→ {"start": {"offset": 0, "unit": "day"}, "end": null}	CODE
HIGH	config/prompts/prompts_memory.py	2620	{"entity": "master/neko/relationship", "relation_type": "preference", "reflection": "你的反思洞察", "temporal_scope": "pattern	CODE
HIGH	config/prompts/prompts_memory.py	2702	{"entity": "master/neko/relationship", "relation_type": "preference", "reflection": "あなたの反省的洞察", "temporal_scope": "patt	CODE
HIGH	config/prompts/prompts_memory.py	2736	- start = 시작점, end = 종료점 (pattern은 보통 end=null)	CODE
3537 more matches not shown…

Decorative Section Separators3266 hits · 10840 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	196	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	pyproject.toml	202	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	docker/docker-compose.yml	3	# ============================================================================	COMMENT
MEDIUM	docker/docker-compose.yml	5	# ============================================================================	COMMENT
MEDIUM	docker/docker-compose.yml	24	# ============================================================================	COMMENT
MEDIUM	docker/docker-compose.yml	77	# ============================================================================	COMMENT
MEDIUM	docker/docker-compose.yml	85	# ============================================================================	COMMENT
MEDIUM	docker/entrypoint.sh	1042	# ── OpenFang (Rust A2A agent daemon) ──────────────────────────	COMMENT
MEDIUM	docker/entrypoint.sh	1233	# ── 旧版挂载布局检测 ──────────────────────────────────────────	COMMENT
MEDIUM	app/main_server/web_app.py	218	# ── 健康检查 / 指纹端点 ──────────────────────────────────────────	COMMENT
MEDIUM⚡	app/main_server/web_app.py	229	# ── Card-drop cross-process active-character snapshot ──────────────────────	COMMENT
MEDIUM⚡	app/main_server/character_runtime.py	1312	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	app/main_server/character_runtime.py	1314	# ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	app/main_server/__main__.py	60	# ── 前端构建产物检测 ──────────────────────────────────────	COMMENT
MEDIUM⚡	app/agent_server/api_routes.py	297	# ── OpenFang endpoints ──────────────────────────────────────	COMMENT
MEDIUM	app/agent_server/api_routes.py	176	# ── OpenFang LLM Proxy ──────────────────────────────────────	COMMENT
MEDIUM	app/agent_server/api_routes.py	900	# ─── Agent runtime intent restore ───────────────────────────────────────	COMMENT
MEDIUM	app/agent_server/tracker.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app/agent_server/tracker.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	app/memory_server/outbox_infra.py	36	# ── Outbox handler registry + replay (P1.c) ────────────────────────	COMMENT
MEDIUM	app/memory_server/gates.py	59	# ── 空闲维护相关 ────────────────────────────────────────────────────	COMMENT
MEDIUM	app/memory_server/gates.py	85	# ── 持久化维护状态（跨重启保留 review_clean 标记） ──────────────────	COMMENT
MEDIUM	app/memory_server/gates.py	88	# ── 维护状态的唯一加锁写入口 ────────────────────────────────────────	COMMENT
MEDIUM	app/memory_server/review.py	636	# ── best-effort 后台压缩（主路径 compress 失败时兜底）─────────────────────	COMMENT
MEDIUM	app/memory_server/runtime.py	142	# ── 健康检查 / 指纹端点 ──────────────────────────────────────────	COMMENT
MEDIUM⚡	app/memory_server/evidence_loops.py	607	# ── memory-evidence-rfc §5: one-shot migration ──────────────────────	COMMENT
MEDIUM⚡	app/memory_server/evidence_loops.py	756	# ── memory-evidence-rfc §3.5.5: one-shot archive migration ──────────	COMMENT
MEDIUM⚡	app/memory_server/evidence_loops.py	776	# ── memory-evidence-rfc §3.5: periodic archive sweep ────────────────	COMMENT
MEDIUM⚡	app/memory_server/refine_loops.py	51	# ── Phase A-4 / A-5: MemoryRefineEngine 接 cron ─────────────────────	COMMENT
MEDIUM	app/memory_server/signal_extraction.py	821	# ── memory-evidence-rfc §3.4.5: negative-keyword hook helpers ───────	COMMENT
MEDIUM	app/memory_server/routes.py	2728	# ── trust pool / identity endpoints ─────────────────────────────────────────	COMMENT
MEDIUM	memory/embeddings_fallback.py	44	# ── service stub ──────────────────────────────────────────────────────	COMMENT
MEDIUM	memory/embeddings_fallback.py	106	# ── cache-helper stubs ────────────────────────────────────────────────	COMMENT
MEDIUM	memory/embeddings_fallback.py	130	# ── decode helpers ────────────────────────────────────────────────────	COMMENT
MEDIUM	memory/subject_archive.py	372	# ── restore（归档不是删除：可回滚的另一半） ─────────────────────────────	COMMENT
MEDIUM⚡	memory/facts.py	4825	# ── external import state (sidecar) ──────────────────────────────	COMMENT
MEDIUM	memory/facts.py	474	# ── persistence ──────────────────────────────────────────────────	COMMENT
MEDIUM	memory/facts.py	2017	# ── scoped subject archival (time-driven, 群记忆系列 5/7) ────────	COMMENT
MEDIUM	memory/facts.py	2301	# ── extraction ───────────────────────────────────────────────────	COMMENT
MEDIUM	memory/facts.py	5403	# ── query helpers ────────────────────────────────────────────────	COMMENT
MEDIUM	memory/temporal.py	113	# ── offset spec 解析 ──────────────────────────────────────────────────	COMMENT
MEDIUM	memory/temporal.py	192	# ── past 派生判定 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	memory/temporal.py	302	# ── 距今多久 label（per Q-α: 0-6d 天 / 7-29d 周 / 30d+ 月） ──────────	COMMENT
MEDIUM	memory/temporal.py	366	# ── 时间窗口解析（recall_memory 的 time 参数 / 按时间回溯反思） ────────	COMMENT
MEDIUM	memory/temporal.py	447	# ── weighted followup sampling (Q1) ───────────────────────────────────	COMMENT
MEDIUM	memory/event_log.py	121	# ── Compaction thresholds (RFC §3.6) ─────────────────────────────────────	COMMENT
MEDIUM	memory/event_log.py	127	# ── Type aliases for _record_and_save callbacks (RFC §3.4) ───────────────	COMMENT
MEDIUM	memory/event_log.py	208	# ── paths / locks ───────────────────────────────────────────	COMMENT
MEDIUM	memory/event_log.py	232	# ── low-level append (no lock — caller must hold it) ────────	COMMENT
MEDIUM	memory/event_log.py	272	# ── public API: standalone append (no view coupling) ────────	COMMENT
MEDIUM	memory/event_log.py	281	# ── read_since / sentinel ───────────────────────────────────	COMMENT
MEDIUM	memory/event_log.py	478	# ── compaction (RFC §3.6) ───────────────────────────────────	COMMENT
MEDIUM	memory/event_log.py	604	# ── _record_and_save (RFC §3.4) ─────────────────────────────	COMMENT
MEDIUM	memory/event_log.py	675	# ── async duals ─────────────────────────────────────────────	COMMENT
MEDIUM	memory/event_log.py	731	# ── Reconciler scaffolding (RFC §3.5) ─────────────────────────────────────	COMMENT
MEDIUM	memory/anti_repeat.py	131	# ── ngram extraction ────────────────────────────────────────────	COMMENT
MEDIUM⚡	memory/anti_repeat.py	162	# ── 持久化 schema ────────────────────────────────────────────────	COMMENT
MEDIUM	memory/anti_repeat.py	193	# ── BM25 scoring ────────────────────────────────────────────────	COMMENT
MEDIUM	memory/anti_repeat.py	277	# ── manager ─────────────────────────────────────────────────────	COMMENT
MEDIUM	memory/anti_repeat.py	304	# ── path / lock ────────────────────────────────────────	COMMENT
3206 more matches not shown…

Unused Imports8160 hits · 5772 pts

Severity	File	Line	Context
LOW	launcher.py	18	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	20	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
LOW	launcher.py	42	CODE
8100 more matches not shown…

Excessive Try-Catch Wrapping5671 hits · 5480 pts

Severity	File	Line	Snippet	Context
LOW	app/runtime_bindings.py	83	except Exception as exc:	CODE
LOW	app/runtime_bindings.py	120	except Exception:	CODE
LOW	app/runtime_bindings.py	139	except Exception as exc:	CODE
LOW	app/runtime_bindings.py	162	except Exception:	CODE
LOW	app/runtime_bindings.py	184	except Exception as exc:	CODE
LOW	app/runtime_bindings.py	203	except Exception:	CODE
LOW	app/monitor.py	167	except Exception as e:	CODE
LOW	app/monitor.py	214	except Exception:	CODE
LOW	app/monitor.py	239	except Exception as e:	CODE
LOW	app/monitor.py	376	except Exception as e:	CODE
LOW	app/monitor.py	400	except Exception as e:	CODE
LOW	app/monitor.py	420	except Exception as e:	CODE
LOW	app/monitor.py	434	except Exception as e:	CODE
LOW⚡	app/monitor.py	497	except Exception as e:	CODE
LOW⚡	app/monitor.py	503	except Exception as e:	CODE
MEDIUM	app/monitor.py	430	def _send_to_client(client, sender, label):	CODE
LOW	app/agent_runtime_intent.py	96	except Exception as exc:	CODE
LOW	app/agent_runtime_intent.py	112	except Exception as exc:	CODE
MEDIUM	app/agent_runtime_intent.py	88	def _load_from_disk() -> dict[str, bool]:	CODE
LOW	app/__init__.py	46	except Exception as _e: # pragma: no cover - import-time defensive	CODE
LOW⚡	app/main_server/web_app.py	239	except Exception:	CODE
LOW	app/main_server/web_app.py	323	except Exception as e:	CODE
LOW	app/main_server/workshop_runtime.py	56	except Exception as e:	CODE
LOW	app/main_server/workshop_runtime.py	78	except Exception as retry_exc:	CODE
LOW⚡	app/main_server/workshop_runtime.py	90	except Exception as e:	CODE
LOW⚡	app/main_server/workshop_runtime.py	100	except Exception as e:	CODE
LOW⚡	app/main_server/workshop_runtime.py	105	except Exception as e:	CODE
LOW	app/main_server/workshop_runtime.py	143	except Exception as e:	CODE
LOW	app/main_server/workshop_runtime.py	149	except Exception as e:	CODE
LOW	app/main_server/workshop_runtime.py	164	except Exception as mount_err:	CODE
MEDIUM	app/main_server/workshop_runtime.py	53	def _warmup_only():	CODE
MEDIUM	app/main_server/workshop_runtime.py	74	def _retry_sync_after_delay():	CODE
LOW	app/main_server/preload.py	40	except Exception as e:	CODE
LOW	app/main_server/preload.py	72	except Exception as e:	CODE
LOW	app/main_server/preload.py	86	except Exception as e:	CODE
LOW	app/main_server/preload.py	94	except Exception as e:	CODE
LOW	app/main_server/preload.py	129	except Exception as e:	CODE
MEDIUM	app/main_server/__init__.py	304	print(f"Error accessing Steamworks API: {e}")	CODE
MEDIUM	app/main_server/__init__.py	321	def _cloudsave_action_supports_deadline(action) -> bool:	CODE
MEDIUM	app/main_server/__init__.py	1459	def _request_launcher_shutdown() -> None:	CODE
LOW⚡	app/main_server/__init__.py	713	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	721	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	771	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	786	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	823	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	827	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	836	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	843	except Exception as exc:	CODE
LOW⚡	app/main_server/__init__.py	1032	except Exception as _warmup_exc:	CODE
LOW⚡	app/main_server/__init__.py	1036	except Exception:	CODE
LOW	app/main_server/__init__.py	186	except Exception as e:	CODE
LOW	app/main_server/__init__.py	247	except Exception as overlay_error:	CODE
LOW	app/main_server/__init__.py	251	except Exception as e:	CODE
LOW	app/main_server/__init__.py	276	except Exception as exc:	CODE
LOW	app/main_server/__init__.py	303	except Exception as e:	CODE
LOW	app/main_server/__init__.py	381	except Exception as e:	CODE
LOW	app/main_server/__init__.py	407	except Exception:	CODE
LOW	app/main_server/__init__.py	425	except Exception as e:	CODE
LOW	app/main_server/__init__.py	449	except Exception as e:	CODE
LOW	app/main_server/__init__.py	692	except Exception as e:	CODE
5611 more matches not shown…

Over-Commented Block1601 hits · 1228 pts

Severity	File	Line	Snippet	Context
LOW	pytest.ini	1	[pytest]	COMMENT
LOW	requirements.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	requirements.txt	21	# via jinxed	COMMENT
LOW	requirements.txt	41	attrs==25.3.0	COMMENT
LOW	requirements.txt	61	# translatepy	COMMENT
LOW	requirements.txt	81	# via	COMMENT
LOW	requirements.txt	101	# pyrnnoise	COMMENT
LOW	requirements.txt	121	# dashscope	COMMENT
LOW	requirements.txt	141	editor==1.6.6	COMMENT
LOW	requirements.txt	161	# browser-use	COMMENT
LOW	requirements.txt	181	googleapis-common-protos==1.72.0	COMMENT
LOW	requirements.txt	201	httpcore==1.0.9	COMMENT
LOW	requirements.txt	221	# pyncm-async	COMMENT
LOW	requirements.txt	241	# via browser-use	COMMENT
LOW	requirements.txt	261	# via	COMMENT
LOW	requirements.txt	281	# via	COMMENT
LOW	requirements.txt	301	onnxruntime==1.25.0	COMMENT
LOW	requirements.txt	321	# bilibili-api-dev	COMMENT
LOW	requirements.txt	341	propcache==0.3.2	COMMENT
LOW	requirements.txt	361	pyasn1-modules==0.4.2	COMMENT
LOW	requirements.txt	381	# pydantic-settings	COMMENT
LOW	requirements.txt	401	# via pyautogui	COMMENT
LOW	requirements.txt	421	# pyobjc-framework-automaticassessmentconfiguration	COMMENT
LOW	requirements.txt	441	# pyobjc-framework-coreaudio	COMMENT
LOW	requirements.txt	461	# pyobjc-framework-discrecording	COMMENT
LOW	requirements.txt	481	# pyobjc-framework-inputmethodkit	COMMENT
LOW	requirements.txt	501	# pyobjc-framework-mediaextension	COMMENT
LOW	requirements.txt	521	# pyobjc-framework-oslog	COMMENT
LOW	requirements.txt	541	# pyobjc-framework-securityfoundation	COMMENT
LOW	requirements.txt	561	# pyobjc-framework-usernotificationsui	COMMENT
LOW	requirements.txt	581	pyobjc-framework-applescriptobjc==11.1 ; (platform_release >= '10.0' and platform_system == 'darwin') or (platform_relea	COMMENT
LOW	requirements.txt	621	# via pyobjc	COMMENT
LOW	requirements.txt	641	# pyobjc-framework-automator	COMMENT
LOW	requirements.txt	661	# pyobjc-framework-corebluetooth	COMMENT
LOW	requirements.txt	681	# pyobjc-framework-dvdplayback	COMMENT
LOW	requirements.txt	701	# pyobjc-framework-iobluetooth	COMMENT
LOW	requirements.txt	721	# pyobjc-framework-modelio	COMMENT
LOW	requirements.txt	741	# pyobjc-framework-safetykit	COMMENT
LOW	requirements.txt	761	# pyobjc-framework-syncservices	COMMENT
LOW	requirements.txt	781	# pyobjc-framework-contactsui	COMMENT
LOW	requirements.txt	801	pyobjc-framework-corelocation==11.1 ; (platform_release >= '10.0' and platform_system == 'darwin') or (platform_release	COMMENT
LOW	requirements.txt	821	# via	COMMENT
LOW	requirements.txt	841	# via pyobjc	COMMENT
LOW	requirements.txt	861	# via pyobjc	COMMENT
LOW	requirements.txt	901	# via pyobjc	COMMENT
LOW	requirements.txt	921	# via pyobjc	COMMENT
LOW	requirements.txt	941	# via pyobjc	COMMENT
LOW	requirements.txt	961	pyobjc-framework-metalperformanceshaders==11.1 ; (platform_release >= '17.0' and platform_system == 'darwin') or (platfo	COMMENT
LOW	requirements.txt	1001	pyobjc-framework-preferencepanes==11.1 ; platform_system == 'darwin' or sys_platform == 'darwin'	COMMENT
LOW	requirements.txt	1021	# pyobjc-framework-oslog	COMMENT
LOW	requirements.txt	1041	pyobjc-framework-screensaver==11.1 ; platform_system == 'darwin' or sys_platform == 'darwin'	COMMENT
LOW	requirements.txt	1061	# via pyobjc	COMMENT
LOW	requirements.txt	1081	# via	COMMENT
LOW	requirements.txt	1101	# pyobjc-framework-usernotificationsui	COMMENT
LOW	requirements.txt	1121	# via browser-use	COMMENT
LOW	requirements.txt	1141	# n-e-k-o	COMMENT
LOW	requirements.txt	1161	pywin32==311 ; sys_platform == 'win32'	COMMENT
LOW	requirements.txt	1181	qrcode-terminal==0.8	COMMENT
LOW	requirements.txt	1201	# google-genai	COMMENT
LOW	requirements.txt	1221	runs==1.2.2	COMMENT
1541 more matches not shown…

Deep Nesting1483 hits · 1058 pts

Severity	File	Line	Context
LOW	app/runtime_bindings.py	56	CODE
LOW	app/monitor.py	178	CODE
LOW	app/monitor.py	329	CODE
LOW	app/monitor.py	382	CODE
LOW	app/monitor.py	490	CODE
LOW	app/main_server/web_app.py	252	CODE
LOW	app/main_server/preload.py	44	CODE
LOW	app/main_server/__init__.py	849	CODE
LOW	app/main_server/__init__.py	1044	CODE
LOW	app/main_server/__init__.py	1114	CODE
LOW	app/main_server/__init__.py	1196	CODE
LOW	app/main_server/process_utils.py	72	CODE
LOW	app/main_server/character_runtime.py	304	CODE
LOW	app/main_server/character_runtime.py	1025	CODE
LOW	app/agent_server/registry.py	51	CODE
LOW	app/agent_server/registry.py	114	CODE
LOW	app/agent_server/api_runtime.py	187	CODE
LOW	app/agent_server/api_runtime.py	419	CODE
LOW	app/agent_server/api_runtime.py	568	CODE
LOW	app/agent_server/api_runtime.py	938	CODE
LOW	app/agent_server/api_runtime.py	1219	CODE
LOW	app/agent_server/api_runtime.py	996	CODE
LOW	app/agent_server/api_runtime.py	705	CODE
LOW	app/agent_server/api_routes.py	185	CODE
LOW	app/agent_server/api_routes.py	536	CODE
LOW	app/agent_server/api_routes.py	810	CODE
LOW	app/agent_server/api_routes.py	1350	CODE
LOW	app/agent_server/api_routes.py	657	CODE
LOW	app/agent_server/plugin_host.py	54	CODE
LOW	app/agent_server/plugin_host.py	87	CODE
LOW	app/agent_server/capabilities.py	183	CODE
LOW	app/agent_server/tracker.py	298	CODE
LOW	app/agent_server/tracker.py	432	CODE
LOW	app/agent_server/tracker.py	148	CODE
LOW	app/agent_server/channels/user_plugin.py	114	CODE
LOW	app/agent_server/channels/user_plugin.py	142	CODE
LOW	app/agent_server/channels/user_plugin.py	225	CODE
LOW	app/agent_server/channels/computer_use.py	41	CODE
LOW	app/agent_server/channels/computer_use.py	195	CODE
LOW	app/agent_server/channels/mcp.py	24	CODE
LOW	app/agent_server/channels/openfang.py	39	CODE
LOW	app/agent_server/channels/openclaw.py	318	CODE
LOW	app/agent_server/channels/openclaw.py	526	CODE
LOW	app/agent_server/channels/browser_use.py	41	CODE
LOW	app/memory_server/outbox_infra.py	51	CODE
LOW	app/memory_server/outbox_infra.py	165	CODE
LOW	app/memory_server/review.py	279	CODE
LOW	app/memory_server/review.py	975	CODE
LOW	app/memory_server/runtime.py	247	CODE
LOW	app/memory_server/runtime.py	617	CODE
LOW	app/memory_server/locale_state.py	114	CODE
LOW	app/memory_server/locale_state.py	264	CODE
LOW	app/memory_server/locale_state.py	314	CODE
LOW	app/memory_server/locale_state.py	374	CODE
LOW	app/memory_server/locale_state.py	460	CODE
LOW	app/memory_server/evidence_loops.py	218	CODE
LOW	app/memory_server/evidence_loops.py	480	CODE
LOW	app/memory_server/evidence_loops.py	623	CODE
LOW	app/memory_server/evidence_loops.py	785	CODE
LOW	app/memory_server/evidence_loops.py	902	CODE
1423 more matches not shown…

Modern Structural Boilerplate480 hits · 486 pts

Severity	File	Line	Snippet	Context
LOW	app/agent_runtime_intent.py	136	def set_intent(key: str, value: bool) -> None:	CODE
LOW⚡	app/agent_server/registry.py	169	def _set_internal_correction_context(task_info: Dict[str, Any], result: Any) -> None:	CODE
LOW	app/agent_server/_shared.py	160	def _set_capability(name: str, ready: bool, reason: str = "") -> None:	CODE
LOW⚡	app/agent_server/capabilities.py	93	def _set_unloaded_browser_use_capability(capability_reason: Optional[str]) -> None:	CODE
LOW	memory/embeddings_fallback.py	41	logger = logging.getLogger(__name__)	CODE
LOW	memory/recall.py	86	logger = logging.getLogger(__name__)	CODE
LOW⚡	memory/cursors.py	122	def set_cursor(self, name: str, key: str, value: datetime) -> None:	CODE
LOW	memory/trust_store.py	615	def _set_load_failed(value: bool) -> None:	CODE
LOW	memory/evidence_analytics.py	52	logger = logging.getLogger(__name__)	CODE
LOW	memory/evidence_analytics.py	54	__all__ = ["funnel_counts", "to_naive_local"]	CODE
LOW	memory/recent.py	383	def _set_pending_batches(self, lanlan_name: str, messages: list, file_path=None) -> None:	CODE
LOW	memory/evidence.py	47	__all__ = [	CODE
LOW	memory/fact_dedup.py	236	logger = logging.getLogger(__name__)	CODE
LOW	memory/persona/mentions.py	140	def update_suppressions(self, name: str) -> None:	CODE
LOW	config/activity_keywords.py	89	__all__ = [	CODE
LOW	config/__init__.py	451	__all__ = [	CODE
LOW	config/prompts/prompts_focus.py	484	__all__ = [	CODE
LOW	steamworks/_native_ugc.py	22	logger = logging.getLogger(__name__)	CODE
LOW	tests/conftest.py	124	logger = logging.getLogger(__name__)	CODE
LOW	tests/conftest.py	256	def _set_runtime_test_port(port_name: str, port_value: int) -> None:	CODE
LOW	tests/debug_connect.py	9	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/test_text_chat.py	14	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/test_realtime_arbiter_native_path.py	105	async def _settle(times: int = 50) -> None:	CODE
LOW	tests/unit/test_providers.py	12	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/test_realtime_arbiter_fail_open.py	68	async def _settle(times: int = 50) -> None:	CODE
LOW⚡	tests/unit/test_core_independent_asr.py	7076	def _set_route_then_supersede(mode: str) -> None:	CODE
LOW⚡	tests/unit/test_websocket_binary_audio.py	70	def set_goodbye_silent(self, active: bool, reason: str) -> None:	CODE
LOW⚡	tests/unit/test_websocket_binary_audio.py	76	def set_independent_asr_handshake(self, value) -> None:	CODE
LOW⚡	tests/unit/test_websocket_binary_audio.py	79	def set_voice_input_resource_optimization_handshake(self, value) -> None:	CODE
LOW⚡	tests/unit/test_websocket_binary_audio.py	142	def set_independent_asr_handshake(self, value) -> None:	CODE
LOW⚡	tests/unit/test_websocket_binary_audio.py	146	def set_voice_input_resource_optimization_handshake(self, value) -> None:	CODE
LOW	tests/unit/test_vmc_sender.py	401	def set_publisher_generation(self, generation: int) -> None:	CODE
LOW	tests/unit/test_realtime_host_turn_identity.py	95	async def _settle(times: int = 50) -> None:	CODE
LOW	tests/unit/test_audio_processor_lifecycle.py	279	def set_enabled(self, enabled: bool) -> None:	CODE
LOW	tests/unit/test_audio_processor_lifecycle.py	304	def set_enabled(self, enabled: bool) -> None:	CODE
LOW	tests/unit/test_cfa_resilience.py	22	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/test_realtime_arbiter_escalation_scope.py	51	async def _settle(times: int = 50) -> None:	CODE
LOW	tests/frontend/test_storage_location_startup.py	40	def _set_home_tutorial_startup_released(page: Page, released: bool) -> None:	CODE
LOW	tests/utils/prompt_test_judger.py	20	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/llm_judger.py	11	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/llm_judger.py	30	def set_run_tag(self, run_tag: str = "") -> None:	CODE
LOW	tests/utils/human_like_judger.py	17	logger = logging.getLogger(__name__)	CODE
LOW	tests/utils/audio_streamer.py	5	logger = logging.getLogger(__name__)	CODE
LOW	tests/testbench/model_config.py	150	__all__ = [	CODE
LOW	tests/testbench/chat_messages.py	230	__all__ = [	CODE
LOW	tests/testbench/api_keys_registry.py	240	__all__ = [	CODE
LOW⚡	tests/testbench/virtual_clock.py	144	def set_per_turn_default(self, seconds: int \| None) -> None:	CODE
LOW	tests/testbench/smoke/p25_prompt_preview_truth_smoke.py	100	def set_reply(self, text: str) -> None:	CODE
LOW	tests/testbench/smoke/p25_r5_polish_smoke.py	113	def set_reply(self, text: str) -> None:	CODE
LOW	tests/testbench/smoke/p25_external_events_smoke.py	105	def set_reply(self, text: str) -> None:	CODE
LOW	tests/testbench/smoke/p25_external_events_smoke.py	109	def set_raise(self, exc: BaseException) -> None:	CODE
LOW	tests/testbench/smoke/p25_external_events_smoke.py	136	def _set_default_persona(client) -> None:	CODE
LOW	tests/testbench/smoke/p25_external_events_smoke.py	149	def _set_model_config() -> None:	CODE
LOW	tests/testbench/smoke/p25_external_events_smoke.py	1291	def _set_persona_language(client, language: str) -> None:	CODE
LOW	tests/testbench/routers/external_event_router.py	338	__all__ = ["router"]	CODE
LOW	tests/testbench/routers/chat_router.py	1537	__all__ = ["router", "ROLE_SYSTEM", "ROLE_USER", "SOURCE_INJECT", "SOURCE_MANUAL"]	CODE
LOW	tests/testbench/routers/judge_router.py	1652	__all__ = ["router"]	CODE
LOW	tests/testbench/pipeline/avatar_dedupe.py	198	__all__ = [	CODE
LOW	tests/testbench/pipeline/refine_sim.py	78	__all__ = [	CODE
LOW	tests/testbench/pipeline/topic_sim.py	97	__all__ = [	CODE
420 more matches not shown…

Hallucination Indicators25 hits · 255 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	plugin/core/host.py	183	return config_path.parent.parent.parent.parent.resolve()	CODE
CRITICAL	static/mmd/mmd-core.js	780	? `rgb(${mat.uniforms.diffuse.value.r.toFixed(3)}, ${mat.uniforms.diffuse.value.g.toFixed(3)}, ${mat	CODE
CRITICAL	static/mmd/mmd-core.js	783	? `rgb(${mat.uniforms.emissive.value.r.toFixed(3)}, ${mat.uniforms.emissive.value.g.toFixed(3)}, ${m	CODE
CRITICAL	static/mmd/mmd-core.js	1222	this.manager.currentModel.mesh.scale.setScalar(scale);	CODE
CRITICAL	static/live2d/live2d-emotion.js	190	this.currentModel.internalModel.motionManager.expressionManager.stopAllExpressions();	CODE
CRITICAL	static/live2d/live2d-emotion.js	1691	this.currentModel.internalModel.motionManager.expressionManager.stopAllExpressions();	CODE
CRITICAL	static/vrm/vrm-core.js	369	this.manager.currentModel.vrm.scene.traverse((object) => {	CODE
CRITICAL	static/vrm/vrm-core.js	1546	this.manager.currentModel.vrm.scene.traverse((object) => {	CODE
CRITICAL	static/vrm/vrm-manager.js	1506	const currentPos = this.currentModel.vrm.scene.position.clone();	CODE
CRITICAL	static/vrm/vrm-manager.js	1509	this.currentModel.vrm.scene.position.copy(correctedPos);	CODE
CRITICAL	static/vrm/vrm-manager.js	1663	if (this.currentModel?.vrm?.scene) this.currentModel.vrm.scene.position.set(x, y, z);	CODE
CRITICAL	static/vrm/vrm-manager.js	1679	this.currentModel.vrm.scene.scale.set(x, y, z);	CODE
CRITICAL	static/vrm/vrm-interaction.js	471	const modelCenter = this.manager.currentModel.scene.position.clone();	CODE
CRITICAL	static/vrm/vrm-interaction.js	492	const newPosition = this.manager.currentModel.scene.position.clone();	CODE
CRITICAL	static/vrm/vrm-interaction.js	500	this.manager.currentModel.scene.position.copy(finalPosition);	CODE
CRITICAL	static/app/app-chat-export.js	3402	modal.panel.ownerDocument.body.classList.add('chat-export-modal-open');	CODE
CRITICAL	static/libs/three.module.js	1437	boxMesh.material.uniforms.backgroundRotation.value.setFromMatrix4( _m1$1.makeRotationFromEuler( _e1$1 ) );	CODE
CRITICAL	static/libs/three.module.js	1503	planeMesh.material.uniforms.uvTransform.value.copy( background.matrix );	CODE
CRITICAL	static/libs/APlayer.min.js	1	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.am	CODE
CRITICAL	brain/cua/core/engine.py	77	self.llm_client._client.chat.completions.create(	CODE
CRITICAL	brain/cua/core/engine.py	216	self.llm_client._client.chat.completions.create(	CODE
CRITICAL	brain/cua/core/engine.py	273	self.llm_client._client.chat.completions.create(	CODE
CRITICAL	brain/cua/core/engine.py	402	completion = self.llm_client._client.chat.completions.create(	CODE
CRITICAL	brain/cua/core/engine.py	444	self.llm_client._client.chat.completions.create(	CODE
CRITICAL	brain/cua/core/engine.py	492	self.llm_client._client.chat.completions.create(	CODE

Docstring Block Structure39 hits · 195 pts

Severity	File	Line	Snippet	Context
HIGH	tests/testbench/pipeline/snapshot_store.py	560	Update the hot cap / debounce window on a live store. Validation: * ``max_hot`` must be ≥ 1 (0 would	STRING
HIGH	plugin/core/host.py	1818	触发自定义事件执行 Args: event_type: 自定义事件类型（例如 "file_change", "user_action"） e	STRING
HIGH	plugin/config/schema.py	214	验证插件配置 Args: config: 从 TOML 文件加载的配置字典 strict: 是否启用严格模式（默认 True） Returns:	STRING
HIGH	plugin/config/schema.py	243	验证用户 Profile 配置 Args: config: 从 Profile TOML 文件加载的配置字典 Returns: 验证通过的 ProfileConf	STRING
HIGH	plugin/config/schema.py	274	部分验证插件配置（用于配置更新场景）只验证提供的字段，不要求所有必填字段都存在。 Args: config: 配置字典 require_plugin_secti	STRING
HIGH	plugin/plugins/mijia/mijia_api/factory.py	368	从文件加载凭据并创建API客户端 Args: credential_path: 凭据文件路径（可选，默认从配置文件读取） config_path: 配置文件路径（可选） redis_	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	88	获取设备列表 Args: home_id: 家庭ID Returns: 设备列表 Raises: TokenExp	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	103	获取单个设备 Args: device_id: 设备ID Returns: 设备对象，不存在返回None Raises:	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	120	控制设备属性控制设备后默认会刷新缓存，确保下次获取的是最新状态。 Args: device_id: 设备ID siid: 服务ID	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	177	调用设备操作调用设备操作后默认会刷新缓存，确保下次获取的是最新状态。 Args: device_id: 设备ID siid: 服务ID	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	227	批量控制设备批量控制设备后默认会刷新缓存，确保下次获取的是最新状态。 Args: requests: 批量请求列表，每个请求包含device_id、siid、piid、value	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	277	获取智能列表 Args: home_id: 家庭ID Returns: 智能列表 Raises: TokenExp	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	292	执行智能 Args: scene_id: 智能ID home_id: 家庭ID Returns: 是否成功 Rai	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	311	获取设备统计信息 Args: home_id: 家庭ID Returns: 统计信息字典，包含总数、在线数、离线数、按型号统计等 Rais	STRING
HIGH	plugin/plugins/mijia/mijia_api/api_client.py	329	获取设备规格 Args: model: 设备型号 Returns: 设备规格对象，不存在返回None Raises:	STRING
HIGH	…ijia/mijia_api/repositories/async_device_repository.py	97	获取家庭所有者的 UID Args: home_id: 家庭ID credential: 用户凭据 Returns: 家庭所有者的	STRING
HIGH	…/mijia/mijia_api/repositories/property_translations.py	59	从文件加载翻译 Args: file_path: JSON文件路径 Returns: 翻译字典	STRING
HIGH	…gins/mijia/mijia_api/repositories/device_repository.py	104	获取家庭所有者的UID Args: home_id: 家庭ID credential: 用户凭据 Returns:	STRING
HIGH	…mijia/mijia_api/repositories/device_spec_repository.py	47	获取设备规格首先从缓存查找，如果不存在则从网络获取并缓存。 Args: model: 设备型号（如 "xiaomi.light.ceiling1"） Retur	STRING
HIGH	…mijia/mijia_api/repositories/device_spec_repository.py	149	从网络获取设备规格 Args: model: 设备型号 Returns: 设备规格对象，获取失败返回None Raises:	STRING
HIGH	…mijia/mijia_api/repositories/device_spec_repository.py	190	解析设备规格数据（标准miot-spec格式） Args: model: 设备型号 spec_data: 从miot-spec.org获取的标准格式规格数据	STRING
HIGH	…mijia/mijia_api/repositories/device_spec_repository.py	239	解析设备规格数据 Args: model: 设备型号 spec_data: 从API获取的原始规格数据（home.miot-spec.com格式） Retu	STRING
HIGH	…/plugins/mijia/mijia_api/infrastructure/http_client.py	171	发送POST请求仅对白名单内的只读端点启用自动重试（最多3次，指数退避），写接口默认不重试，防止超时导致重复操作。 Args: path: API路径（相对路径	STRING
HIGH	…/plugins/mijia/mijia_api/infrastructure/http_client.py	419	发送异步POST请求仅对白名单内的只读端点启用自动重试（最多3次，指数退避），写接口默认不重试，防止超时导致重复操作。 Args: path: API路径（相对	STRING
HIGH	…/mijia/mijia_api/infrastructure/credential_provider.py	112	刷新凭据 Args: credential: 需要刷新的旧凭据对象 Returns: Credential: 刷新后的新凭据对象 Rais	STRING
HIGH	…/mijia/mijia_api/infrastructure/credential_provider.py	232	获取二维码数据 Args: location_data: location参数 Returns: Dict[str, Any]: 包含二维码URL和轮询UR	STRING
HIGH	…/mijia/mijia_api/infrastructure/credential_provider.py	279	长轮询等待扫码 Args: poll_url: 轮询URL Returns: Dict[str, Any]: 登录结果数据 Raises:	STRING
HIGH	…/mijia/mijia_api/infrastructure/credential_provider.py	359	轮询等待扫码 Args: qr_url: 二维码URL timeout: 超时时间（秒），默认5分钟 Returns: Dict[s	STRING
HIGH	…/mijia/mijia_api/infrastructure/credential_provider.py	406	获取service token Args: login_result: 登录结果数据 Returns: Dict[str, Any]: 包含serviceT	STRING
HIGH	…/mijia/mijia_api/infrastructure/credential_provider.py	460	刷新service token 通过重新访问serviceLogin接口并携带现有的passToken来刷新凭据。这是小米账号系统支持的正确刷新方式。 Args:	STRING
HIGH	plugin/plugins/mijia/mijia_api/services/auth_service.py	60	刷新凭据当凭据即将过期或已过期时，使用此方法获取新的凭据。委托给CredentialProvider执行刷新操作。 Args: credential: 需要刷新	STRING
HIGH	plugin/plugins/mijia/mijia_api/services/auth_service.py	125	撤销凭据主动撤销凭据，使其在服务器端失效。委托给CredentialProvider执行撤销操作。 Args: credential: 要撤销的凭据对象	STRING
HIGH	…gin/plugins/mijia/mijia_api/services/device_service.py	83	设置设备属性包含完整的验证流程： 1. 检查设备是否存在 2. 获取设备规格 3. 验证属性是否可写 4. 验证属性值是否有效 Args:	STRING
HIGH	plugin/_types/errors.py	82	从字符串名称获取错误码 Args: name: 错误码名称（如 "VALIDATION_ERROR"） Returns: 对	STRING
HIGH	plugin/server/logs.py	116	获取插件的日志目录。落盘分层（与 writer 侧 ``plugin/core/host.py`` / ``plugin/logging_config.py`` 保持对偶）： - 服务器日志：``	STRING
HIGH	main_routers/live2d_router.py	740	Get parameter info of the specified Live2D model (from the .cdi3.json file). args: - model_name: model name	STRING
HIGH	main_routers/live2d_router.py	836	Load parameters from parameters.json in the model directory. args: - model_name: model name (without path o	STRING
HIGH	main_routers/workshop_router/meta.py	219	Get the path of a character card's .workshop_meta.json file Args: character_card_name: character c	STRING
HIGH	…gent/skills/mcp-builder/reference/python_mcp_server.md	282	Search for users in the Example system by name, email, or team. This tool searches across all user profiles in	STRING

Structural Annotation Overuse101 hits · 165 pts

Severity	File	Line	Snippet	Context
LOW	memory/evidence_handlers.py	375	# Step 3: remove from the active view (the original handler	COMMENT
LOW	memory/evidence_handlers.py	457	# Step 3: persona main-view removal.	COMMENT
LOW⚡	tests/test_activity_tracker_followup.py	177	# Step 1: User in VS Code (work) for 100s	COMMENT
LOW⚡	tests/test_activity_tracker_followup.py	185	# Step 2: User opens N.E.K.O	COMMENT
LOW	tests/test_activity_tracker_followup.py	210	# Step 1: unknown high-GPU app (an indie game not in keyword DB).	COMMENT
LOW	tests/test_activity_tracker_followup.py	222	# Step 2: brief glance at N.E.K.O. Prev observation must NOT be	COMMENT
LOW⚡	tests/testbench/routers/session_router.py	536	# Step 5: dispose SQLAlchemy caches so the impending rmtree inside	COMMENT
LOW⚡	tests/testbench/routers/session_router.py	542	# Step 6: create the new session. The SessionStore internally holds	COMMENT
LOW	tests/testbench/routers/session_router.py	563	# Step 7: extract tarball into the freshly created sandbox. We	COMMENT
LOW	tests/testbench/routers/session_router.py	574	# Step 8: wire archive data into the new session object.	COMMENT
LOW⚡	tests/testbench/pipeline/chat_runner.py	171	# Step 2: preset-bundled key (free tier).	COMMENT
LOW⚡	tests/testbench/pipeline/chat_runner.py	177	# Step 3: tests/api_keys.json fallback.	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	888	# Step 1: 跳过落在 cursor 处的孤儿 assistant turn (= 没有前置 user 就出现	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	913	# Step 2: 当前 cursor 指向一条 user turn.	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	942	# Step 3: 转发 stream_send 事件, 并在 'assistant' 出来时回填 reference.	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	992	# Step 4: 根据 stream 成败决定游标走向.	COMMENT
LOW	tests/testbench/pipeline/reset_runner.py	178	# Step 1: always capture a pre_reset_backup first so the user can	COMMENT
LOW	tests/testbench/pipeline/reset_runner.py	203	# Step 2: clear messages + eval_results for every level.	COMMENT
LOW	tests/testbench/pipeline/reset_runner.py	255	# Step 3: re-anchor with a fresh init snapshot so the timeline starts	COMMENT
LOW	tests/testbench/pipeline/snapshot_store.py	980	# Step 1: safety net. If the user immediately rewinds again, we	COMMENT
LOW	tests/testbench/pipeline/snapshot_store.py	999	# Step 4: replace live fields with deep copies (never alias the	COMMENT
LOW	tests/testbench/pipeline/snapshot_store.py	1025	# Step 5: truncate forward entries. Find the target's position	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	54	# Step 1: 首页加载	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	62	# Step 2: 开启语音通话	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	71	# Step 3: 语音 10 轮 — 验证会话保持 + 消息增长	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	88	# Step 4: 结束语音 -> 文本模式恢复	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	98	# Step 5: VRM 模型切换 (Hot Reload)	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	124	# Step 6: 文本对话 + LLM 评估	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	157	# Step 7: 插入截图后对话	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	190	# Step 8: 角色弹窗切换 -> UI 完整性	STRING
LOW⚡	tests/e2e/test_e2e_full_flow.py	205	# Step 9: 语音<->文本切换验证	STRING
LOW⚡	tests/e2e/test_e2e_full_flow.py	233	# Step 10: 记忆文件检查	STRING
LOW	plugin/plugins/qq_auto_reply/qq_open_plat.py	771	# Step 1: 申请上传	COMMENT
LOW	plugin/plugins/qq_auto_reply/qq_open_plat.py	784	# Step 2: 上传文件	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	63	# Step 1: 从 serviceLogin 获取登录链接参数	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	73	# Step 2: 获取二维码URL和轮询URL	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	78	# Step 3: 长轮询等待扫码	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	81	# Step 4: 访问callback获取cookies	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	90	# Step 5: 构建凭据对象	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	717	# Step 1: 获取 location 参数（同步版本复用）	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	723	# Step 2: 获取二维码数据（同步方法包装）	COMMENT
LOW⚡	plugin/tests/unit/test_plugin_logging_landing.py	233	# Step 2: import + grab a module-level logger BEFORE service_name is set.	COMMENT
LOW⚡	plugin/tests/unit/test_plugin_logging_landing.py	240	# Step 3: host belatedly sets env + boots its logger sink.	COMMENT
LOW⚡	plugin/tests/unit/test_plugin_logging_landing.py	250	# Step 4: emit through the loggers grabbed BEFORE step 3.	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1378	# Step 1: classify. PATH_OUTSIDE_ROOTS bubbles up to the caller.	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1385	# Step 2: read plugin_id eagerly (Fix 1). Imported lazily here	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1395	# Step 3: builtin guard (Fix 12 / Req 5.2).	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1517	# Step 1: classify. PATH_OUTSIDE_ROOTS bubbles up to the caller.	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1524	# Step 2: read plugin_id eagerly (Fix 1). Imported lazily here	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1532	# Step 3: builtin guard (Fix 12 / Req 5.2).	COMMENT
LOW	plugin/server/application/install_source/manager.py	1553	# Step 4: build the market source_detail. ``previous_version`` is	COMMENT
LOW	plugin/server/application/install_source/manager.py	2119	# Step 3: Req 4.3 placeholder — directory_name stands in	COMMENT
LOW	plugin/server/routes/market_bridge.py	2777	# Step 1: probe active lock entry.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2794	# Step 2: version-ordering guard (skipped for reinstall).	COMMENT
LOW	plugin/server/routes/market_bridge.py	2829	# Step 3: lifecycle stop.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2840	# Step 4: rename old dir → backup.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2870	# Step 5: download + verify sha256.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2931	# Step 6: unpack + record_market_upgrade (single atomic call).	COMMENT
LOW	plugin/server/routes/market_bridge.py	2976	# Step 7: lifecycle start.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2987	# Step 8: async cleanup of backup.	COMMENT
41 more matches not shown…

Verbosity Indicators73 hits · 123 pts

Severity	File	Line	Snippet	Context
LOW	memory/evidence_handlers.py	375	# Step 3: remove from the active view (the original handler	COMMENT
LOW	memory/evidence_handlers.py	457	# Step 3: persona main-view removal.	COMMENT
LOW⚡	tests/test_activity_tracker_followup.py	177	# Step 1: User in VS Code (work) for 100s	COMMENT
LOW⚡	tests/test_activity_tracker_followup.py	185	# Step 2: User opens N.E.K.O	COMMENT
LOW	tests/test_activity_tracker_followup.py	210	# Step 1: unknown high-GPU app (an indie game not in keyword DB).	COMMENT
LOW	tests/test_activity_tracker_followup.py	222	# Step 2: brief glance at N.E.K.O. Prev observation must NOT be	COMMENT
LOW⚡	tests/testbench/routers/session_router.py	536	# Step 5: dispose SQLAlchemy caches so the impending rmtree inside	COMMENT
LOW⚡	tests/testbench/routers/session_router.py	542	# Step 6: create the new session. The SessionStore internally holds	COMMENT
LOW	tests/testbench/routers/session_router.py	563	# Step 7: extract tarball into the freshly created sandbox. We	COMMENT
LOW	tests/testbench/routers/session_router.py	574	# Step 8: wire archive data into the new session object.	COMMENT
LOW⚡	tests/testbench/pipeline/chat_runner.py	171	# Step 2: preset-bundled key (free tier).	COMMENT
LOW⚡	tests/testbench/pipeline/chat_runner.py	177	# Step 3: tests/api_keys.json fallback.	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	888	# Step 1: 跳过落在 cursor 处的孤儿 assistant turn (= 没有前置 user 就出现	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	913	# Step 2: 当前 cursor 指向一条 user turn.	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	942	# Step 3: 转发 stream_send 事件, 并在 'assistant' 出来时回填 reference.	COMMENT
LOW	tests/testbench/pipeline/script_runner.py	992	# Step 4: 根据 stream 成败决定游标走向.	COMMENT
LOW	tests/testbench/pipeline/reset_runner.py	178	# Step 1: always capture a pre_reset_backup first so the user can	COMMENT
LOW	tests/testbench/pipeline/reset_runner.py	203	# Step 2: clear messages + eval_results for every level.	COMMENT
LOW	tests/testbench/pipeline/reset_runner.py	255	# Step 3: re-anchor with a fresh init snapshot so the timeline starts	COMMENT
LOW	tests/testbench/pipeline/snapshot_store.py	980	# Step 1: safety net. If the user immediately rewinds again, we	COMMENT
LOW	tests/testbench/pipeline/snapshot_store.py	999	# Step 4: replace live fields with deep copies (never alias the	COMMENT
LOW	tests/testbench/pipeline/snapshot_store.py	1025	# Step 5: truncate forward entries. Find the target's position	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	54	# Step 1: 首页加载	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	62	# Step 2: 开启语音通话	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	71	# Step 3: 语音 10 轮 — 验证会话保持 + 消息增长	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	88	# Step 4: 结束语音 -> 文本模式恢复	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	98	# Step 5: VRM 模型切换 (Hot Reload)	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	124	# Step 6: 文本对话 + LLM 评估	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	157	# Step 7: 插入截图后对话	COMMENT
LOW⚡	tests/e2e/test_e2e_full_flow.py	190	# Step 8: 角色弹窗切换 -> UI 完整性	STRING
LOW⚡	tests/e2e/test_e2e_full_flow.py	205	# Step 9: 语音<->文本切换验证	STRING
LOW⚡	tests/e2e/test_e2e_full_flow.py	233	# Step 10: 记忆文件检查	STRING
LOW	plugin/plugins/qq_auto_reply/qq_open_plat.py	771	# Step 1: 申请上传	COMMENT
LOW	plugin/plugins/qq_auto_reply/qq_open_plat.py	784	# Step 2: 上传文件	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	63	# Step 1: 从 serviceLogin 获取登录链接参数	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	73	# Step 2: 获取二维码URL和轮询URL	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	78	# Step 3: 长轮询等待扫码	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	81	# Step 4: 访问callback获取cookies	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	90	# Step 5: 构建凭据对象	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	717	# Step 1: 获取 location 参数（同步版本复用）	COMMENT
LOW⚡	…/mijia/mijia_api/infrastructure/credential_provider.py	723	# Step 2: 获取二维码数据（同步方法包装）	COMMENT
LOW⚡	plugin/tests/unit/test_plugin_logging_landing.py	233	# Step 2: import + grab a module-level logger BEFORE service_name is set.	COMMENT
LOW⚡	plugin/tests/unit/test_plugin_logging_landing.py	240	# Step 3: host belatedly sets env + boots its logger sink.	COMMENT
LOW⚡	plugin/tests/unit/test_plugin_logging_landing.py	250	# Step 4: emit through the loggers grabbed BEFORE step 3.	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1378	# Step 1: classify. PATH_OUTSIDE_ROOTS bubbles up to the caller.	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1385	# Step 2: read plugin_id eagerly (Fix 1). Imported lazily here	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1395	# Step 3: builtin guard (Fix 12 / Req 5.2).	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1517	# Step 1: classify. PATH_OUTSIDE_ROOTS bubbles up to the caller.	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1524	# Step 2: read plugin_id eagerly (Fix 1). Imported lazily here	COMMENT
LOW⚡	plugin/server/application/install_source/manager.py	1532	# Step 3: builtin guard (Fix 12 / Req 5.2).	COMMENT
LOW	plugin/server/application/install_source/manager.py	1553	# Step 4: build the market source_detail. ``previous_version`` is	COMMENT
LOW	plugin/server/application/install_source/manager.py	2119	# Step 3: Req 4.3 placeholder — directory_name stands in	COMMENT
LOW	plugin/server/routes/market_bridge.py	2777	# Step 1: probe active lock entry.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2794	# Step 2: version-ordering guard (skipped for reinstall).	COMMENT
LOW	plugin/server/routes/market_bridge.py	2829	# Step 3: lifecycle stop.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2840	# Step 4: rename old dir → backup.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2870	# Step 5: download + verify sha256.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2931	# Step 6: unpack + record_market_upgrade (single atomic call).	COMMENT
LOW	plugin/server/routes/market_bridge.py	2976	# Step 7: lifecycle start.	COMMENT
LOW	plugin/server/routes/market_bridge.py	2987	# Step 8: async cleanup of backup.	COMMENT
13 more matches not shown…

Modern AI Meta-Vocabulary33 hits · 102 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/agent_server/api_routes.py	1355	# event-driven (no HTTP polling), so without these emits the cards of	COMMENT
MEDIUM	memory/facts.py	4454	# observation 砍掉后，valid_ids 还来自全集，LLM 可能 hallucinate	COMMENT
MEDIUM	memory/facts.py	4528	# 否则 LLM hallucinate 一个不在本次 prompt 里的 fact id 仍会被作为合法	COMMENT
MEDIUM	memory/facts.py	4571	# ttype 来自 LLM JSON，理论上是 str/None；hallucinate 成	COMMENT
MEDIUM	memory/event_log.py	731	# ── Reconciler scaffolding (RFC §3.5) ─────────────────────────────────────	COMMENT
MEDIUM	memory/hybrid_recall.py	929	# can proceed while embedding model warms (if first call).	COMMENT
MEDIUM	memory/persona/corrections.py	543	# 没在这一批 prompt 里的合法全局 index（比如 hallucinate 出未来批	COMMENT
MEDIUM	config/prompts/prompts_activity.py	1368	# likely to be natural reply openers than safe-to-drop scaffolding. Known	COMMENT
MEDIUM	tests/unit/test_fact_dedup.py	1158	# LLM hallucinates two decisions for the same (c1,e1) pair: a	COMMENT
MEDIUM	tests/unit/test_evidence_extraction.py	132	# ── S7: Stage-2 target_id validation rejects hallucinations ─────────	COMMENT
MEDIUM	tests/unit/test_evidence_archive.py	1511	# event-driven evidence values DID land on disk. The second save	COMMENT
MEDIUM⚡	tests/unit/test_event_log.py	798	# ── Reconciler scaffolding ──────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_game_router_concurrency.py	1605	# builder (peer-waiter orchestration). The RuntimeError	COMMENT
MEDIUM	tests/unit/test_game_router_concurrency.py	1636	# to actually be exercised; if the test scaffold never produced	COMMENT
MEDIUM	tests/testbench/docs/P32_BLUEPRINT.md	221	> 方法: 对照 3 锚点逐条思想实验 —— (1) 冻结横切原则 + LESSONS §7; (2) 实证的主程序/testbench 真实代码; (3) 用户原始意图. 产出矫正 SR#/RV#/LR# 已回写正文; 末轮 L31 语义	CODE
MEDIUM	tests/testbench/docs/P32_BLUEPRINT.md	253	### RAG 覆盖表 (§1.4 停机判据)	COMMENT
MEDIUM	tests/testbench/docs/AGENT_NOTES.md	1263	2026-04-22 P24 Day 8 第二轮验收 hotfix #107 Part 3+4: 用户 Part 2 修复后继续报 4 项, 均已落地: (1) *Session Load modal 残留"导入 JSON"按钮	CODE
MEDIUM	tests/testbench/docs/LESSONS_LEARNED.md	117	### 1.4 覆盖度 RAG 灯作为阶段方案自检工具	COMMENT
MEDIUM	tests/testbench/docs/LESSONS_LEARNED.md	520	### 6.2 每阶段完工前 RAG 灯自检	COMMENT
MEDIUM	tests/testbench/docs/UPSTREAM_SYNC_2026-06.md	495	#### 3. RAG 覆盖度总表 (绿=已覆盖 / 黄=部分 / 红=零覆盖; 红项分 M必做 / O可选 / B待办)	COMMENT
MEDIUM	plugin/plugins/game_agent_minecraft/service.py	48	# LLM — we don't want VT100 noise in the model's context window.	COMMENT
MEDIUM⚡	plugin/tests/unit/plugins/test_character_profile.py	84	# Preset JSON sanity (kept from scaffold)	COMMENT
MEDIUM	scripts/custom_channels/neko_channel.py	237	# Root config is only a fallback in multi-agent mode, so keep it disabled	COMMENT
MEDIUM	.github/workflows/build-desktop-linux.yml	180	# --- Prepare local embedding model assets ---	COMMENT
MEDIUM	.github/workflows/build-desktop.yml	284	# --- Prepare local embedding model assets (cross-platform) ---	COMMENT
MEDIUM⚡	.github/workflows/docker-multi-arch.yml	49	# the "Prepare embedding model" steps below and Dockerfile step 6b.	COMMENT
MEDIUM	main_routers/game_router/runtime.py	1944	# unit-test scaffolding): key on text alone and gate by the time	COMMENT
MEDIUM	main_logic/proactive_chat/break_reminders.py	283	# Model configuration is an explicit orchestration dependency. Returns None	COMMENT
MEDIUM	main_logic/core/streaming.py	481	# read a hidden scaffold prompt (e.g. avatar-drop file	COMMENT
MEDIUM	main_logic/omni_offline_client/_streaming.py	825	# stream their chain-of-thought into ``content`` ending in	COMMENT
MEDIUM	brain/computer_use.py	163	# The model is NOT fine-tuned for this format, so we provide full scaffolding:	COMMENT
MEDIUM	brain/task_executor.py	841	# recent-context window). Group with `agent_server.py` callback summary —	COMMENT
MEDIUM	brain/task_executor.py	849	# Total budget across the assembled recent-context window — fits ~2-3	COMMENT

AI Structural Patterns106 hits · 82 pts

Severity	File	Line	Context
LOW	memory/embeddings.py	960	CODE
LOW	tests/unit/test_focus_mode.py	42	CODE
LOW	tests/unit/test_memory_recall.py	68	CODE
LOW	tests/testbench/routers/judge_router.py	1355	CODE
LOW	tests/testbench/routers/judge_router.py	1424	CODE
LOW	tests/testbench/routers/diagnostics_router.py	94	CODE
LOW	tests/testbench/pipeline/external_events.py	1185	CODE
LOW	tests/testbench/pipeline/scoring_schema.py	938	CODE
LOW	tests/testbench/pipeline/diagnostics_store.py	192	CODE
LOW	tests/testbench/pipeline/diagnostics_store.py	262	CODE
LOW	plugin/core/context.py	516	CODE
LOW	plugin/core/context.py	572	CODE
LOW	plugin/core/context.py	598	CODE
LOW	plugin/core/context.py	675	CODE
LOW	plugin/core/context.py	715	CODE
LOW	plugin/core/context.py	744	CODE
LOW	plugin/core/context.py	769	CODE
LOW	plugin/core/context.py	856	CODE
LOW	plugin/core/bus/messages.py	116	CODE
LOW	plugin/core/bus/messages.py	234	CODE
LOW	plugin/core/bus/messages.py	267	CODE
LOW	…lugins/neko_live/modules/developer_sandbox/__init__.py	23	CODE
LOW	…gins/neko_live/modules/live_events/recent_chat_tool.py	118	CODE
LOW	…n/plugins/qq_auto_reply/session_instruction_service.py	310	CODE
LOW	plugin/plugins/qq_auto_reply/message_dispatcher.py	762	CODE
LOW	plugin/plugins/qq_auto_reply/message_dispatcher.py	831	CODE
LOW	plugin/plugins/qq_auto_reply/qq_client.py	1590	CODE
LOW	plugin/plugins/qq_auto_reply/reply_context_node.py	216	CODE
LOW	plugin/plugins/qq_auto_reply/prompting.py	261	CODE
LOW	plugin/plugins/qq_auto_reply/prompting.py	305	CODE
LOW	plugin/plugins/qq_auto_reply/prompting.py	346	CODE
LOW	plugin/plugins/qq_auto_reply/memory_bridge.py	303	CODE
LOW	plugin/plugins/qq_auto_reply/__init__.py	1052	CODE
LOW	plugin/plugins/qq_auto_reply/dashboard_service.py	177	CODE
LOW	plugin/plugins/qq_auto_reply/reply_buffer_service.py	342	CODE
LOW	…ugin/plugins/qq_auto_reply/reply_generation_service.py	1116	CODE
LOW	plugin/plugins/game_agent_minecraft/client.py	57	CODE
LOW	plugin/plugins/music_pusher/__init__.py	1938	CODE
LOW	…s/neko_warthunder/data_layer/data process/wt_server.py	145	CODE
LOW	plugin/plugins/galgame_plugin/ocr_manager_runtime.py	335	CODE
LOW	plugin/plugins/galgame_plugin/agent_actuation.py	122	CODE
LOW	plugin/plugins/galgame_plugin/agent_actuation.py	357	CODE
LOW	plugin/plugins/galgame_plugin/ocr_manager_text.py	938	CODE
LOW	plugin/plugins/galgame_plugin/ocr_runtime_types.py	1593	CODE
LOW	plugin/plugins/galgame_plugin/models/config.py	384	CODE
LOW	…galgame_plugin/plugin_entries/galgame_agent_command.py	39	CODE
LOW	…ugin/plugin_entries/galgame_set_ocr_capture_profile.py	32	CODE
LOW	plugin/plugins/bilibili_danmaku/danmaku_storage.py	175	CODE
LOW	plugin/plugins/bilibili_danmaku/danmaku_storage.py	199	CODE
LOW	plugin/plugins/bilibili_danmaku/danmaku_storage.py	229	CODE
LOW	plugin/plugins/bilibili_danmaku/background_llm_agent.py	104	CODE
LOW	plugin/plugins/bilibili_dm/__init__.py	377	CODE
LOW	plugin/plugins/sts2_autoplay/instructions.py	8	CODE
LOW	plugin/plugins/study_companion/store.py	617	CODE
LOW	plugin/plugins/study_companion/store_notebook.py	265	CODE
LOW	plugin/plugins/study_companion/store_notebook.py	343	CODE
LOW	plugin/plugins/study_companion/tesseract_support.py	326	CODE
LOW	plugin/plugins/study_companion/doc_exporter.py	92	CODE
LOW	…n/plugins/study_companion/entry_memory_card_entries.py	39	CODE
LOW	plugin/plugins/study_companion/entry_notebook.py	178	CODE
46 more matches not shown…

AI Slop Vocabulary26 hits · 75 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_audio_stream_queue.py	1130	# below would measure the harness instead of the product.	COMMENT
MEDIUM	tests/unit/test_text_chat.py	219	# Full conversation log for holistic evaluation	COMMENT
MEDIUM	tests/unit/test_text_chat.py	255	# The holistic evaluation at the end is the definitive pass/fail gate	COMMENT
MEDIUM	tests/unit/test_text_chat.py	298	# Final assertion — we require the holistic evaluation to pass	COMMENT
MEDIUM⚡	tests/unit/test_app_websocket_static.py	1258	# whole harness on the command line, which Windows refuses past 32767	STRING
MEDIUM	tests/unit/test_app_websocket_static.py	3358	# Structural half of the #2540 pin. The behavioural harness above can only	STRING
MEDIUM⚡	tests/unit/test_daily_external_import.py	504	# 父 harness 已走真实 _arecord_unpersisted_day_fp（best-effort 包裹）；这里	COMMENT
MEDIUM	tests/unit/test_tool_calling.py	62	# summary budget）。真实 client 恒有 self.llm；harness 里若测试自己设了 fake llm	COMMENT
MEDIUM	tests/unit/test_evidence_extraction.py	113	# daily 导入的 harness 复刻了这段分支逻辑，只能钉住调用点传 flag 那一半；	COMMENT
MEDIUM	tests/unit/test_node_harness_contract.py	60	# harness 留了一条绕过这条契约、退回 node -e 的合法路径（Codex P2）。	COMMENT
MEDIUM	tests/unit/test_realtime_arbiter_fail_open.py	2458	# is still in flight, which is what the stalling harness arranges.	COMMENT
MEDIUM	tests/unit/test_realtime_arbiter_fail_open.py	2655	# harness artifact. The caller bounds this with wait_for.	COMMENT
MEDIUM⚡	tests/unit/test_asr_preview_keying.py	76	# whole harness on the command line, which Windows refuses past 32767	COMMENT
MEDIUM	tests/unit/test_group_memory_recall_tool.py	2079	# 无 backlog_store（轻量 harness）：形状退化回 [群, 当前发言人]。	COMMENT
MEDIUM	tests/unit/test_evidence_token_cache.py	44	# ── helpers (minimal harness, keeps tests focused) ──────────────────	COMMENT
MEDIUM	tests/unit/test_mic_start_race.py	1156	# run_node_script writes to a temp file rather than passing the harness on	STRING
MEDIUM⚡	tests/unit/test_speaker_trust.py	2504	# A harness without the event at all reads as NOT ready.	COMMENT
MEDIUM	tests/unit/test_game_router_concurrency.py	256	# sync — robust against future reordering of ``state["archive"]``	COMMENT
MEDIUM	tests/unit/test_external_import_concurrency.py	26	# ── routes 层 harness ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/frontend/test_subtitle_incremental.py	9711	# near. Use generous bounds to stay robust against headless timer jitter.	COMMENT
MEDIUM	tests/testbench/pipeline/recall_fusion.py	119	# ── BM25-only fusion harness (cosine OOS) ──────────────────────────────	COMMENT
LOW	tests/testbench/pipeline/scoring_schema.py	1093	# we just return whatever we did manage to parse.	COMMENT
MEDIUM	tests/testbench/pipeline/reset_runner.py	129	# robust path to survive Windows file locks on SQLite	COMMENT
MEDIUM	.github/workflows/unit-tests.yml	38	# broke the cat-mind harness lives, so the guard against it stays honest.	COMMENT
MEDIUM	.github/workflows/unit-tests.yml	58	# comes preinstalled on the runner image; the frontend harness suites	COMMENT
MEDIUM	main_logic/activity/llm_enrichment.py	538	# Fallback to project-local robust parser (handles trailing	COMMENT

Cross-File Repetition13 hits · 65 pts

Severity	File	Snippet	Context
HIGH	plugin/PLUGIN_DEVELOPMENT_GUIDE.md	create table if not exists records ( id integer primary key autoincrement, key text unique, value text, created_at times	STRING
HIGH	docs/plugins/advanced.md	create table if not exists records ( id integer primary key autoincrement, key text unique, value text, created_at times	STRING
HIGH	docs/ja/plugins/advanced.md	create table if not exists records ( id integer primary key autoincrement, key text unique, value text, created_at times	STRING
HIGH	docs/zh-CN/plugins/advanced.md	create table if not exists records ( id integer primary key autoincrement, key text unique, value text, created_at times	STRING
HIGH	plugin/plugins/study_companion/store.py	select * from qa_records where session_id = ? order by id desc limit ?	STRING
HIGH	plugin/plugins/study_companion/store_qa.py	select * from qa_records where session_id = ? order by id desc limit ?	STRING
HIGH	plugin/plugins/study_companion/store_notebook.py	select * from qa_records where session_id = ? order by id desc limit ?	STRING
HIGH	plugin/plugins/study_companion/store.py	insert into {self._table_name} (key, value, created_at, updated_at) values (?, ?, ?, ?) on conflict(key) do update set v	STRING
HIGH	plugin/sdk/shared/storage/store.py	insert into {self._table_name} (key, value, created_at, updated_at) values (?, ?, ?, ?) on conflict(key) do update set v	STRING
HIGH	plugin/sdk/shared/storage/database.py	insert into {self._table_name} (key, value, created_at, updated_at) values (?, ?, ?, ?) on conflict(key) do update set v	STRING
HIGH	docs/plugins/plugin-base.md	create table if not exists notes ( id integer primary key autoincrement, title text not null, content text, created_at t	STRING
HIGH	docs/ja/plugins/plugin-base.md	create table if not exists notes ( id integer primary key autoincrement, title text not null, content text, created_at t	STRING
HIGH	docs/zh-CN/plugins/plugin-base.md	create table if not exists notes ( id integer primary key autoincrement, title text not null, content text, created_at t	STRING

Fake / Example Data56 hits · 53 pts

Severity	File	Line	Snippet	Context
LOW	…n-manager/src/components/common/WorkbenchFilterBar.vue	76	:placeholder="placeholder"	CODE
LOW	config/surveys/0.8.3.json	34	"placeholder": "比如最近哪里让你想关掉、或者最希望优化的功能，或者只是想对开发猫猫说句话……（选填）",	CODE
LOW	config/surveys/README.md	79	"placeholder": "选填", // 未联动 / 来源题未选时的提示	CODE
LOW	config/surveys/ja/0.8.3.json	34	"placeholder": "たとえば最近そっと閉じたくなった瞬間、いちばん改善してほしい機能、あるいは開発ねこへの一言でも……（任意）",	CODE
LOW	config/surveys/ru/0.8.3.json	34	"placeholder": "например, что в последнее время хотелось закрыть, какую функцию хотелось бы улучшить, или просто п	CODE
LOW	config/surveys/pt/0.8.3.json	34	"placeholder": "ex.: o que te deu vontade de fechar ultimamente, a função que mais gostaria de ver melhorada, ou s	CODE
LOW	config/surveys/zh-TW/0.8.3.json	34	"placeholder": "比如最近哪裡讓你想關掉、或者最希望優化的功能，或者只是想對開發貓貓說句話……（選填）",	CODE
LOW	config/surveys/ko/0.8.3.json	34	"placeholder": "예를 들면 요즘 끄고 싶었던 순간, 가장 개선됐으면 하는 기능, 아니면 그냥 개발냥이에게 한마디라도……（선택）",	CODE
LOW	config/surveys/es/0.8.3.json	34	"placeholder": "p. ej., qué te ha dado ganas de cerrarlo últimamente, la función que más te gustaría mejorar, o si	CODE
LOW	config/surveys/en/0.8.3.json	34	"placeholder": "e.g. what's made you want to close it lately, a feature you'd most like improved, or just somethin	CODE
LOW	tests/unit/test_galgame_dependency_slimming.py	426	image_path.write_bytes(b"placeholder")	CODE
LOW	tests/unit/test_galgame_dependency_slimming.py	527	image_path.write_bytes(b"placeholder")	CODE
LOW	tests/unit/test_icebreaker_router.py	94	"api_key": "fake-key",	CODE
LOW	tests/unit/test_community_oauth.py	149	{"user": {"display_name": "User", "email": "user@example.com"}},	CODE
LOW	tests/unit/test_document_parser.py	639	_docx_bytes("placeholder", {"word/document.xml": document_xml}),	CODE
LOW	tests/unit/test_document_parser.py	664	_docx_bytes("placeholder", {"word/document.xml": document_xml}),	CODE
LOW	tests/unit/test_topic_llm_enrichment.py	325	"api_key": "fake-key",	STRING
LOW	tests/unit/test_proactive_unanswered_repeat.py	397	"api_key": "fake-key",	CODE
LOW	tests/unit/test_proactive_unanswered_repeat.py	532	"api_key": "fake-key",	CODE
LOW	tests/unit/test_card_drop_session_facts.py	2257	json={"email": "user@example.com", "password": "password123"},	CODE
LOW	tests/unit/test_proactive_phase2_generation.py	234	conversation_api_key="fake-key",	CODE
LOW	tests/frontend/test_subtitle_incremental.py	5673	assert result["placeholder"] == "[markdown]"	CODE
LOW	tests/testbench/static/ui/workspace_placeholder.js	19	box.className = 'placeholder';	CODE
LOW	plugin/plugins/qq_auto_reply/static/i18n.js	128	el.setAttribute('placeholder', this.t(key, el.getAttribute('placeholder') \|\| ''));	CODE
LOW	plugin/plugins/app_launcher/static/index.html	1120	el.setAttribute('placeholder', t(key, el.getAttribute('placeholder') \|\| ''));	CODE
LOW	plugin/plugins/wechat_integration/static/i18n.js	122	el.setAttribute('placeholder', this.t(key, el.getAttribute('placeholder') \|\| ''));	CODE
LOW	plugin/plugins/claude_companion/static/index.html	611	<span class="path">C:\Users\<span class="placeholder">你的用户名</span>\.claude</span>	CODE
LOW	plugin/plugins/claude_companion/static/index.html	796	if (key.indexOf('.placeholder') >= 0 \|\| el.getAttribute('placeholder')) {	CODE
LOW	plugin/plugins/mijia/static/i18n.js	151	el.setAttribute('placeholder', this.t(key, el.getAttribute('placeholder') \|\| ''));	CODE
LOW	plugin/plugins/galgame_plugin/static/i18n.js	142	el.setAttribute('placeholder', this.t(key, el.getAttribute('placeholder') \|\| ''));	CODE
LOW	plugin/plugins/bilibili_danmaku/static/i18n.js	143	el.setAttribute('placeholder', this.t(key, el.getAttribute('placeholder') \|\| ''));	CODE
LOW	plugin/plugins/study_companion/static/i18n.js	143	el.setAttribute('placeholder', this.t(key, el.getAttribute('placeholder') \|\| ''));	CODE
LOW	plugin/tests/unit/plugins/test_study_companion.py	5640	assertLocalizedAttribute('[data-i18n-placeholder]', 'placeholder', locale, bundle);	CODE
LOW	utils/meme_fetcher.py	375	'icon', 'banner', 'ad_', 'loading', 'placeholder', 'qrcode'	CODE
LOW	static/locales/ja.json	4575	"placeholder": {	CODE
LOW	static/locales/ru.json	4575	"placeholder": {	CODE
LOW	static/locales/zh-CN.json	4575	"placeholder": {	CODE
LOW	static/locales/pt.json	4575	"placeholder": {	CODE
LOW	static/locales/en.json	4575	"placeholder": {	CODE
LOW	static/locales/ko.json	4575	"placeholder": {	CODE
LOW	static/locales/zh-TW.json	4575	"placeholder": {	CODE
LOW	static/locales/es.json	4575	"placeholder": {	CODE
LOW	static/js/voice_clone.js	813	current.classList.toggle('placeholder', !selectedOption \|\| !isVoiceCloneDropdownOptionVisible(selectedOption));	CODE
LOW	static/js/api_key_settings.js	820	current.classList.toggle('placeholder', !selectedOption);	CODE
LOW	static/game/games/soccer/soccer-demo.js	816	const current = String(el.getAttribute('placeholder') \|\| '').trim();	CODE
LOW	static/game/games/soccer/soccer-demo.js	817	if (!current \|\| current === key) el.setAttribute('placeholder', fallback);	CODE
LOW	static/libs/purify.js	205	const html = freeze(['accept', 'action', 'align', 'alt', 'autocapitalize', 'autocomplete', 'autopictureinpicture', 'au	CODE
LOW	static/libs/purify.js	507	const DEFAULT_URI_SAFE_ATTRIBUTES = addToSet({}, ['alt', 'class', 'for', 'id', 'label', 'name', 'pattern', 'placehol	CODE
LOW⚡	main_logic/proactive_chat/service.py	1645	has_music_task = bool(music_content and music_content.get("placeholder"))	CODE
LOW⚡	main_logic/proactive_chat/service.py	1646	has_meme_task = bool(meme_content and meme_content.get("placeholder"))	CODE
LOW⚡	main_logic/proactive_chat/sources.py	398	"placeholder": True,	CODE
LOW⚡	main_logic/proactive_chat/sources.py	404	"placeholder": True,	CODE
LOW	…ills/webapp-testing/examples/static_html_automation.py	21	page.fill('#name', 'John Doe')	CODE
LOW	…gent/skills/mcp-builder/reference/python_mcp_server.md	306	"name": str, # Full name (e.g., "John Doe")	STRING
LOW	…gent/skills/mcp-builder/reference/python_mcp_server.md	572	return {"id": user_id, "name": "John Doe", "email": "john@example.com"}	CODE
LOW	.agent/skills/mcp-builder/reference/node_mcp_server.md	173	"name": string, // Full name (e.g., "John Doe")	CODE

Self-Referential Comments17 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/unit/test_cfa_resilience.py	471	# Create a workshop directory with a model	COMMENT
MEDIUM	tests/frontend/test_memory_browser.py	184	# Create a minimal recent memory file for a test catgirl	COMMENT
MEDIUM	tests/testbench/smoke/p24_integration_smoke.py	151	# Create the active session first so we can test the 409 branch.	COMMENT
MEDIUM	tests/testbench/smoke/p21_persistence_smoke.py	59	# Create a session and inject data.	COMMENT
MEDIUM	brain/cua/__init__.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/core/mllm.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/core/__init__.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/core/engine.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/core/module.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/memory/procedural_memory.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/memory/__init__.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/agents/worker.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/agents/__init__.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/agents/agent_s.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/agents/grounding.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/utils/__init__.py	3	# This file is derived from simular-ai/Agent-S	COMMENT
MEDIUM	brain/cua/utils/common_utils.py	3	# This file is derived from simular-ai/Agent-S	COMMENT

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	docker/README_Docker.md	64	"coreApiKey": "your-api-key-here",	CODE
HIGH	docker/README_Docker.md	171	-e NEKO_CORE_API_KEY="your-api-key" \	CODE
HIGH	tests/testbench/api_keys_registry.py	120	if stripped.lower() in {"sk-...", "your-api-key"}:	CODE
HIGH	.agent/skills/mcp-builder/reference/evaluation.md	557	export ANTHROPIC_API_KEY=your_api_key	CODE

Redundant / Tautological Comments12 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_providers.py	41	# Check if provider exists in configuration	COMMENT
LOW	tests/unit/test_voice_session.py	201	# Check if instructions were sent	COMMENT
LOW⚡	plugin/core/bus/types.py	605	# Check if we have any regex filters	COMMENT
LOW	plugin/neko_plugin_cli/commands/init_cmd.py	279	# Check if directory already exists	COMMENT
LOW	utils/audio_processor.py	350	# Check if we need to reset (after long silence or on request)	COMMENT
LOW	main_routers/vrm_router.py	663	# Check if model_name is invalid (returns None from _get_emotion_config_path)	COMMENT
LOW	main_routers/system_router/files.py	66	# Check if the file exists	COMMENT
LOW	main_logic/omni_offline_client/_streaming.py	555	# Check if we need to switch to vision model. A staged proactive-vision	COMMENT
LOW	brain/cua/core/mllm.py	190	# Check if image_content is a list or a single image	COMMENT
LOW	brain/cua/core/mllm.py	241	# Check if image_content is a list or a single image	COMMENT
LOW	brain/cua/core/mllm.py	288	# Check if image_content is a list or a single image	COMMENT
LOW	.agent/skills/skill-creator/scripts/init_skill.py	208	# Check if directory already exists	COMMENT

Dead Code6 hits · 12 pts

Severity	File	Line	Context
MEDIUM	tests/unit/test_cloudsave_startup_flow.py	626	CODE
MEDIUM	tests/unit/test_memory_zh_tw.py	2068	CODE
MEDIUM	tests/unit/test_tool_calling.py	1937	CODE
MEDIUM	tests/unit/test_tool_calling.py	2068	CODE
MEDIUM	tests/unit/test_focus_mode.py	567	CODE
MEDIUM	tests/unit/test_proactive_vision_screenshot_staging.py	149	CODE

Overly Generic Function Names10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/unit/test_workshop_content_gate.py	2980	' def helper(ignored=_claiming_worker()):\n'	CODE
LOW⚡	tests/unit/test_workshop_content_gate.py	2985	' def helper():\n'	CODE
LOW⚡	tests/unit/test_workshop_content_gate.py	2989	' def helper(arg: _claiming_worker()) -> _claiming_worker():\n'	CODE
LOW	tests/unit/test_workshop_content_gate.py	2828	' async def helper():\n'	CODE
LOW	tests/unit/test_workshop_content_gate.py	7631	' def helper():\n'	CODE
LOW	tests/unit/test_openai_compatible_tts.py	1451	async def handle_request(request):	CODE
LOW	tests/unit/test_openai_compatible_tts.py	1488	async def handle_request(request):	CODE
LOW	plugin/tests/unit/plugins/test_mcp_adapter_runtime.py	297	async def handle_request(self, incoming):	CODE
LOW⚡	plugin/sdk/adapter/gateway_core.py	63	async def handle_request(self, incoming: ExternalRequest) -> Result[GatewayResponse, GatewayErrorLike]:	CODE
LOW⚡	plugin/neko_plugin_cli/templates/generator.py	481	async def handle_request(self, raw_data: dict = None, **_):	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/run_testbench.sh	4	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings