Home / OpenBMB / ChatDev
AI Slop Code RIsk Monitor

OpenBMB/ChatDev

ChatDev 2.0: Dev All through LLM-powered Multi-Agent Collaboration

11.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for OpenBMB/ChatDev, a Python project with 34,480 GitHub stars. SynthScan examined 72,162 lines of code across 339 source files, recording 669 pattern matches distributed across 19 syntactic categories. The legacy adjusted pattern signal is 11.7 (Moderate pattern signal); it is not an authorship estimate.

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

11.7
Adjusted Signal
11.7
Raw Pattern Score
100%
Time Factor
2026-07-24
Last Push
34.5K
Stars
Python
Language
72.2K
Lines of Code
339
Files
669
Pattern Hits
2026-10-12
Scan Date
0.05
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 22.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 297 finding(s).

Hallucinated Dependency & Supply Chain Risk 11.4/100 · LOW

Are imports declared and package/API names verified? 183 finding(s).

Agent Over-Engineering Ratio 29.7/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 376 finding(s).

PR Review Velocity Impact 43.5/100 · MEDIUM

Which changes need focused human review? 669 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 17MEDIUM 35LOW 617

Directory Score Breakdown

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

Pattern Findings

The scanner identified 669 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers181 hits · 198 pts
SeverityFileLineSnippetContext
LOWschema_registry/registry.py113def register_edge_condition_schema(CODE
LOW⚡schema_registry/registry.py136def iter_edge_condition_schemas() -> Dict[str, EdgeConditionSchemaSpec]:CODE
LOW⚡schema_registry/registry.py140def get_edge_condition_schema(name: str) -> EdgeConditionSchemaSpec:CODE
LOW⚡schema_registry/registry.py147def register_edge_processor_schema(CODE
LOW⚡schema_registry/registry.py170def iter_edge_processor_schemas() -> Dict[str, EdgeProcessorSchemaSpec]:CODE
LOW⚡schema_registry/registry.py175def get_edge_processor_schema(name: str) -> EdgeProcessorSchemaSpec:CODE
LOW⚡schema_registry/registry.py183def register_memory_store_schema(CODE
LOWschema_registry/registry.py206def iter_memory_store_schemas() -> Dict[str, MemoryStoreSchemaSpec]:CODE
LOWschema_registry/registry.py251def register_model_provider_schema(CODE
LOW⚡schema_registry/registry.py272def iter_model_provider_schemas() -> Dict[str, ModelProviderSchemaSpec]:CODE
LOW⚡schema_registry/registry.py276def get_model_provider_schema(name: str) -> ModelProviderSchemaSpec:CODE
LOW⚡schema_registry/registry.py282def _ensure_edge_processor_builtins_loaded() -> None:CODE
LOW⚡tools/export_design_template.py117 def _format_placeholder_from_spec(self, spec: ConfigFieldSpec) -> str:CODE
LOWtools/export_design_template.py194 def _format_recursive_placeholder(config_cls: type[BaseConfig], stack: list[type[BaseConfig]]) -> str:CODE
LOWentity/configs/dynamic_base.py246def iter_split_type_registrations() -> Dict[str, Type[SplitTypeConfig]]:CODE
LOW⚡entity/configs/edge/dynamic_edge_config.py28def register_dynamic_edge_type(CODE
LOW⚡entity/configs/edge/dynamic_edge_config.py38def get_dynamic_edge_type_config(name: str) -> type[BaseConfig]:CODE
LOW⚡entity/configs/edge/dynamic_edge_config.py46def iter_dynamic_edge_type_registrations() -> Dict[str, type[BaseConfig]]:CODE
LOW⚡entity/configs/edge/dynamic_edge_config.py50def iter_dynamic_edge_type_metadata() -> Dict[str, Dict[str, Any]]:CODE
LOWentity/configs/node/agent.py561 def _preferred_provider_default(provider_names: List[str]) -> str:CODE
LOWentity/configs/node/agent.py567 def _provider_registry_snapshot() -> tuple[List[str], Dict[str, Dict[str, Any]]]:CODE
LOWentity/configs/node/tooling.py48def iter_tooling_type_registrations() -> Dict[str, type[BaseConfig]]:CODE
LOWentity/configs/node/tooling.py52def iter_tooling_type_metadata() -> Dict[str, Dict[str, Any]]:CODE
LOW⚡entity/configs/node/subgraph.py37def get_subgraph_source_config(name: str) -> type[BaseConfig]:CODE
LOW⚡entity/configs/node/subgraph.py45def iter_subgraph_source_registrations() -> Dict[str, type[BaseConfig]]:CODE
LOW⚡entity/configs/node/subgraph.py49def iter_subgraph_source_metadata() -> Dict[str, Dict[str, Any]]:CODE
LOWruntime/bootstrap/schema.py19def ensure_schema_registry_populated() -> None:CODE
LOWruntime/edge/processors/registry.py51def get_edge_processor_registration(name: str) -> EdgeProcessorRegistration:CODE
LOWruntime/edge/processors/registry.py60def iter_edge_processor_registrations() -> Dict[str, EdgeProcessorRegistration]:CODE
LOW⚡runtime/edge/conditions/registry.py55def get_edge_condition_registration(name: str) -> EdgeConditionRegistration:CODE
LOW⚡runtime/edge/conditions/registry.py65def iter_edge_condition_registrations() -> Dict[str, EdgeConditionRegistration]:CODE
LOW⚡runtime/edge/conditions/registry.py71def build_edge_condition_manager(CODE
LOWruntime/edge/conditions/base.py184 def _prepare_payload_for_target(CODE
LOWruntime/node/splitter.py240def create_splitter_from_config(split_config: "SplitConfig") -> Splitter:CODE
LOW⚡runtime/node/agent/memory/registry.py44def get_memory_store_registration(name: str) -> MemoryStoreRegistration:CODE
LOW⚡runtime/node/agent/memory/registry.py53def iter_memory_store_registrations() -> Dict[str, MemoryStoreRegistration]:CODE
LOWruntime/node/agent/memory/simple_memory.py161 def _calculate_semantic_similarity(self, query: str, content: str) -> float:CODE
LOWruntime/node/agent/memory/simple_memory.py195 def _calculate_lcs_similarity(self, s1: str, s2: str) -> float:CODE
LOWruntime/node/agent/memory/simple_memory.py210 def _calculate_keyword_similarity(self, query: str, content: str) -> float:CODE
LOW⚡runtime/node/agent/memory/file_memory.py201 def _build_index_from_sources(self) -> None:CODE
LOWruntime/node/agent/memory/file_memory.py221 def _validate_and_update_index(self) -> bool:CODE
LOWruntime/node/agent/providers/openai_provider.py92 def _is_chat_completions_mode(self, client: Any) -> bool:CODE
LOWruntime/node/agent/providers/openai_provider.py289 def _serialize_timeline_item_for_chat(self, item: Any) -> Optional[Any]:CODE
LOWruntime/node/agent/providers/openai_provider.py307 def _serialize_message_for_chat(self, message: Message) -> Dict[str, Any]:CODE
LOWruntime/node/agent/providers/openai_provider.py328 def _serialize_function_call_output_event_for_chat(self, event: FunctionCallOutputEvent) -> Dict[str, Any]:CODE
LOWruntime/node/agent/providers/openai_provider.py341 def _transform_blocks_for_chat(self, blocks: List[Dict[str, Any]]) -> Union[str, List[Dict[str, Any]]]:CODE
LOWruntime/node/agent/providers/openai_provider.py359 def _deserialize_chat_response(self, response: Any) -> Message:CODE
LOWruntime/node/agent/providers/openai_provider.py405 def _append_chat_response_output(self, timeline: List[Any], response: Any) -> None:CODE
LOWruntime/node/agent/providers/openai_provider.py440 def _serialize_message_for_responses(self, message: Message) -> Dict[str, Any]:CODE
LOWruntime/node/agent/providers/openai_provider.py454 def _serialize_content_blocks(self, message: Message) -> List[Dict[str, Any]]:CODE
LOWruntime/node/agent/providers/openai_provider.py708 def _parse_image_generation_call(self, payload: Any) -> MessageBlock:CODE
LOWruntime/node/agent/providers/openai_provider.py785 def _serialize_function_call_output_event(CODE
LOW⚡runtime/node/agent/providers/gemini_provider.py468 def _encode_thought_signature(self, value: Any) -> Optional[str]:CODE
LOW⚡runtime/node/agent/providers/gemini_provider.py658 def _coerce_function_calling_config(self, payload: Any) -> genai_types.FunctionCallingConfig:CODE
LOW⚡runtime/node/agent/providers/gemini_provider.py667 def _coerce_automatic_function_calling(self, payload: Any) -> Any:CODE
LOWruntime/node/agent/providers/gemini_provider.py145 def _append_response_contents(self, timeline: List[Any], response: Any) -> None:CODE
LOWruntime/node/agent/providers/gemini_provider.py168 def _function_output_event_to_content(CODE
LOWruntime/node/agent/providers/gemini_provider.py210 def _should_inline_attachment_as_text(self, block: MessageBlock) -> bool:CODE
LOWruntime/node/agent/providers/gemini_provider.py225 def _general_parts_to_function_response_parts(self, parts: List[genai_types.Part]) -> List[genai_types.FunctionRespoCODE
LOWruntime/node/agent/providers/gemini_provider.py239 def _build_tool_response_part(self, message: Message) -> genai_types.Part:CODE
121 more matches not shown…
Unused Imports181 hits · 170 pts
SeverityFileLineSnippetContext
LOWserver_main.py6CODE
LOWschema_registry/registry.py5CODE
LOWschema_registry/registry.py287CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWschema_registry/__init__.py3CODE
LOWmcp_example/mcp_server.py3CODE
LOWmcp_example/mcp_server.py4CODE
LOWmcp_example/mcp_server.py4CODE
LOWentity/configs/__init__.py3CODE
LOWentity/configs/__init__.py3CODE
LOWentity/configs/__init__.py4CODE
LOWentity/configs/__init__.py5CODE
LOWentity/configs/__init__.py5CODE
LOWentity/configs/__init__.py5CODE
LOWentity/configs/__init__.py6CODE
LOWentity/configs/__init__.py6CODE
LOWentity/configs/__init__.py6CODE
LOWentity/configs/__init__.py7CODE
LOWentity/configs/__init__.py7CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py8CODE
LOWentity/configs/__init__.py18CODE
LOWentity/configs/__init__.py18CODE
LOWentity/configs/__init__.py19CODE
LOWentity/configs/__init__.py20CODE
LOWentity/configs/__init__.py21CODE
LOWentity/configs/__init__.py21CODE
LOWentity/configs/__init__.py22CODE
LOWentity/configs/__init__.py23CODE
LOWentity/configs/__init__.py24CODE
121 more matches not shown…
Excessive Try-Catch Wrapping114 hits · 120 pts
SeverityFileLineSnippetContext
LOW⚡schema_registry/registry.py288 except Exception:CODE
LOWtools/validate_all_yamls.py72 except Exception as e:CODE
LOWtools/sync_vuegraphs.py60 except Exception as e:CODE
MEDIUMtools/sync_vuegraphs.py61 print(f"Error processing {file_path}: {e}")CODE
LOWentity/messages.py302 except Exception:CODE
LOWentity/messages.py361 except Exception:CODE
LOWentity/configs/node/skills.py35 except Exception:CODE
LOWruntime/edge/processors/function_processor.py38 except Exception as exc: # pragma: no cover - defensive loggingCODE
LOWruntime/edge/conditions/base.py67 except Exception as exc: # pragma: no coverCODE
LOWruntime/edge/conditions/base.py108 except Exception as exc: # pragma: no coverCODE
LOWruntime/node/agent/memory/embedding.py121 except Exception as e:CODE
LOWruntime/node/agent/memory/embedding.py141 except Exception as e:CODE
LOWruntime/node/agent/memory/embedding.py192 except Exception as e:CODE
LOWruntime/node/agent/memory/memory_base.py76 except Exception:CODE
LOWruntime/node/agent/memory/mem0_memory.py131 except Exception as e:CODE
LOWruntime/node/agent/memory/mem0_memory.py187 except Exception as e:CODE
LOWruntime/node/agent/memory/simple_memory.py81 except Exception:CODE
LOWruntime/node/agent/memory/simple_memory.py84 except Exception:CODE
LOW⚡runtime/node/agent/memory/file_memory.py186 except Exception:CODE
LOW⚡runtime/node/agent/memory/file_memory.py196 except Exception as e:CODE
LOWruntime/node/agent/memory/file_memory.py325 except Exception as e:CODE
LOWruntime/node/agent/memory/file_memory.py436 except Exception as e:CODE
LOWruntime/node/agent/memory/file_memory.py462 except Exception as e:CODE
LOWruntime/node/agent/memory/blackboard_memory.py44 except Exception:CODE
LOWruntime/node/agent/memory/blackboard_memory.py47 except Exception:CODE
LOWruntime/node/agent/providers/openai_provider.py84 except Exception as e:CODE
LOWruntime/node/agent/providers/openai_provider.py737 except Exception:CODE
LOWruntime/node/agent/providers/openai_provider.py768 except Exception:CODE
LOW⚡runtime/node/agent/providers/gemini_provider.py464 except Exception:CODE
LOW⚡runtime/node/agent/providers/gemini_provider.py475 except Exception:CODE
LOWruntime/node/agent/providers/gemini_provider.py278 except Exception:CODE
LOWruntime/node/agent/providers/gemini_provider.py420 except Exception:CODE
LOWruntime/node/agent/providers/gemini_provider.py571 except Exception:CODE
LOWruntime/node/agent/providers/gemini_provider.py612 except Exception:CODE
LOWruntime/node/agent/providers/gemini_provider.py621 except Exception:CODE
LOWruntime/node/agent/providers/base.py106 except Exception:CODE
LOWruntime/node/agent/tool/tool_manager.py83 except Exception as exc: # pragma: no cover - passthrough to callerCODE
LOWruntime/node/executor/agent_executor.py167 except Exception as e:CODE
LOWruntime/node/executor/agent_executor.py197 except Exception as encoding_error:CODE
LOWruntime/node/executor/agent_executor.py685 except Exception as exc:CODE
LOWruntime/node/executor/agent_executor.py817 except Exception as exc:CODE
LOWruntime/node/executor/agent_executor.py933 except Exception:CODE
LOWruntime/node/executor/agent_executor.py959 except Exception:CODE
LOWruntime/node/executor/agent_executor.py1082 except Exception as exc:CODE
LOWtests/test_websocket_send_message_sync.py115 except Exception as exc:CODE
MEDIUMtests/test_websocket_send_message_sync.py112def worker():CODE
LOWserver/routes/sessions.py48 except Exception as exc:CODE
LOWserver/routes/sessions.py80 except Exception as exc:CODE
LOWserver/routes/execute.py50 except Exception as exc:CODE
LOWserver/routes/execute_sync.py180 except Exception as exc:CODE
LOWserver/routes/execute_sync.py235 except Exception as exc:CODE
MEDIUMserver/routes/execute_sync.py209def worker() -> None:CODE
LOWserver/routes/workflows.py58 except Exception as exc:CODE
LOWserver/routes/workflows.py146 except Exception as exc:CODE
LOWserver/routes/workflows.py209 except Exception as exc:CODE
LOWserver/routes/workflows.py255 except Exception as exc:CODE
LOWserver/routes/workflows.py278 except Exception as exc:CODE
LOWserver/routes/workflows.py302 except Exception as exc:CODE
LOWserver/routes/workflows.py326 except Exception as exc:CODE
LOWserver/routes/workflows.py357 except Exception as exc:CODE
54 more matches not shown…
Decorative Section Separators28 hits · 93 pts
SeverityFileLineSnippetContext
MEDIUMtools/export_design_template.py43 # ------------------------------------------------------------------COMMENT
MEDIUMtools/export_design_template.py45 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/export_design_template.py113 # ------------------------------------------------------------------COMMENT
MEDIUM⚡tools/export_design_template.py115 # ------------------------------------------------------------------COMMENT
MEDIUMruntime/edge/conditions/base.py88 # ------------------------------------------------------------------COMMENT
MEDIUMruntime/edge/conditions/base.py90 # ------------------------------------------------------------------COMMENT
MEDIUM⚡runtime/node/agent/providers/gemini_provider.py677 # ---------------------------------------------------------------------COMMENT
MEDIUM⚡runtime/node/agent/providers/gemini_provider.py679 # ---------------------------------------------------------------------COMMENT
MEDIUMruntime/node/agent/providers/gemini_provider.py106 # ---------------------------------------------------------------------COMMENT
MEDIUMruntime/node/agent/providers/gemini_provider.py108 # ---------------------------------------------------------------------COMMENT
MEDIUMruntime/node/agent/providers/gemini_provider.py524 # ---------------------------------------------------------------------COMMENT
MEDIUMruntime/node/agent/providers/gemini_provider.py526 # ---------------------------------------------------------------------COMMENT
MEDIUMruntime/node/agent/providers/gemini_provider.py814 # ---------------------------------------------------------------------COMMENT
MEDIUMruntime/node/agent/providers/gemini_provider.py816 # ---------------------------------------------------------------------COMMENT
MEDIUMtests/test_websocket_send_message_sync.py22# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_websocket_send_message_sync.py24# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_websocket_send_message_sync.py45# ---------------------------------------------------------------------------COMMENT
MEDIUMtests/test_websocket_send_message_sync.py47# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_websocket_send_message_sync.py74# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_websocket_send_message_sync.py76# ---------------------------------------------------------------------------COMMENT
MEDIUMutils/log_manager.py25 # ================================================================COMMENT
MEDIUMutils/log_manager.py27 # ================================================================COMMENT
MEDIUMutils/log_manager.py82 # ================================================================COMMENT
MEDIUMutils/log_manager.py84 # ================================================================COMMENT
MEDIUMutils/logger.py397 # ================================================================COMMENT
MEDIUMutils/logger.py399 # ================================================================COMMENT
MEDIUMworkflow/graph.py45# ------------------------------------------------------------------COMMENT
MEDIUMworkflow/graph.py47# ------------------------------------------------------------------COMMENT
Empty Error Handlers11 hits · 55 pts
SeverityFileLineSnippetContext
HIGHschema_registry/registry.py288except Exception:CODE
HIGHserver/services/attachment_service.py95except OSError:CODE
HIGHserver/services/attachment_service.py91except OSError:CODE
HIGHserver/services/websocket_manager.py25except Exception:CODE
HIGHserver/services/websocket_manager.py30except Exception:CODE
HIGHserver/services/websocket_manager.py84except Exception:CODE
HIGHutils/workspace_scanner.py56except (FileNotFoundError, PermissionError, OSError):CODE
HIGHutils/logger.py30except Exception:CODE
HIGHutils/logger.py35except Exception:CODE
HIGHfunctions/function_calling/code_executor.py63except Exception:CODE
HIGHfunctions/function_calling/file.py213except (FileNotFoundError, PermissionError, OSError):CODE
Deep Nesting58 hits · 52 pts
SeverityFileLineSnippetContext
LOWtools/validate_all_yamls.py25CODE
LOWfrontend/src/count_lines.py4CODE
LOWentity/messages.py289CODE
LOWentity/messages.py347CODE
LOWentity/configs/dynamic_base.py149CODE
LOWentity/configs/graph.py141CODE
LOWentity/configs/graph.py231CODE
LOWentity/configs/edge/edge_processor.py155CODE
LOWentity/configs/node/agent.py298CODE
LOWentity/configs/node/tooling.py101CODE
LOWruntime/node/splitter.py190CODE
LOWruntime/node/splitter.py240CODE
LOWruntime/node/splitter.py74CODE
LOWruntime/node/splitter.py158CODE
LOWruntime/node/agent/memory/simple_memory.py72CODE
LOWruntime/node/agent/memory/file_memory.py221CODE
LOWruntime/node/agent/providers/openai_provider.py596CODE
LOWruntime/node/agent/providers/openai_provider.py626CODE
LOWruntime/node/agent/providers/openai_provider.py673CODE
LOWruntime/node/agent/providers/gemini_provider.py110CODE
LOWruntime/node/agent/providers/gemini_provider.py168CODE
LOWruntime/node/agent/providers/gemini_provider.py254CODE
LOWruntime/node/agent/providers/gemini_provider.py408CODE
LOWruntime/node/agent/providers/gemini_provider.py454CODE
LOWruntime/node/agent/providers/gemini_provider.py528CODE
LOWruntime/node/agent/skills/manager.py132CODE
LOWruntime/node/agent/tool/tool_manager.py97CODE
LOWruntime/node/executor/loop_timer_executor.py25CODE
LOWruntime/node/executor/agent_executor.py614CODE
LOWruntime/node/executor/agent_executor.py963CODE
LOWserver/routes/workflows.py72CODE
LOWserver/routes/workflows.py157CODE
LOWserver/services/message_handler.py24CODE
LOWserver/services/attachment_service.py62CODE
LOWserver/services/session_execution.py34CODE
LOWserver/services/websocket_manager.py236CODE
LOWutils/workspace_scanner.py19CODE
LOWutils/function_manager.py42CODE
LOWutils/logger.py81CODE
LOWworkflow/topology_builder.py94CODE
LOWworkflow/topology_builder.py199CODE
LOWworkflow/graph_manager.py321CODE
LOWworkflow/executor/dynamic_edge_executor.py144CODE
LOWworkflow/executor/dynamic_edge_executor.py215CODE
LOWworkflow/executor/cycle_executor.py139CODE
LOWworkflow/executor/cycle_executor.py287CODE
LOWworkflow/executor/cycle_executor.py352CODE
LOWworkflow/executor/cycle_executor.py434CODE
LOWworkflow/executor/cycle_executor.py480CODE
LOWfunctions/edge_processor/transformers.py15CODE
LOWfunctions/function_calling/web.py42CODE
LOWfunctions/function_calling/web.py111CODE
LOWfunctions/function_calling/uv_related.py82CODE
LOWfunctions/function_calling/file.py169CODE
LOWfunctions/function_calling/deep_research.py195CODE
LOWfunctions/function_calling/deep_research.py301CODE
LOWcheck/check.py30CODE
LOWcheck/check_workflow.py25CODE
Structural Annotation Overuse25 hits · 50 pts
SeverityFileLineSnippetContext
LOW⚡frontend/public/tutorial-en.md598#### Step 1: Identify Initial NodeCOMMENT
LOW⚡frontend/public/tutorial-en.md605#### Step 2: Build Scoped SubgraphCOMMENT
LOW⚡frontend/public/tutorial-en.md609#### Step 3: Nested Loop DetectionCOMMENT
LOW⚡frontend/public/tutorial-en.md613#### Step 4: Inner Topological SortCOMMENT
LOW⚡frontend/public/tutorial-en.md618#### Step 5: Layered ExecutionCOMMENT
LOW⚡frontend/public/tutorial-en.md624#### Step 6: Exit Condition CheckCOMMENT
LOWdocs/user_guide/en/ws_frontend_logic.md18### Step 1: File Selection Triggers WatchCOMMENT
LOWdocs/user_guide/en/ws_frontend_logic.md26### Step 2: WebSocket DisconnectionCOMMENT
LOWdocs/user_guide/en/ws_frontend_logic.md42### Step 3: Load YAMLCOMMENT
LOWdocs/user_guide/en/ws_frontend_logic.md53### Step 4: WebSocket ReconnectionCOMMENT
LOW⚡docs/user_guide/en/ws_frontend_logic.md79### Step 1: Button Click HandlerCOMMENT
LOW⚡docs/user_guide/en/ws_frontend_logic.md88### Step 2: WebSocket DisconnectionCOMMENT
LOW⚡docs/user_guide/en/ws_frontend_logic.md98### Step 3: Load YAMLCOMMENT
LOW⚡docs/user_guide/en/ws_frontend_logic.md104### Step 4: WebSocket ReconnectionCOMMENT
LOW⚡docs/user_guide/en/ws_frontend_logic.md114## Step 5: Launch Button Clicked (After Reconnection)COMMENT
LOW⚡docs/user_guide/en/execution_logic.md83#### Step 1: Unique Initial Node IdentificationCOMMENT
LOW⚡docs/user_guide/en/execution_logic.md89#### Step 2: Build Scoped SubgraphCOMMENT
LOW⚡docs/user_guide/en/execution_logic.md93#### Step 3: Nested Cycle DetectionCOMMENT
LOW⚡docs/user_guide/en/execution_logic.md97#### Step 4: Inner Super Node Construction and Topological SortCOMMENT
LOW⚡docs/user_guide/en/execution_logic.md106#### Step 5: Layered ExecutionCOMMENT
LOW⚡docs/user_guide/en/execution_logic.md112#### Step 6: Exit Condition CheckCOMMENT
LOWworkflow/executor/cycle_executor.py105 # Step 2: Validate cycle entry uniquenessCOMMENT
LOWworkflow/executor/cycle_executor.py125 # Step 4: Execute cycle with iterationsCOMMENT
LOWworkflow/executor/cycle_executor.py215 # Step 1: Detect nested cycles in the scoped subgraphCOMMENT
LOWworkflow/executor/cycle_executor.py239 # Step 4: Check if initial node is retriggeredCOMMENT
Modern Structural Boilerplate36 hits · 36 pts
SeverityFileLineSnippetContext
LOWschema_registry/registry.py73def _update_metadata(target: MutableMapping[str, Any], new_items: Mapping[str, Any] | None) -> None:CODE
LOWschema_registry/__init__.py32__all__ = [CODE
LOWentity/enum_options.py70__all__ = [CODE
LOWentity/configs/__init__.py28__all__ = [CODE
LOWentity/configs/edge/__init__.py10__all__ = [CODE
LOWentity/configs/node/__init__.py12__all__ = [CODE
LOWruntime/__init__.py3__all__ = ["WorkflowMetaInfo", "WorkflowRunResult", "run_workflow"]CODE
LOWruntime/edge/processors/registry.py76__all__ = [CODE
LOWruntime/edge/processors/__init__.py6__all__ = [CODE
LOWruntime/edge/conditions/registry.py86__all__ = [CODE
LOWruntime/edge/conditions/__init__.py6__all__ = [CODE
LOWruntime/node/agent/memory/embedding.py15logger = logging.getLogger(__name__)CODE
LOW⚡runtime/node/agent/memory/registry.py58__all__ = [CODE
LOWruntime/node/agent/memory/__init__.py4__all__ = [CODE
LOWruntime/node/agent/memory/mem0_memory.py18logger = logging.getLogger(__name__)CODE
LOWruntime/node/agent/memory/simple_memory.py20logger = logging.getLogger(__name__)CODE
LOWruntime/node/agent/memory/file_memory.py24logger = logging.getLogger(__name__)CODE
LOWruntime/node/agent/providers/__init__.py4__all__ = [CODE
LOW⚡runtime/node/agent/thinking/registry.py57__all__ = [CODE
LOWruntime/node/agent/thinking/__init__.py4__all__ = [CODE
LOWruntime/node/agent/skills/__init__.py3__all__ = [CODE
LOWruntime/node/agent/tool/tool_manager.py27logger = logging.getLogger(__name__)CODE
LOWruntime/node/agent/tool/__init__.py3__all__ = [CODE
LOWruntime/node/executor/__init__.py13__all__ = [CODE
LOWruntime/node/executor/agent_executor.py1253 def _update_memory(self, node: Node, input_data: str, inputs: List[Message], result: Message | str) -> None:CODE
LOWserver/config_schema_router.py71__all__ = ["router"]CODE
LOWserver/routes/__init__.py19__all__ = ["ALL_ROUTERS"]CODE
LOWserver/services/session_execution.py22 def set_waiting_for_input(self, session_id: str, node_id: str, input_data: Dict[str, Any]) -> None:CODE
LOWserver/services/session_store.py101 def update_session_status(self, session_id: str, status: SessionStatus, **kwargs: Any) -> None:CODE
LOWserver/services/session_store.py112 def set_session_error(self, session_id: str, error_message: str) -> None:CODE
LOWutils/schema_exporter.py135__all__ = [CODE
LOWutils/attachments.py213 def update_remote_file_id(self, attachment_id: str, remote_file_id: str) -> None:CODE
LOWutils/function_catalog.py348__all__ = [CODE
LOWworkflow/subgraph_loader.py81__all__ = ["load_subgraph_config"]CODE
LOWworkflow/runtime/__init__.py12__all__ = [CODE
LOWworkflow/hooks/__init__.py5__all__ = ["WorkspaceArtifactHook", "WorkspaceArtifact"]CODE
Docstring Block Structure5 hits · 25 pts
SeverityFileLineSnippetContext
HIGHruntime/node/splitter.py201Factory function to create appropriate splitter. Args: split_type: One of 'message', 'regex', 'json_patSTRING
HIGHruntime/node/executor/factory.py39Create an executor for the requested node type. Args: node_type: Registered node type name STRING
HIGHruntime/node/executor/base.py79Execute the node logic. Args: node: Node definition to execute inputs: Input quSTRING
HIGHworkflow/executor/cycle_executor.py140 Validate that exactly one node in the cycle is triggered by external edges. Args: cycle_idSTRING
HIGHfunctions/function_calling/file.py366 Persist data to a workspace file while optionally registering it as an attachment. Args: path: RelativSTRING
Redundant / Tautological Comments9 hits · 14 pts
SeverityFileLineSnippetContext
LOWruntime/node/agent/providers/gemini_provider.py185 # Check if we should inline this attachment as textCOMMENT
LOWruntime/node/executor/loop_timer_executor.py47 # Check if time limit has been reachedCOMMENT
LOWworkflow/graph.py567 # Check if any incoming edge has dynamic configurationCOMMENT
LOWworkflow/graph.py784 # Check if node has outputCOMMENT
LOWworkflow/executor/cycle_executor.py157 # Check if any external predecessor (node outside the cycle) triggers this nodeCOMMENT
LOWworkflow/executor/cycle_executor.py329 # Check if the edge from pred to node has trigger=trueCOMMENT
LOWworkflow/executor/cycle_executor.py567 # Check if node is triggered (unless force_execute is True)COMMENT
LOWworkflow/executor/cycle_executor.py579 # Check if any external node was triggeredCOMMENT
LOWfunctions/function_calling/web.py145 # Check if limit reachedCOMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMruntime/node/agent/memory/embedding.py173 # Load the local embedding model (e.g., sentence-transformers)COMMENT
MEDIUMruntime/node/executor/agent_executor.py747 # But strict routing is safer. If spec not found, it's a hallucination or error.COMMENT
AI Structural Patterns6 hits · 6 pts
SeverityFileLineSnippetContext
LOWutils/token_tracker.py138CODE
LOWutils/attachments.py72CODE
LOWutils/middleware.py78CODE
LOWutils/middleware.py87CODE
LOWfunctions/function_calling/uv_related.py222CODE
LOWfunctions/function_calling/file.py710CODE
Verbosity Indicators4 hits · 6 pts
SeverityFileLineSnippetContext
LOWworkflow/executor/cycle_executor.py105 # Step 2: Validate cycle entry uniquenessCOMMENT
LOWworkflow/executor/cycle_executor.py125 # Step 4: Execute cycle with iterationsCOMMENT
LOWworkflow/executor/cycle_executor.py215 # Step 1: Detect nested cycles in the scoped subgraphCOMMENT
LOWworkflow/executor/cycle_executor.py239 # Step 4: Check if initial node is retriggeredCOMMENT
Cross-Language Confusion1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHfunctions/edge_processor/transformers.py71 command = f"cd {workspace_root} && dir && uv run main.py"CODE
Over-Commented Block3 hits · 3 pts
SeverityFileLineSnippetContext
LOWentity/configs/node/agent.py461 description="Call parameters (temperature, top_p, etc.)",COMMENT
LOWentity/configs/node/tooling.py81 # "parameters": ConfigFieldSpec(COMMENT
LOWfunctions/function_calling/file.py121 # # Attachment store (user uploads or files registered via load_file)COMMENT
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMworkflow/graph_manager.py126 # Create a single layer with all nodesCOMMENT
Slop Phrases2 hits · 2 pts
SeverityFileLineSnippetContext
LOWyaml_instance/ChatDev_v1.yaml253 Test Reports of Source Codes: You should use `uv_run` function to run the code (don't forget to set timeout foCODE
LOWyaml_instance/ChatDev_v1.yaml469 If you need to run the code, don't forget to set timeout.CODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWfrontend/src/pages/WorkflowWorkbench.vue28 <div v-else class="placeholder">CODE
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWserver/services/batch_run_service.py57 async def run_task(task: BatchTask) -> None:CODE