OpenBMB/ChatDev

11.0

Adjusted Score

11.0

Raw Score

100%

Time Factor

2026-07-24

Last Push

33.9K

Stars

Python

Language

72.2K

Lines of Code

339

Files

658

Pattern Hits

2026-08-02

Scan Date

0.02

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 6MEDIUM 35LOW 617

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 658 distinct pattern matches across 18 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 Identifiers181 hits · 198 pts

Severity	File	Line	Snippet	Context
LOW	schema_registry/registry.py	113	def register_edge_condition_schema(	CODE
LOW⚡	schema_registry/registry.py	136	def iter_edge_condition_schemas() -> Dict[str, EdgeConditionSchemaSpec]:	CODE
LOW⚡	schema_registry/registry.py	140	def get_edge_condition_schema(name: str) -> EdgeConditionSchemaSpec:	CODE
LOW⚡	schema_registry/registry.py	147	def register_edge_processor_schema(	CODE
LOW⚡	schema_registry/registry.py	170	def iter_edge_processor_schemas() -> Dict[str, EdgeProcessorSchemaSpec]:	CODE
LOW⚡	schema_registry/registry.py	175	def get_edge_processor_schema(name: str) -> EdgeProcessorSchemaSpec:	CODE
LOW⚡	schema_registry/registry.py	183	def register_memory_store_schema(	CODE
LOW	schema_registry/registry.py	206	def iter_memory_store_schemas() -> Dict[str, MemoryStoreSchemaSpec]:	CODE
LOW	schema_registry/registry.py	251	def register_model_provider_schema(	CODE
LOW⚡	schema_registry/registry.py	272	def iter_model_provider_schemas() -> Dict[str, ModelProviderSchemaSpec]:	CODE
LOW⚡	schema_registry/registry.py	276	def get_model_provider_schema(name: str) -> ModelProviderSchemaSpec:	CODE
LOW⚡	schema_registry/registry.py	282	def _ensure_edge_processor_builtins_loaded() -> None:	CODE
LOW⚡	tools/export_design_template.py	117	def _format_placeholder_from_spec(self, spec: ConfigFieldSpec) -> str:	CODE
LOW	tools/export_design_template.py	194	def _format_recursive_placeholder(config_cls: type[BaseConfig], stack: list[type[BaseConfig]]) -> str:	CODE
LOW	entity/configs/dynamic_base.py	246	def iter_split_type_registrations() -> Dict[str, Type[SplitTypeConfig]]:	CODE
LOW⚡	entity/configs/edge/dynamic_edge_config.py	28	def register_dynamic_edge_type(	CODE
LOW⚡	entity/configs/edge/dynamic_edge_config.py	38	def get_dynamic_edge_type_config(name: str) -> type[BaseConfig]:	CODE
LOW⚡	entity/configs/edge/dynamic_edge_config.py	46	def iter_dynamic_edge_type_registrations() -> Dict[str, type[BaseConfig]]:	CODE
LOW⚡	entity/configs/edge/dynamic_edge_config.py	50	def iter_dynamic_edge_type_metadata() -> Dict[str, Dict[str, Any]]:	CODE
LOW	entity/configs/node/agent.py	561	def _preferred_provider_default(provider_names: List[str]) -> str:	CODE
LOW	entity/configs/node/agent.py	567	def _provider_registry_snapshot() -> tuple[List[str], Dict[str, Dict[str, Any]]]:	CODE
LOW	entity/configs/node/tooling.py	48	def iter_tooling_type_registrations() -> Dict[str, type[BaseConfig]]:	CODE
LOW	entity/configs/node/tooling.py	52	def iter_tooling_type_metadata() -> Dict[str, Dict[str, Any]]:	CODE
LOW⚡	entity/configs/node/subgraph.py	37	def get_subgraph_source_config(name: str) -> type[BaseConfig]:	CODE
LOW⚡	entity/configs/node/subgraph.py	45	def iter_subgraph_source_registrations() -> Dict[str, type[BaseConfig]]:	CODE
LOW⚡	entity/configs/node/subgraph.py	49	def iter_subgraph_source_metadata() -> Dict[str, Dict[str, Any]]:	CODE
LOW	runtime/bootstrap/schema.py	19	def ensure_schema_registry_populated() -> None:	CODE
LOW	runtime/edge/processors/registry.py	51	def get_edge_processor_registration(name: str) -> EdgeProcessorRegistration:	CODE
LOW	runtime/edge/processors/registry.py	60	def iter_edge_processor_registrations() -> Dict[str, EdgeProcessorRegistration]:	CODE
LOW⚡	runtime/edge/conditions/registry.py	55	def get_edge_condition_registration(name: str) -> EdgeConditionRegistration:	CODE
LOW⚡	runtime/edge/conditions/registry.py	65	def iter_edge_condition_registrations() -> Dict[str, EdgeConditionRegistration]:	CODE
LOW⚡	runtime/edge/conditions/registry.py	71	def build_edge_condition_manager(	CODE
LOW	runtime/edge/conditions/base.py	184	def _prepare_payload_for_target(	CODE
LOW	runtime/node/splitter.py	240	def create_splitter_from_config(split_config: "SplitConfig") -> Splitter:	CODE
LOW⚡	runtime/node/agent/memory/registry.py	44	def get_memory_store_registration(name: str) -> MemoryStoreRegistration:	CODE
LOW⚡	runtime/node/agent/memory/registry.py	53	def iter_memory_store_registrations() -> Dict[str, MemoryStoreRegistration]:	CODE
LOW	runtime/node/agent/memory/simple_memory.py	161	def _calculate_semantic_similarity(self, query: str, content: str) -> float:	CODE
LOW	runtime/node/agent/memory/simple_memory.py	195	def _calculate_lcs_similarity(self, s1: str, s2: str) -> float:	CODE
LOW	runtime/node/agent/memory/simple_memory.py	210	def _calculate_keyword_similarity(self, query: str, content: str) -> float:	CODE
LOW⚡	runtime/node/agent/memory/file_memory.py	201	def _build_index_from_sources(self) -> None:	CODE
LOW	runtime/node/agent/memory/file_memory.py	221	def _validate_and_update_index(self) -> bool:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	92	def _is_chat_completions_mode(self, client: Any) -> bool:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	289	def _serialize_timeline_item_for_chat(self, item: Any) -> Optional[Any]:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	307	def _serialize_message_for_chat(self, message: Message) -> Dict[str, Any]:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	328	def _serialize_function_call_output_event_for_chat(self, event: FunctionCallOutputEvent) -> Dict[str, Any]:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	341	def _transform_blocks_for_chat(self, blocks: List[Dict[str, Any]]) -> Union[str, List[Dict[str, Any]]]:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	359	def _deserialize_chat_response(self, response: Any) -> Message:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	405	def _append_chat_response_output(self, timeline: List[Any], response: Any) -> None:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	440	def _serialize_message_for_responses(self, message: Message) -> Dict[str, Any]:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	454	def _serialize_content_blocks(self, message: Message) -> List[Dict[str, Any]]:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	708	def _parse_image_generation_call(self, payload: Any) -> MessageBlock:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	785	def _serialize_function_call_output_event(	CODE
LOW⚡	runtime/node/agent/providers/gemini_provider.py	468	def _encode_thought_signature(self, value: Any) -> Optional[str]:	CODE
LOW⚡	runtime/node/agent/providers/gemini_provider.py	658	def _coerce_function_calling_config(self, payload: Any) -> genai_types.FunctionCallingConfig:	CODE
LOW⚡	runtime/node/agent/providers/gemini_provider.py	667	def _coerce_automatic_function_calling(self, payload: Any) -> Any:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	145	def _append_response_contents(self, timeline: List[Any], response: Any) -> None:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	168	def _function_output_event_to_content(	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	210	def _should_inline_attachment_as_text(self, block: MessageBlock) -> bool:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	225	def _general_parts_to_function_response_parts(self, parts: List[genai_types.Part]) -> List[genai_types.FunctionRespo	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	239	def _build_tool_response_part(self, message: Message) -> genai_types.Part:	CODE
121 more matches not shown…

Unused Imports181 hits · 170 pts

Severity	File	Line	Context
LOW	server_main.py	6	CODE
LOW	schema_registry/registry.py	5	CODE
LOW	schema_registry/registry.py	287	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	schema_registry/__init__.py	3	CODE
LOW	mcp_example/mcp_server.py	3	CODE
LOW	mcp_example/mcp_server.py	4	CODE
LOW	mcp_example/mcp_server.py	4	CODE
LOW	entity/configs/__init__.py	3	CODE
LOW	entity/configs/__init__.py	3	CODE
LOW	entity/configs/__init__.py	4	CODE
LOW	entity/configs/__init__.py	5	CODE
LOW	entity/configs/__init__.py	5	CODE
LOW	entity/configs/__init__.py	5	CODE
LOW	entity/configs/__init__.py	6	CODE
LOW	entity/configs/__init__.py	6	CODE
LOW	entity/configs/__init__.py	6	CODE
LOW	entity/configs/__init__.py	7	CODE
LOW	entity/configs/__init__.py	7	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	8	CODE
LOW	entity/configs/__init__.py	18	CODE
LOW	entity/configs/__init__.py	18	CODE
LOW	entity/configs/__init__.py	19	CODE
LOW	entity/configs/__init__.py	20	CODE
LOW	entity/configs/__init__.py	21	CODE
LOW	entity/configs/__init__.py	21	CODE
LOW	entity/configs/__init__.py	22	CODE
LOW	entity/configs/__init__.py	23	CODE
LOW	entity/configs/__init__.py	24	CODE
121 more matches not shown…

Excessive Try-Catch Wrapping114 hits · 120 pts

Severity	File	Line	Snippet	Context
LOW⚡	schema_registry/registry.py	288	except Exception:	CODE
LOW	tools/validate_all_yamls.py	72	except Exception as e:	CODE
LOW	tools/sync_vuegraphs.py	60	except Exception as e:	CODE
MEDIUM	tools/sync_vuegraphs.py	61	print(f"Error processing {file_path}: {e}")	CODE
LOW	entity/messages.py	302	except Exception:	CODE
LOW	entity/messages.py	361	except Exception:	CODE
LOW	entity/configs/node/skills.py	35	except Exception:	CODE
LOW	runtime/edge/processors/function_processor.py	38	except Exception as exc: # pragma: no cover - defensive logging	CODE
LOW	runtime/edge/conditions/base.py	67	except Exception as exc: # pragma: no cover	CODE
LOW	runtime/edge/conditions/base.py	108	except Exception as exc: # pragma: no cover	CODE
LOW	runtime/node/agent/memory/embedding.py	121	except Exception as e:	CODE
LOW	runtime/node/agent/memory/embedding.py	141	except Exception as e:	CODE
LOW	runtime/node/agent/memory/embedding.py	192	except Exception as e:	CODE
LOW	runtime/node/agent/memory/memory_base.py	76	except Exception:	CODE
LOW	runtime/node/agent/memory/mem0_memory.py	131	except Exception as e:	CODE
LOW	runtime/node/agent/memory/mem0_memory.py	187	except Exception as e:	CODE
LOW	runtime/node/agent/memory/simple_memory.py	81	except Exception:	CODE
LOW	runtime/node/agent/memory/simple_memory.py	84	except Exception:	CODE
LOW⚡	runtime/node/agent/memory/file_memory.py	186	except Exception:	CODE
LOW⚡	runtime/node/agent/memory/file_memory.py	196	except Exception as e:	CODE
LOW	runtime/node/agent/memory/file_memory.py	325	except Exception as e:	CODE
LOW	runtime/node/agent/memory/file_memory.py	436	except Exception as e:	CODE
LOW	runtime/node/agent/memory/file_memory.py	462	except Exception as e:	CODE
LOW	runtime/node/agent/memory/blackboard_memory.py	44	except Exception:	CODE
LOW	runtime/node/agent/memory/blackboard_memory.py	47	except Exception:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	84	except Exception as e:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	737	except Exception:	CODE
LOW	runtime/node/agent/providers/openai_provider.py	768	except Exception:	CODE
LOW⚡	runtime/node/agent/providers/gemini_provider.py	464	except Exception:	CODE
LOW⚡	runtime/node/agent/providers/gemini_provider.py	475	except Exception:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	278	except Exception:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	420	except Exception:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	571	except Exception:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	612	except Exception:	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	621	except Exception:	CODE
LOW	runtime/node/agent/providers/base.py	106	except Exception:	CODE
LOW	runtime/node/agent/tool/tool_manager.py	83	except Exception as exc: # pragma: no cover - passthrough to caller	CODE
LOW	runtime/node/executor/agent_executor.py	167	except Exception as e:	CODE
LOW	runtime/node/executor/agent_executor.py	197	except Exception as encoding_error:	CODE
LOW	runtime/node/executor/agent_executor.py	685	except Exception as exc:	CODE
LOW	runtime/node/executor/agent_executor.py	817	except Exception as exc:	CODE
LOW	runtime/node/executor/agent_executor.py	933	except Exception:	CODE
LOW	runtime/node/executor/agent_executor.py	959	except Exception:	CODE
LOW	runtime/node/executor/agent_executor.py	1082	except Exception as exc:	CODE
LOW	tests/test_websocket_send_message_sync.py	115	except Exception as exc:	CODE
MEDIUM	tests/test_websocket_send_message_sync.py	112	def worker():	CODE
LOW	server/routes/sessions.py	48	except Exception as exc:	CODE
LOW	server/routes/sessions.py	80	except Exception as exc:	CODE
LOW	server/routes/execute.py	50	except Exception as exc:	CODE
LOW	server/routes/execute_sync.py	180	except Exception as exc:	CODE
LOW	server/routes/execute_sync.py	235	except Exception as exc:	CODE
MEDIUM	server/routes/execute_sync.py	209	def worker() -> None:	CODE
LOW	server/routes/workflows.py	58	except Exception as exc:	CODE
LOW	server/routes/workflows.py	146	except Exception as exc:	CODE
LOW	server/routes/workflows.py	209	except Exception as exc:	CODE
LOW	server/routes/workflows.py	255	except Exception as exc:	CODE
LOW	server/routes/workflows.py	278	except Exception as exc:	CODE
LOW	server/routes/workflows.py	302	except Exception as exc:	CODE
LOW	server/routes/workflows.py	326	except Exception as exc:	CODE
LOW	server/routes/workflows.py	357	except Exception as exc:	CODE
54 more matches not shown…

Decorative Section Separators28 hits · 93 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/export_design_template.py	43	# ------------------------------------------------------------------	COMMENT
MEDIUM	tools/export_design_template.py	45	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/export_design_template.py	113	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/export_design_template.py	115	# ------------------------------------------------------------------	COMMENT
MEDIUM	runtime/edge/conditions/base.py	88	# ------------------------------------------------------------------	COMMENT
MEDIUM	runtime/edge/conditions/base.py	90	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	runtime/node/agent/providers/gemini_provider.py	677	# ---------------------------------------------------------------------	COMMENT
MEDIUM⚡	runtime/node/agent/providers/gemini_provider.py	679	# ---------------------------------------------------------------------	COMMENT
MEDIUM	runtime/node/agent/providers/gemini_provider.py	106	# ---------------------------------------------------------------------	COMMENT
MEDIUM	runtime/node/agent/providers/gemini_provider.py	108	# ---------------------------------------------------------------------	COMMENT
MEDIUM	runtime/node/agent/providers/gemini_provider.py	524	# ---------------------------------------------------------------------	COMMENT
MEDIUM	runtime/node/agent/providers/gemini_provider.py	526	# ---------------------------------------------------------------------	COMMENT
MEDIUM	runtime/node/agent/providers/gemini_provider.py	814	# ---------------------------------------------------------------------	COMMENT
MEDIUM	runtime/node/agent/providers/gemini_provider.py	816	# ---------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_websocket_send_message_sync.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_websocket_send_message_sync.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_websocket_send_message_sync.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_websocket_send_message_sync.py	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_websocket_send_message_sync.py	74	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_websocket_send_message_sync.py	76	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	utils/log_manager.py	25	# ================================================================	COMMENT
MEDIUM	utils/log_manager.py	27	# ================================================================	COMMENT
MEDIUM	utils/log_manager.py	82	# ================================================================	COMMENT
MEDIUM	utils/log_manager.py	84	# ================================================================	COMMENT
MEDIUM	utils/logger.py	397	# ================================================================	COMMENT
MEDIUM	utils/logger.py	399	# ================================================================	COMMENT
MEDIUM	workflow/graph.py	45	# ------------------------------------------------------------------	COMMENT
MEDIUM	workflow/graph.py	47	# ------------------------------------------------------------------	COMMENT

Deep Nesting58 hits · 52 pts

Severity	File	Line	Context
LOW	tools/validate_all_yamls.py	25	CODE
LOW	frontend/src/count_lines.py	4	CODE
LOW	entity/messages.py	289	CODE
LOW	entity/messages.py	347	CODE
LOW	entity/configs/dynamic_base.py	149	CODE
LOW	entity/configs/graph.py	141	CODE
LOW	entity/configs/graph.py	231	CODE
LOW	entity/configs/edge/edge_processor.py	155	CODE
LOW	entity/configs/node/agent.py	298	CODE
LOW	entity/configs/node/tooling.py	101	CODE
LOW	runtime/node/splitter.py	190	CODE
LOW	runtime/node/splitter.py	240	CODE
LOW	runtime/node/splitter.py	74	CODE
LOW	runtime/node/splitter.py	158	CODE
LOW	runtime/node/agent/memory/simple_memory.py	72	CODE
LOW	runtime/node/agent/memory/file_memory.py	221	CODE
LOW	runtime/node/agent/providers/openai_provider.py	596	CODE
LOW	runtime/node/agent/providers/openai_provider.py	626	CODE
LOW	runtime/node/agent/providers/openai_provider.py	673	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	110	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	168	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	254	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	408	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	454	CODE
LOW	runtime/node/agent/providers/gemini_provider.py	528	CODE
LOW	runtime/node/agent/skills/manager.py	132	CODE
LOW	runtime/node/agent/tool/tool_manager.py	97	CODE
LOW	runtime/node/executor/loop_timer_executor.py	25	CODE
LOW	runtime/node/executor/agent_executor.py	614	CODE
LOW	runtime/node/executor/agent_executor.py	963	CODE
LOW	server/routes/workflows.py	72	CODE
LOW	server/routes/workflows.py	157	CODE
LOW	server/services/message_handler.py	24	CODE
LOW	server/services/attachment_service.py	62	CODE
LOW	server/services/session_execution.py	34	CODE
LOW	server/services/websocket_manager.py	236	CODE
LOW	utils/workspace_scanner.py	19	CODE
LOW	utils/function_manager.py	42	CODE
LOW	utils/logger.py	81	CODE
LOW	workflow/topology_builder.py	94	CODE
LOW	workflow/topology_builder.py	199	CODE
LOW	workflow/graph_manager.py	321	CODE
LOW	workflow/executor/dynamic_edge_executor.py	144	CODE
LOW	workflow/executor/dynamic_edge_executor.py	215	CODE
LOW	workflow/executor/cycle_executor.py	139	CODE
LOW	workflow/executor/cycle_executor.py	287	CODE
LOW	workflow/executor/cycle_executor.py	352	CODE
LOW	workflow/executor/cycle_executor.py	434	CODE
LOW	workflow/executor/cycle_executor.py	480	CODE
LOW	functions/edge_processor/transformers.py	15	CODE
LOW	functions/function_calling/web.py	42	CODE
LOW	functions/function_calling/web.py	111	CODE
LOW	functions/function_calling/uv_related.py	82	CODE
LOW	functions/function_calling/file.py	169	CODE
LOW	functions/function_calling/deep_research.py	195	CODE
LOW	functions/function_calling/deep_research.py	301	CODE
LOW	check/check.py	30	CODE
LOW	check/check_workflow.py	25	CODE

Structural Annotation Overuse25 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/public/tutorial-en.md	598	#### Step 1: Identify Initial Node	COMMENT
LOW⚡	frontend/public/tutorial-en.md	605	#### Step 2: Build Scoped Subgraph	COMMENT
LOW⚡	frontend/public/tutorial-en.md	609	#### Step 3: Nested Loop Detection	COMMENT
LOW⚡	frontend/public/tutorial-en.md	613	#### Step 4: Inner Topological Sort	COMMENT
LOW⚡	frontend/public/tutorial-en.md	618	#### Step 5: Layered Execution	COMMENT
LOW⚡	frontend/public/tutorial-en.md	624	#### Step 6: Exit Condition Check	COMMENT
LOW	docs/user_guide/en/ws_frontend_logic.md	18	### Step 1: File Selection Triggers Watch	COMMENT
LOW	docs/user_guide/en/ws_frontend_logic.md	26	### Step 2: WebSocket Disconnection	COMMENT
LOW	docs/user_guide/en/ws_frontend_logic.md	42	### Step 3: Load YAML	COMMENT
LOW	docs/user_guide/en/ws_frontend_logic.md	53	### Step 4: WebSocket Reconnection	COMMENT
LOW⚡	docs/user_guide/en/ws_frontend_logic.md	79	### Step 1: Button Click Handler	COMMENT
LOW⚡	docs/user_guide/en/ws_frontend_logic.md	88	### Step 2: WebSocket Disconnection	COMMENT
LOW⚡	docs/user_guide/en/ws_frontend_logic.md	98	### Step 3: Load YAML	COMMENT
LOW⚡	docs/user_guide/en/ws_frontend_logic.md	104	### Step 4: WebSocket Reconnection	COMMENT
LOW⚡	docs/user_guide/en/ws_frontend_logic.md	114	## Step 5: Launch Button Clicked (After Reconnection)	COMMENT
LOW⚡	docs/user_guide/en/execution_logic.md	83	#### Step 1: Unique Initial Node Identification	COMMENT
LOW⚡	docs/user_guide/en/execution_logic.md	89	#### Step 2: Build Scoped Subgraph	COMMENT
LOW⚡	docs/user_guide/en/execution_logic.md	93	#### Step 3: Nested Cycle Detection	COMMENT
LOW⚡	docs/user_guide/en/execution_logic.md	97	#### Step 4: Inner Super Node Construction and Topological Sort	COMMENT
LOW⚡	docs/user_guide/en/execution_logic.md	106	#### Step 5: Layered Execution	COMMENT
LOW⚡	docs/user_guide/en/execution_logic.md	112	#### Step 6: Exit Condition Check	COMMENT
LOW	workflow/executor/cycle_executor.py	105	# Step 2: Validate cycle entry uniqueness	COMMENT
LOW	workflow/executor/cycle_executor.py	125	# Step 4: Execute cycle with iterations	COMMENT
LOW	workflow/executor/cycle_executor.py	215	# Step 1: Detect nested cycles in the scoped subgraph	COMMENT
LOW	workflow/executor/cycle_executor.py	239	# Step 4: Check if initial node is retriggered	COMMENT

Modern Structural Boilerplate36 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	schema_registry/registry.py	73	def _update_metadata(target: MutableMapping[str, Any], new_items: Mapping[str, Any] \| None) -> None:	CODE
LOW	schema_registry/__init__.py	32	__all__ = [	CODE
LOW	entity/enum_options.py	70	__all__ = [	CODE
LOW	entity/configs/__init__.py	28	__all__ = [	CODE
LOW	entity/configs/edge/__init__.py	10	__all__ = [	CODE
LOW	entity/configs/node/__init__.py	12	__all__ = [	CODE
LOW	runtime/__init__.py	3	__all__ = ["WorkflowMetaInfo", "WorkflowRunResult", "run_workflow"]	CODE
LOW	runtime/edge/processors/registry.py	76	__all__ = [	CODE
LOW	runtime/edge/processors/__init__.py	6	__all__ = [	CODE
LOW	runtime/edge/conditions/registry.py	86	__all__ = [	CODE
LOW	runtime/edge/conditions/__init__.py	6	__all__ = [	CODE
LOW	runtime/node/agent/memory/embedding.py	15	logger = logging.getLogger(__name__)	CODE
LOW⚡	runtime/node/agent/memory/registry.py	58	__all__ = [	CODE
LOW	runtime/node/agent/memory/__init__.py	4	__all__ = [	CODE
LOW	runtime/node/agent/memory/mem0_memory.py	18	logger = logging.getLogger(__name__)	CODE
LOW	runtime/node/agent/memory/simple_memory.py	20	logger = logging.getLogger(__name__)	CODE
LOW	runtime/node/agent/memory/file_memory.py	24	logger = logging.getLogger(__name__)	CODE
LOW	runtime/node/agent/providers/__init__.py	4	__all__ = [	CODE
LOW⚡	runtime/node/agent/thinking/registry.py	57	__all__ = [	CODE
LOW	runtime/node/agent/thinking/__init__.py	4	__all__ = [	CODE
LOW	runtime/node/agent/skills/__init__.py	3	__all__ = [	CODE
LOW	runtime/node/agent/tool/tool_manager.py	27	logger = logging.getLogger(__name__)	CODE
LOW	runtime/node/agent/tool/__init__.py	3	__all__ = [	CODE
LOW	runtime/node/executor/__init__.py	13	__all__ = [	CODE
LOW	runtime/node/executor/agent_executor.py	1253	def _update_memory(self, node: Node, input_data: str, inputs: List[Message], result: Message \| str) -> None:	CODE
LOW	server/config_schema_router.py	71	__all__ = ["router"]	CODE
LOW	server/routes/__init__.py	19	__all__ = ["ALL_ROUTERS"]	CODE
LOW	server/services/session_execution.py	22	def set_waiting_for_input(self, session_id: str, node_id: str, input_data: Dict[str, Any]) -> None:	CODE
LOW	server/services/session_store.py	101	def update_session_status(self, session_id: str, status: SessionStatus, **kwargs: Any) -> None:	CODE
LOW	server/services/session_store.py	112	def set_session_error(self, session_id: str, error_message: str) -> None:	CODE
LOW	utils/schema_exporter.py	135	__all__ = [	CODE
LOW	utils/attachments.py	213	def update_remote_file_id(self, attachment_id: str, remote_file_id: str) -> None:	CODE
LOW	utils/function_catalog.py	348	__all__ = [	CODE
LOW	workflow/subgraph_loader.py	81	__all__ = ["load_subgraph_config"]	CODE
LOW	workflow/runtime/__init__.py	12	__all__ = [	CODE
LOW	workflow/hooks/__init__.py	5	__all__ = ["WorkspaceArtifactHook", "WorkspaceArtifact"]	CODE

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	runtime/node/splitter.py	201	Factory function to create appropriate splitter. Args: split_type: One of 'message', 'regex', 'json_pat	STRING
HIGH	runtime/node/executor/factory.py	39	Create an executor for the requested node type. Args: node_type: Registered node type name	STRING
HIGH	runtime/node/executor/base.py	79	Execute the node logic. Args: node: Node definition to execute inputs: Input qu	STRING
HIGH	workflow/executor/cycle_executor.py	140	Validate that exactly one node in the cycle is triggered by external edges. Args: cycle_id	STRING
HIGH	functions/function_calling/file.py	366	Persist data to a workspace file while optionally registering it as an attachment. Args: path: Relativ	STRING

Redundant / Tautological Comments9 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	runtime/node/agent/providers/gemini_provider.py	185	# Check if we should inline this attachment as text	COMMENT
LOW	runtime/node/executor/loop_timer_executor.py	47	# Check if time limit has been reached	COMMENT
LOW	workflow/graph.py	567	# Check if any incoming edge has dynamic configuration	COMMENT
LOW	workflow/graph.py	784	# Check if node has output	COMMENT
LOW	workflow/executor/cycle_executor.py	157	# Check if any external predecessor (node outside the cycle) triggers this node	COMMENT
LOW	workflow/executor/cycle_executor.py	329	# Check if the edge from pred to node has trigger=true	COMMENT
LOW	workflow/executor/cycle_executor.py	567	# Check if node is triggered (unless force_execute is True)	COMMENT
LOW	workflow/executor/cycle_executor.py	579	# Check if any external node was triggered	COMMENT
LOW	functions/function_calling/web.py	145	# Check if limit reached	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	runtime/node/agent/memory/embedding.py	173	# Load the local embedding model (e.g., sentence-transformers)	COMMENT
MEDIUM	runtime/node/executor/agent_executor.py	747	# But strict routing is safer. If spec not found, it's a hallucination or error.	COMMENT

AI Structural Patterns6 hits · 6 pts

Severity	File	Line	Context
LOW	utils/token_tracker.py	138	CODE
LOW	utils/attachments.py	72	CODE
LOW	utils/middleware.py	78	CODE
LOW	utils/middleware.py	87	CODE
LOW	functions/function_calling/uv_related.py	222	CODE
LOW	functions/function_calling/file.py	710	CODE

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	workflow/executor/cycle_executor.py	105	# Step 2: Validate cycle entry uniqueness	COMMENT
LOW	workflow/executor/cycle_executor.py	125	# Step 4: Execute cycle with iterations	COMMENT
LOW	workflow/executor/cycle_executor.py	215	# Step 1: Detect nested cycles in the scoped subgraph	COMMENT
LOW	workflow/executor/cycle_executor.py	239	# Step 4: Check if initial node is retriggered	COMMENT

Cross-Language Confusion1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	functions/edge_processor/transformers.py	71	command = f"cd {workspace_root} && dir && uv run main.py"	CODE

Over-Commented Block3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	entity/configs/node/agent.py	461	description="Call parameters (temperature, top_p, etc.)",	COMMENT
LOW	entity/configs/node/tooling.py	81	# "parameters": ConfigFieldSpec(	COMMENT
LOW	functions/function_calling/file.py	121	# # Attachment store (user uploads or files registered via load_file)	COMMENT

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	workflow/graph_manager.py	126	# Create a single layer with all nodes	COMMENT

Slop Phrases2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	yaml_instance/ChatDev_v1.yaml	253	Test Reports of Source Codes: You should use `uv_run` function to run the code (don't forget to set timeout fo	CODE
LOW	yaml_instance/ChatDev_v1.yaml	469	If you need to run the code, don't forget to set timeout.	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/pages/WorkflowWorkbench.vue	28	<div v-else class="placeholder">	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	server/services/batch_run_service.py	57	async def run_task(task: BatchTask) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings