xszyou/Fay

8.9

Adjusted Score

8.9

Raw Score

100%

Time Factor

2026-08-07

Last Push

13.4K

Stars

Python

Language

104.6K

Lines of Code

218

Files

919

Pattern Hits

2026-08-09

Scan Date

0.01

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 1HIGH 2MEDIUM 83LOW 833

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 919 distinct pattern matches across 17 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.

Excessive Try-Catch Wrapping508 hits · 479 pts

Severity	File	Line	Snippet	Context
MEDIUM	fay_booter.py	59	def get_stream(self):	CODE
MEDIUM	fay_booter.py	95	def __pyaudio_clear(self):	CODE
LOW⚡	fay_booter.py	89	except Exception as e:	CODE
LOW⚡	fay_booter.py	99	except Exception as e:	CODE
LOW⚡	fay_booter.py	106	except Exception as e:	CODE
LOW⚡	fay_booter.py	335	except Exception:	CODE
LOW⚡	fay_booter.py	340	except Exception as e:	CODE
LOW⚡	fay_booter.py	349	except Exception as e:	CODE
LOW⚡	fay_booter.py	358	except Exception as e:	CODE
LOW	fay_booter.py	120	except Exception as e:	CODE
LOW	fay_booter.py	177	except Exception as err:	CODE
LOW	fay_booter.py	187	except Exception:	CODE
LOW	fay_booter.py	215	except Exception:	CODE
LOW	fay_booter.py	234	except Exception as serr:	CODE
LOW	fay_booter.py	265	except Exception as e:	CODE
LOW	fay_booter.py	381	except Exception as e:	CODE
LOW	fay_booter.py	383	except Exception as e:	CODE
LOW	fay_booter.py	427	except Exception as e:	CODE
LOW	fay_booter.py	473	except Exception as e:	CODE
LOW	main.py	124	except Exception as e:	CODE
LOW	main.py	128	except Exception as e:	CODE
LOW	main.py	140	except Exception as e:	CODE
LOW	main.py	168	except Exception as e:	CODE
LOW	main.py	298	except Exception as exc:	CODE
MEDIUM	main.py	137	def cleanup_and_exit():	CODE
LOW	packaging/sync_release_mcp_config.py	46	except Exception:	CODE
MEDIUM	llm/nlp_cognitive_stream.py	2310	def _on_bg_complete(state):	CODE
LOW⚡	llm/nlp_cognitive_stream.py	1444	except Exception as exc:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2091	except Exception as exc:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2110	except Exception:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2116	except Exception:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2122	except Exception as exc:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2515	except Exception as llm_err:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2518	except Exception as user_err:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2523	except Exception as e:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2702	except Exception as e:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2704	except Exception as e:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2707	except Exception as e:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2717	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	432	except Exception as exc:	CODE
LOW	llm/nlp_cognitive_stream.py	449	except Exception:	CODE
LOW	llm/nlp_cognitive_stream.py	459	except Exception as exc:	CODE
LOW	llm/nlp_cognitive_stream.py	473	except Exception:	CODE
LOW	llm/nlp_cognitive_stream.py	593	except Exception:	CODE
LOW	llm/nlp_cognitive_stream.py	603	except Exception as exc:	CODE
LOW	llm/nlp_cognitive_stream.py	1099	except Exception:	CODE
LOW	llm/nlp_cognitive_stream.py	1122	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1163	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1209	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1301	except Exception as write_err:	CODE
LOW	llm/nlp_cognitive_stream.py	1305	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1349	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1376	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1381	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1395	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1413	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1418	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1431	except Exception as e:	CODE
LOW	llm/nlp_cognitive_stream.py	1481	except Exception as exc:	CODE
LOW	llm/nlp_cognitive_stream.py	1501	except Exception as exc:	CODE
448 more matches not shown…

Decorative Section Separators28 hits · 102 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	llm/nlp_cognitive_stream.py	1448	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	llm/nlp_cognitive_stream.py	1450	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	llm/nlp_cognitive_stream.py	2100	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	llm/nlp_cognitive_stream.py	2102	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	llm/execution_manager.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	llm/execution_manager.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	llm/execution_manager.py	208	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	llm/execution_manager.py	210	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	llm/execution_manager.py	578	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	llm/execution_manager.py	580	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	core/memory_service.py	183	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	core/memory_service.py	185	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	core/memory_service.py	371	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	core/memory_service.py	373	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	core/memory_service.py	56	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	core/memory_service.py	58	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	core/memory_service.py	102	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	core/memory_service.py	104	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	core/memory_service.py	147	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	core/memory_service.py	149	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	simulation_engine/gpt_structure.py	35	# ============================================================================	COMMENT
MEDIUM	simulation_engine/gpt_structure.py	37	# ============================================================================	COMMENT
MEDIUM	simulation_engine/gpt_structure.py	94	# ============================================================================	COMMENT
MEDIUM	simulation_engine/gpt_structure.py	96	# ============================================================================	COMMENT
MEDIUM	simulation_engine/gpt_structure.py	222	# ============================================================================	COMMENT
MEDIUM	simulation_engine/gpt_structure.py	224	# ============================================================================	COMMENT
MEDIUM	…ayer_knowledge/fay_player_knowledge_base_mcp_server.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ayer_knowledge/fay_player_knowledge_base_mcp_server.py	44	# ---------------------------------------------------------------------------	COMMENT

Deep Nesting129 hits · 96 pts

Severity	File	Line	Context
LOW	fay_booter.py	222	CODE
LOW	fay_booter.py	269	CODE
LOW	fay_booter.py	315	CODE
LOW	fay_booter.py	142	CODE
LOW	packaging/build_windows_release.py	212	CODE
LOW	llm/execution_manager.py	333	CODE
LOW	core/recorder.py	94	CODE
LOW	core/recorder.py	234	CODE
LOW	core/qa_service.py	31	CODE
LOW	core/qa_service.py	57	CODE
LOW	core/action_signal.py	29	CODE
LOW	core/wsa_server.py	28	CODE
LOW	core/wsa_server.py	56	CODE
LOW	core/wsa_server.py	78	CODE
LOW	core/fay_core.py	534	CODE
LOW	core/fay_core.py	972	CODE
LOW	core/fay_core.py	1088	CODE
LOW	core/fay_core.py	1723	CODE
LOW	core/fay_core.py	1820	CODE
LOW	core/fay_core.py	2027	CODE
LOW	core/fay_core.py	2129	CODE
LOW	core/fay_core.py	2612	CODE
LOW	core/memory_service.py	154	CODE
LOW	test/easegen_auto_play_server.py	43	CODE
LOW	test/test_fay_gpt_stream.py	34	CODE
LOW	test/test_remote_audio_socket_10001.py	30	CODE
LOW	faymcp/mcp_service.py	54	CODE
LOW	faymcp/mcp_service.py	75	CODE
LOW	faymcp/mcp_service.py	210	CODE
LOW	faymcp/mcp_service.py	326	CODE
LOW	faymcp/mcp_service.py	437	CODE
LOW	faymcp/mcp_service.py	580	CODE
LOW	faymcp/mcp_service.py	605	CODE
LOW	faymcp/mcp_service.py	767	CODE
LOW	faymcp/mcp_service.py	836	CODE
LOW	faymcp/mcp_service.py	902	CODE
LOW	faymcp/mcp_service.py	1027	CODE
LOW	faymcp/mcp_service.py	1249	CODE
LOW	faymcp/mcp_service.py	1294	CODE
LOW	faymcp/mcp_service.py	1320	CODE
LOW	faymcp/mcp_service.py	1361	CODE
LOW	faymcp/mcp_service.py	1471	CODE
LOW	faymcp/mcp_service.py	1678	CODE
LOW	faymcp/tool_registry.py	51	CODE
LOW	faymcp/tool_registry.py	172	CODE
LOW	faymcp/mcp_client.py	302	CODE
LOW	faymcp/mcp_client.py	462	CODE
LOW	faymcp/mcp_client.py	541	CODE
LOW	faymcp/mcp_client.py	737	CODE
LOW	faymcp/prestart_registry.py	22	CODE
LOW	faymcp/mcp_server.py	311	CODE
LOW	faymcp/mcp_server.py	433	CODE
LOW	faymcp/mcp_server.py	505	CODE
LOW	faymcp/resource_registry.py	98	CODE
LOW	simulation_engine/llm_json_parser.py	5	CODE
LOW	simulation_engine/global_methods.py	85	CODE
LOW	simulation_engine/global_methods.py	240	CODE
LOW	utils/stream_state_manager.py	170	CODE
LOW	utils/stream_text_processor.py	80	CODE
LOW	utils/config_util.py	217	CODE
69 more matches not shown…

Hyper-Verbose Identifiers109 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	fay_booter.py	245	def accept_audio_device_output_connect():	CODE
LOW	main.py	15	def _resolve_runner_script_path(script_arg):	CODE
LOW	main.py	33	def _maybe_run_mcp_stdio_runner(argv):	CODE
LOW	main.py	62	def _extract_config_center_id(argv):	CODE
LOW	packaging/sync_release_mcp_config.py	74	def _is_portable_python_server(server: Dict[str, Any]) -> bool:	CODE
LOW	packaging/build_windows_release.py	135	def _prepare_release_memory_snapshot() -> None:	CODE
LOW	packaging/build_windows_release.py	212	def _rewrite_release_mcp_config(output_path: Path, built_targets: Dict[str, str]) -> None:	CODE
LOW	packaging/build_windows_release.py	241	def _copy_packaged_mcp_into_dist() -> None:	CODE
LOW⚡	llm/nlp_cognitive_stream.py	1452	def _classify_intent_for_running_task(content, running_state):	CODE
LOW⚡	llm/nlp_cognitive_stream.py	2105	def _end_session_and_remember(response_text: str) -> str:	CODE
LOW	llm/nlp_cognitive_stream.py	56	def _normalize_short_greeting_text(content: Any) -> str:	CODE
LOW	llm/nlp_cognitive_stream.py	167	def _extract_text_from_result(value: Any, *, depth: int = 0) -> List[str]:	CODE
LOW	llm/nlp_cognitive_stream.py	319	def _apply_question_placeholder(value: Any, question: str) -> Any:	CODE
LOW	llm/nlp_cognitive_stream.py	331	def _remove_prestart_from_text(text: str, keep_marked: bool = True) -> str:	CODE
LOW	llm/nlp_cognitive_stream.py	380	def _format_conversation_block(conversation: List[Dict], username: str = "User") -> str:	CODE
LOW	llm/nlp_cognitive_stream.py	519	def _format_schema_parameters(schema: Dict[str, Any]) -> List[str]:	CODE
LOW	llm/nlp_cognitive_stream.py	581	def _build_workflow_tool_spec(tool_def: Dict[str, Any]) -> Optional[WorkflowToolSpec]:	CODE
LOW	llm/nlp_cognitive_stream.py	653	def _get_latest_tool_result_text(history: List[ToolResult]) -> str:	CODE
LOW	llm/nlp_cognitive_stream.py	1353	def remember_conversation_thread(username, content, response_text):	CODE
LOW	llm/nlp_cognitive_stream.py	1398	def remember_observation_thread(username, observation_text):	CODE
LOW	llm/nlp_cognitive_stream.py	1486	def _build_new_task_confirm_reply(content, running_state):	CODE
LOW	llm/nlp_cognitive_stream.py	1506	def _auto_reply_after_execution(username, finished_exec_state):	CODE
LOW	llm/nlp_cognitive_stream.py	2432	def perform_user_portrait_analysis():	CODE
LOW	llm/nlp_cognitive_stream.py	2256	def _first_plan_stream_callback(chunk_text: str) -> None:	STRING
LOW⚡	llm/execution_manager.py	212	def _format_tools_for_execution(tool_registry) -> str:	CODE
LOW	llm/execution_manager.py	226	def _build_execution_next_step_messages(state: ExecutionState) -> list:	CODE
LOW	core/recorder.py	350	def __notify_listening_status(self):	CODE
LOW	core/stream_manager.py	211	def _clear_user_specific_audio(self, username, sound_queue):	CODE
LOW	core/wsa_server.py	99	async def send_message_with_timeout(self, client, message, username, timeout=3):	CODE
LOW	core/fay_core.py	972	def __send_human_audio_ordered(self, content, username, conversation_id, conversation_msg_no, is_end=False):	CODE
LOW	core/fay_core.py	2027	def __send_remote_device_audio(self, file_url, interact):	CODE
LOW	core/fay_core.py	2108	def __is_send_remote_device_audio(self, interact):	CODE
LOW	core/fay_core.py	2612	def __truncate_think_for_panel(self, text, uid, username):	CODE
LOW	core/fay_core.py	2899	def __send_digital_human_message(self, text, username, is_first=False, is_end=False):	CODE
LOW	core/fay_core.py	3076	def __analyze_sentiment_by_keywords(self, text):	CODE
LOW	core/content_db.py	212	def get_recent_messages_by_user(self, username='User', limit=30):	STRING
LOW	core/content_db.py	252	def get_previous_user_message(self, msg_id):	CODE
LOW	core/content_db.py	268	def get_today_messages_by_user(self, username):	STRING
LOW	core/content_db.py	296	def delete_messages_by_username(self, username):	STRING
LOW	test/test_fay_gpt_stream.py	6	def _configure_console_streams():	CODE
LOW	faymcp/mcp_service.py	161	def _attach_prestart_metadata(server_id: int, tools: List[Dict[str, Any]]) -> List[Dict[str, Any]]:	CODE
LOW	faymcp/mcp_service.py	179	def _fetch_and_cache_resources(server_id: int, client: McpClient, server_name: str = "") -> None:	CODE
LOW	faymcp/mcp_service.py	326	def disconnect_all_mcp_servers():	CODE
LOW	faymcp/mcp_service.py	902	def get_all_online_server_tools():	CODE
LOW	faymcp/mcp_service.py	1108	def schedule_connection_check():	CODE
LOW	faymcp/mcp_service.py	1249	def list_runnable_prestart_tools():	CODE
LOW	faymcp/mcp_service.py	1294	def _apply_question_placeholder(params: Dict[str, Any], question: str) -> Dict[str, Any]:	CODE
LOW	faymcp/mcp_service.py	1678	def _autostart_connect_servers():	CODE
LOW⚡	faymcp/runtime_bridge.py	53	def list_runnable_prestart_tools() -> List[Dict[str, Any]]:	CODE
LOW	faymcp/mcp_client.py	154	def _inject_packaged_python_env(	CODE
LOW	faymcp/mcp_client.py	195	def _resolve_packaged_stdio_runner(	CODE
LOW	faymcp/mcp_client.py	462	def _resolve_stdio_launch_config(self) -> Dict[str, Any]:	CODE
LOW	faymcp/static/js/vue.js	2280	function extractPropsFromVNodeData (	CODE
LOW	faymcp/static/js/vue.js	3057	function createFunctionalComponent (	CODE
LOW	faymcp/static/js/vue.js	3098	function cloneAndMarkFunctionalResult (vnode, data, contextVm, options, renderContext) {	CODE
LOW	faymcp/static/js/vue.js	3294	function createComponentInstanceForVnode (	CODE
LOW	faymcp/static/js/vue.js	5050	function resolveConstructorOptions (Ctor) {	CODE
LOW	faymcp/static/js/vue.js	6177	function removeAndInvokeRemoveHook (vnode, rm) {	CODE
LOW	faymcp/static/js/vue.js	7146	function getAndRemoveAttr (	CODE
LOW	faymcp/static/js/vue.js	7167	function getAndRemoveAttrByRegex (	CODE
49 more matches not shown…

Unused Imports72 hits · 68 pts

Severity	File	Line	Context
LOW	fay_booter.py	3	CODE
LOW	packaging/build_windows_release.py	1	CODE
LOW	llm/execution_manager.py	16	CODE
LOW	core/recorder.py	7	CODE
LOW	core/member_db.py	2	CODE
LOW	core/action_signal.py	1	CODE
LOW	core/memory_service.py	34	CODE
LOW	test/mcp_stdio_example.py	26	CODE
LOW	test/test_auto_play_server.py	5	CODE
LOW	test/test_windows_adudio_output_listen.py	1	CODE
LOW	test/test_remote_audio_websocket_9001.py	7	CODE
LOW	test/test_remote_audio_websocket_9001.py	9	CODE
LOW	test/test_remote_audio_websocket_9001.py	10	CODE
LOW	test/test_human_ws_api.py	4	CODE
LOW	test/FunAudioLLM/SenseVoice/model.py	6	CODE
LOW	test/FunAudioLLM/SenseVoice/model.py	11	CODE
LOW	test/FunAudioLLM/SenseVoice/model.py	14	CODE
LOW	faymcp/tool_registry.py	12	CODE
LOW	faymcp/runtime_bridge.py	10	CODE
LOW	faymcp/prestart_registry.py	10	CODE
LOW	faymcp/mcp_server.py	23	CODE
LOW	faymcp/resource_registry.py	21	CODE
LOW	scheduler/thread_manager.py	56	CODE
LOW	simulation_engine/gpt_structure.py	5	CODE
LOW	simulation_engine/gpt_structure.py	5	CODE
LOW	simulation_engine/gpt_structure.py	5	CODE
LOW	simulation_engine/gpt_structure.py	7	CODE
LOW	simulation_engine/global_methods.py	5	CODE
LOW	utils/util.py	10	CODE
LOW	utils/config_util.py	32	CODE
LOW	utils/config_util.py	36	CODE
LOW	utils/config_util.py	37	CODE
LOW	utils/api_embedding_service.py	4	CODE
LOW	utils/openai_api/openai_api.py	1	CODE
LOW	genagents/genagents.py	12	CODE
LOW	genagents/genagents.py	13	CODE
LOW	genagents/modules/interaction.py	1	CODE
LOW	genagents/modules/interaction.py	2	CODE
LOW	genagents/modules/interaction.py	3	CODE
LOW	genagents/modules/interaction.py	4	CODE
LOW	genagents/modules/interaction.py	5	CODE
LOW	genagents/modules/interaction.py	6	CODE
LOW	genagents/modules/interaction.py	9	CODE
LOW	genagents/modules/interaction.py	10	CODE
LOW	genagents/modules/interaction.py	12	CODE
LOW	genagents/modules/interaction.py	13	CODE
LOW	genagents/modules/interaction.py	14	CODE
LOW	genagents/modules/interaction.py	15	CODE
LOW	genagents/modules/memory_stream.py	1	CODE
LOW	genagents/modules/memory_stream.py	2	CODE
LOW	genagents/modules/memory_stream.py	6	CODE
LOW	genagents/modules/memory_stream.py	11	CODE
LOW	genagents/modules/memory_stream.py	12	CODE
LOW	genagents/modules/memory_stream.py	13	CODE
LOW	genagents/modules/memory_stream.py	14	CODE
LOW	asr/funasr.py	13	CODE
LOW	asr/funasr/funasr_client_api.py	16	CODE
LOW	asr/funasr/funasr_client_api.py	18	CODE
LOW	asr/funasr/funasr_client_api.py	19	CODE
LOW	tts/ali_tss.py	2	CODE
12 more matches not shown…

Over-Commented Block39 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	test/ovr_lipsync/ovr_lipsync_exe/CMakeCache.txt	1	# This is the CMakeCache file.	COMMENT
LOW	test/ovr_lipsync/ovr_lipsync_exe/CMakeCache.txt	241	//Name of generator platform.	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	21	# define SIMULATE_ID "MSVC"	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	41	# define SIMULATE_VERSION_MINOR DEC(_MSC_VER % 100)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	61	# define SIMULATE_ID "GNU"	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	81	#if defined(__GNUC__)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	101	#elif defined(__BORLANDC__) && defined(__CODEGEARC_VERSION__)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	121		COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	141	# define COMPILER_VERSION_MINOR HEX(__SUNPRO_CC>>4 & 0xF)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	161	/* __IBMCPP__ = VRP */	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	181	#elif defined(__IBMCPP__) && !defined(__COMPILER_VER__) && __IBMCPP__ < 800	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	201	# define COMPILER_VERSION_PATCH DEC(__PGIC_PATCHLEVEL__)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	221	/* __GHS_VERSION_NUMBER = VVVVRP */	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	241	# define COMPILER_VERSION_MINOR DEC(__ARMCC_VERSION/10000 % 10)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	261	#elif defined(__clang__) && defined(__ARMCOMPILER_VERSION)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	281		COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	301	# if defined(_MSC_FULL_VER)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	321	#endif	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	361	#if defined(__CRAYXT_COMPUTE_LINUX_TARGET)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	381	#elif defined(_WIN32) \|\| defined(__WIN32__) \|\| defined(WIN32)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	401		COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	421	# define PLATFORM_ID "UNIX_SV"	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	441	#elif defined(__WATCOMC__)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	461	#elif defined(__INTEGRITY)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	481	# define ARCHITECTURE_ID "IA64"	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	501	# define ARCHITECTURE_ID "ARMV" STRINGIFY(_M_ARM)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	521	# else /* unknown architecture */	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	541	# elif defined(__ICCAVR__)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	561	# if defined(__PPC64__)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	581	# if defined(__TI_ARM__)	COMMENT
LOW	…0.21032501-MSVC_2/CompilerIdCXX/CMakeCXXCompilerId.cpp	681	# else	COMMENT
LOW	faymcp/static/js/vue.js	1921	var copies = callbacks.slice(0);	COMMENT
LOW	faymcp/static/js/vue.js	1941	// The nextTick behavior leverages the microtask queue, which can be accessed	COMMENT
LOW	faymcp/static/js/vue.js	2341	}	COMMENT
LOW	utils/openai_api/api_server.py	221	json_post_list = json.loads(json_post)	COMMENT
LOW	utils/openai_api/openai_api_request.py	201	# -H "Content-Type: application/json" \	COMMENT
LOW	gui/static/js/vue.js	1921	var copies = callbacks.slice(0);	COMMENT
LOW	gui/static/js/vue.js	1941	// The nextTick behavior leverages the microtask queue, which can be accessed	COMMENT
LOW	gui/static/js/vue.js	2341	}	COMMENT

AI Structural Patterns12 hits · 12 pts

Severity	File	Line	Context
LOW	core/recorder.py	400	CODE
LOW	test/FunAudioLLM/SenseVoice/model.py	445	CODE
LOW	test/FunAudioLLM/SenseVoice/model.py	584	CODE
LOW	simulation_engine/gpt_structure.py	167	CODE
LOW	simulation_engine/global_methods.py	237	CODE
LOW	utils/openai_api/api_server.py	326	CODE
LOW	genagents/genagents.py	179	CODE
LOW	genagents/genagents.py	184	CODE
LOW	genagents/genagents.py	189	CODE
LOW	genagents/modules/interaction.py	65	CODE
LOW	genagents/modules/interaction.py	116	CODE
LOW	mcp_servers/yueshen_rag/server.py	406	CODE

Magic Placeholder Names2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	utils/config_util.py	139	'API_KEY': 'your-api-key-here', # 默认API密钥	CODE
HIGH	docs/Fay数字人MCP知识库配置指南.md	98	"YUESHEN_EMBED_API_KEY": "sk-your-api-key",	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	gui/static/js/marked.min.js	47	`+s.text,this.inlineQueue.pop(),this.inlineQueue.at(-1).src=r.text):t.push(s);continue}if(e){let r="Infinite loop on byt	CODE

Modern Structural Boilerplate7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	test/FunAudioLLM/SenseVoice/server.py	11	logger = logging.getLogger(__name__)	CODE
LOW	faymcp/tool_registry.py	120	def update_tool_enabled(server_id: int, tool_name: str, enabled: bool) -> None:	CODE
LOW	faymcp/mcp_client.py	29	logger = logging.getLogger(__name__)	CODE
LOW	faymcp/mcp_client.py	292	def set_enabled_lookup(self, lookup: Optional[Callable[[str], bool]]) -> None:	CODE
LOW	faymcp/prestart_registry.py	86	def set_prestart(server_id: int, tool_name: str, params: Dict[str, Any], include_history: bool = True, allow_function_ca	CODE
LOW	utils/api_embedding_service.py	21	logger = logging.getLogger(__name__)	CODE
LOW	asr/funasr/ASR_server.py	10	logger = logging.getLogger(__name__)	CODE

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	faymcp/static/js/element.js	1	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("vue")):"function"==typeof def	CODE
LOW	faymcp/static/js/vue.js	6812	key === 'placeholder' && value !== '' && !el.__ieph	CODE
LOW	gui/static/js/element.js	1	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("vue")):"function"==typeof def	CODE
LOW	gui/static/js/element-ui.js	1	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("vue")):"function"==typeof def	CODE
LOW	gui/static/js/vue.js	6812	key === 'placeholder' && value !== '' && !el.__ieph	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	mcp_servers/yueshen_rag/README.md	1	## YueShen RAG MCP Server	COMMENT

Self-Referential Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/ovr_lipsync/ffmpeg/doc/ffmpeg-devices.html	1242	<pre class="example-preformatted"># Create a JACK writable client with name "ffmpeg".	CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/ovr_lipsync/ffmpeg/doc/faq.html	524	<p>FFmpeg has a <a class="url" href="ffmpeg-formats.html#concat"><code class="code">concat</code></a> demuxer which you	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	faymcp/mcp_client.py	217		CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	faymcp/static/js/vue.js	4754	function getData (data, vm) {	CODE
LOW	gui/static/js/vue.js	4754	function getData (data, vm) {	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	simulation_engine/global_methods.py	338	# Loop through the list in steps of q_chunk_size	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings