SuanmoSuanyangTechnology/MemoryBear

17.9

Adjusted Score

17.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

4.8K

Stars

Python

Language

395.4K

Lines of Code

1.6K

Files

5.6K

Pattern Hits

2026-07-14

Scan Date

0.18

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 290MEDIUM 333LOW 4961

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 5584 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Excessive Try-Catch Wrapping1725 hits · 1636 pts

Severity	File	Line	Snippet	Context
LOW⚡	sandbox/app/dependencies.py	28	except Exception as e:	CODE
LOW	sandbox/app/dependencies.py	83	except Exception as e:	CODE
LOW	sandbox/app/dependencies.py	132	except Exception as e:	CODE
LOW	sandbox/app/dependencies.py	164	except Exception as e:	CODE
LOW⚡	sandbox/app/middleware/concurrency.py	75	except Exception as exc:	CODE
LOW⚡	sandbox/app/middleware/concurrency.py	82	except Exception:	CODE
LOW	sandbox/app/core/executor.py	46	except Exception as e:	CODE
LOW	sandbox/app/services/nodejs_service.py	41	except Exception as e:	CODE
LOW	sandbox/app/services/python_service.py	48	except Exception as e:	CODE
LOW⚡	sandbox/app/services/python_service.py	66	except Exception as e:	CODE
LOW⚡	sandbox/app/services/python_service.py	79	except Exception as e:	CODE
LOW	api/check_code.py	37	except Exception as e:	CODE
LOW	api/app/aioRedis.py	85	except Exception as e:	CODE
LOW⚡	api/app/aioRedis.py	106	except Exception as e:	CODE
LOW⚡	api/app/aioRedis.py	114	except Exception as e:	CODE
LOW⚡	api/app/aioRedis.py	123	except Exception as e:	CODE
LOW	api/app/aioRedis.py	136	except Exception as e:	CODE
LOW	api/app/aioRedis.py	179	except Exception as e:	CODE
LOW	api/app/aioRedis.py	184	except Exception as e:	CODE
LOW	api/app/aioRedis.py	197	except Exception:	CODE
LOW	api/app/aioRedis.py	202	except Exception:	CODE
LOW	api/app/aioRedis.py	213	except Exception as e:	CODE
LOW⚡	api/app/tasks.py	209	except Exception:	CODE
LOW⚡	api/app/tasks.py	212	except Exception:	CODE
LOW⚡	api/app/tasks.py	218	except Exception:	CODE
LOW⚡	api/app/tasks.py	1865	except Exception as _count_e:	CODE
LOW⚡	api/app/tasks.py	1873	except Exception as _wt_e:	CODE
LOW⚡	api/app/tasks.py	1878	except Exception:	CODE
LOW⚡	api/app/tasks.py	2662	except Exception as e:	CODE
LOW⚡	api/app/tasks.py	2970	except Exception as e:	CODE
LOW⚡	api/app/tasks.py	3557	except Exception as e:	CODE
LOW⚡	api/app/tasks.py	3819	except Exception as e:	CODE
LOW⚡	api/app/tasks.py	3986	except Exception as e:	CODE
LOW⚡	api/app/tasks.py	3989	except Exception as e:	CODE
LOW⚡	api/app/tasks.py	3995	except Exception:	CODE
LOW	api/app/tasks.py	129	except Exception:	CODE
LOW	api/app/tasks.py	195	except Exception:	CODE
LOW	api/app/tasks.py	247	except Exception as e:	CODE
LOW	api/app/tasks.py	271	except Exception as e:	CODE
LOW	api/app/tasks.py	296	except Exception as e:	CODE
LOW	api/app/tasks.py	334	except Exception:	CODE
LOW	api/app/tasks.py	408	except Exception:	CODE
LOW	api/app/tasks.py	674	except Exception as e:	CODE
LOW	api/app/tasks.py	796	except Exception as exc:	CODE
LOW	api/app/tasks.py	800	except Exception as retry_exc:	CODE
LOW	api/app/tasks.py	880	except Exception as e:	CODE
LOW	api/app/tasks.py	893	except Exception:	CODE
LOW	api/app/tasks.py	976	except Exception as e:	CODE
LOW	api/app/tasks.py	1061	except Exception as e:	CODE
LOW	api/app/tasks.py	1163	except Exception as e:	CODE
LOW	api/app/tasks.py	1227	except Exception as e:	CODE
LOW	api/app/tasks.py	1239	except Exception:	CODE
LOW	api/app/tasks.py	1246	except Exception:	CODE
LOW	api/app/tasks.py	1441	except Exception:	CODE
LOW	api/app/tasks.py	1535	except Exception as e:	CODE
LOW	api/app/tasks.py	1630	except Exception as e:	CODE
LOW	api/app/tasks.py	1693	except Exception:	CODE
LOW	api/app/tasks.py	1714	except Exception as e:	CODE
LOW	api/app/tasks.py	1721	except Exception as e:	CODE
LOW	api/app/tasks.py	1794	except Exception as e:	CODE
1665 more matches not shown…

Docstring Block Structure251 hits · 1255 pts

Severity	File	Line	Snippet	Context
HIGH	api/app/dependencies.py	42	Extract API Key from request headers Args: request: FastAPI Request object	STRING
HIGH	api/app/dependencies.py	568	Get App or Workspace from API Key Supports two API Key formats: 1. Authorization: Bearer <api_key>	STRING
HIGH	api/app/core/language_utils.py	25	校验语言参数，确保其为有效值。 Args: language: 待校验的语言代码，可以是 None、"zh"、"en" 或其他值 Returns: 有效的	STRING
HIGH	api/app/core/language_utils.py	67	从请求头获取并校验语言参数。这是一个便捷函数，用于在 controller 层统一处理 X-Language-Type Header。 Args: language_type:	STRING
HIGH	api/app/core/storage_strategy.py	183	Get the appropriate storage strategy for the given context. Args: context: The upl	STRING
HIGH	api/app/core/api_key_utils.py	97	校验 end_user 是否存在且属于指定 workspace。 Args: db: 数据库会话 end_user_id: 终端用户 ID workspace_id: 工作空间 ID	STRING
HIGH	api/app/core/upload_policies.py	66	根据上传上下文获取对应的上传策略 Args: context: 上传上下文 Returns: 对应的上传策略 Raises:	STRING
HIGH	api/app/core/tools/langchain_adapter.py	198	根据工具参数创建Pydantic schema Args: parameters: 工具参数列表 operation: 特定操作（用于过滤参数）	STRING
HIGH	api/app/core/tools/base.py	80	验证参数 Args: parameters: 输入参数 Returns: 验证错误字典，空字典表示验证通过	STRING
HIGH	api/app/core/memory/llm_tools/openai_embedder.py	62	生成嵌入向量实现 Args: messages: 文本列表 **kwargs: 额外参数 Returns: 嵌入向	STRING
HIGH	api/app/core/memory/llm_tools/embedder_client.py	68	生成嵌入向量 Args: messages: 文本列表 **kwargs: 额外参数 Returns: 嵌入向量列	STRING
HIGH	api/app/core/memory/llm_tools/embedder_client.py	107	带重试机制的嵌入向量生成接口 Args: messages: 文本列表 **kwargs: 额外参数 Returns:	STRING
HIGH	api/app/core/memory/llm_tools/embedder_client.py	133	为单个文本生成嵌入向量 Args: text: 单个文本 **kwargs: 额外参数 Returns: 嵌入向量	STRING
HIGH	api/app/core/memory/llm_tools/embedder_client.py	155	批量生成嵌入向量（支持大批量文本） Args: texts: 文本列表 batch_size: 每批处理的文本数量 **kwargs	STRING
HIGH	api/app/core/memory/llm_tools/llm_client.py	68	聊天接口 Args: messages: 消息列表，每个消息包含 role 和 content **kwargs: 额外参数 Return	STRING
HIGH	api/app/core/memory/llm_tools/llm_client.py	90	结构化输出接口 Args: messages: 消息列表 response_model: 期望的响应模型类型（Pydantic BaseModel）	STRING
HIGH	api/app/core/memory/llm_tools/llm_client.py	130	带重试机制的聊天接口 Args: messages: 消息列表 **kwargs: 额外参数 Returns: L	STRING
HIGH	api/app/core/memory/llm_tools/llm_client.py	161	带重试机制的结构化输出接口 Args: messages: 消息列表 response_model: 期望的响应模型类型 **kwa	STRING
HIGH	api/app/core/memory/llm_tools/openai_client.py	73	聊天接口实现 Args: messages: 消息列表 **kwargs: 额外参数 Returns: LLM 响	STRING
HIGH	api/app/core/memory/llm_tools/openai_client.py	109	结构化输出接口实现 Args: messages: 消息列表 response_model: 期望的响应模型类型 **kwargs:	STRING
HIGH	api/app/core/memory/utils/llm/llm_utils.py	146	Get LLM client from MemoryConfig object. Args: memory_config: Configuration containing llm_	STRING
HIGH	api/app/core/memory/utils/llm/llm_utils.py	164	Get embedder client from MemoryConfig object. Args: memory_config: Configuration containing	STRING
HIGH	api/app/core/memory/utils/llm/llm_utils.py	182	Get reranker client from MemoryConfig object. Args: memory_config: Configuration containing	STRING
HIGH	api/app/core/memory/utils/llm/llm_utils.py	202	Get LLM client from MemoryConfig object. DEPRECATED: Use MemoryClientFactory(db).get_llm_client_from_config(mem	STRING
HIGH	api/app/core/memory/utils/embedder/embedder_utils.py	18	Get embedder client from MemoryConfig object. PREFERRED METHOD: Use this function in production code w	STRING
HIGH	api/app/core/memory/utils/embedder/embedder_utils.py	44	Get embedder client by model ID. LEGACY/TEST METHOD: Use this function only for: - Test/evaluation	STRING
HIGH	…app/core/memory/utils/validation/ontology_validator.py	49	Validate that a class name follows OWL naming conventions. Validation rules: 1. Must not be emp	STRING
HIGH	…app/core/memory/utils/validation/ontology_validator.py	115	Attempt to sanitize an invalid class name into a valid format. Sanitization steps: 1. Strip whi	STRING
HIGH	…app/core/memory/utils/validation/ontology_validator.py	179	Remove duplicate ontology classes based on case-insensitive name comparison. When duplicates are found,	STRING
HIGH	…app/core/memory/utils/validation/ontology_validator.py	234	Truncate a description to a maximum length. If the description exceeds max_length, it will be truncated	STRING
HIGH	api/app/core/memory/utils/validation/owl_validator.py	53	Validate extracted ontology classes against OWL standards. This method creates an OWL ontology from the	STRING
HIGH	api/app/core/memory/utils/validation/owl_validator.py	256	Export ontology to OWL file in specified format. Supported formats: - rdfxml: RDF/XML format (d	STRING
HIGH	api/app/core/memory/utils/validation/owl_validator.py	521	Validate that ontology classes are compatible with Protégé editor. Protégé compatibility checks:	STRING
HIGH	api/app/core/memory/utils/validation/owl_validator.py	592	从 OWL 内容解析出本体类型支持解析 RDF/XML、Turtle 和 JSON 格式的 OWL 文件，提取其中定义的 owl:Class 及其 rdfs:label 和 rdfs:c	STRING
HIGH	api/app/core/memory/agent/utils/template_tools.py	49	Load a template from disk with caching. Args: template_name: Relative path to temp	STRING
HIGH	api/app/core/memory/agent/utils/template_tools.py	77	Load and render a Jinja2 template. Args: template_name: Relative path to template	STRING
HIGH	api/app/core/memory/models/base_response.py	36	Handle cases where LLM returns a list instead of a dict. Some LLMs may wrap the response in a list like [{"fiel	STRING
HIGH	api/app/core/memory/models/ontology_scenario_models.py	74	Validate that the class name follows PascalCase convention. PascalCase rules: - Must start with an uppe	STRING
HIGH	…/extraction_engine/extraction_pipeline_orchestrator.py	145	Run a critical coroutine concurrently with sidecar steps. Args: critical_coro: The awaitable for th	STRING
HIGH	…es/extraction_engine/deduplication/entity_dedup_llm.py	295	Use LLM to assist fuzzy deduplication among candidate entity pairs and produce an `id_redirect` mapping plus au	STRING
HIGH	…action_engine/knowledge_extraction/chunk_extraction.py	81	Process a dialogue by generating chunks and adding them to the DialogData object. Args: dialogue: T	STRING
HIGH	…action_engine/knowledge_extraction/chunk_extraction.py	147	Save the chunking results to a file and return the output path. Args: chunks: List of Chunk objects	STRING
HIGH	…ion_engine/knowledge_extraction/ontology_extraction.py	69	Extract ontology classes from a scenario description. This is the main extraction method that orchestra	STRING
HIGH	…ion_engine/knowledge_extraction/ontology_extraction.py	269	Call LLM to extract ontology classes from scenario. This method renders the extraction prompt using the	STRING
HIGH	…e_services/forgetting_engine/access_history_manager.py	81	记录节点访问并原子性更新所有相关字段 Args: node_id: 节点ID node_label: 节点标签（Statement, Ext	STRING
HIGH	…e_services/forgetting_engine/access_history_manager.py	509	原子性更新节点（使用 APOC 原子操作）使用 apoc.atomic.add 和 apoc.atomic.insert 保证并发安全，无需 version 字段和乐观	STRING
HIGH	…age_services/forgetting_engine/forgetting_scheduler.py	77	运行一次完整的遗忘周期 Args: end_user_id: 组 ID（可选，用于过滤特定组的节点） max_merge_	STRING
HIGH	…rage_services/forgetting_engine/forgetting_strategy.py	184	将 Statement 和 Entity 节点融合为 MemorySummary 节点融合过程： 1. 生成摘要内容（使用 LLM 或简单拼接） 2. 创	STRING
HIGH	…rage_services/forgetting_engine/forgetting_strategy.py	568	使用 LLM 生成高质量摘要 Args: statement_text: Statement 文本内容 entity_name: Entit	STRING
HIGH	…/storage_services/forgetting_engine/actr_calculator.py	73	Calculate memory activation value using the unified Memory Activation formula. This method com	STRING
HIGH	…/storage_services/forgetting_engine/memory_strength.py	51	Calculate the base-level activation B(i) for a memory item. Args: access_times: List of da	STRING
HIGH	…ory/storage_services/forgetting_engine/config_utils.py	25	计算遗忘速率公式：forgetting_rate = lambda_time / lambda_mem 这个计算将两个独立的 lambda 参数组合成一个统一的遗忘速率参数，用于 A	STRING
HIGH	…ory/storage_services/forgetting_engine/config_utils.py	67	从数据库加载 ACT-R 配置参数从 PostgreSQL 的 memory_config 表读取配置参数，并计算派生参数（如 forgetting_rate）。 Args:	STRING
HIGH	…ory/storage_services/forgetting_engine/config_utils.py	158	从数据库配置创建 ACTRCalculator 实例这是创建 ACTRCalculator 的推荐方式，确保使用数据库中的配置参数。 Args: db: 数据库会话	STRING
HIGH	…/core/memory/ontology_services/ontology_type_loader.py	33	从数据库加载场景的本体类型统一的本体类型加载逻辑，用于替代各处重复的加载代码。 Args: scene_id: 场景ID，如果为 None 则返回 None worksp	STRING
HIGH	api/app/core/memory/analytics/hot_memory_tags.py	26	使用LLM筛选标签列表，仅保留具有代表性的核心名词。 Args: tags: 原始标签列表 end_user_id: 用户组ID，用于获取配置 Retur	STRING
HIGH	…ore/memory/analytics/implicit_memory/habit_detector.py	54	Detect behavioral habits from user summaries. Args: user_id: Target user ID use	STRING
HIGH	…pp/core/memory/analytics/implicit_memory/llm_client.py	72	Get LLM client instance. Args: model_id: LLM model ID to use, defaults to default_model_id	STRING
HIGH	…pp/core/memory/analytics/implicit_memory/llm_client.py	125	Analyze user preferences from memory summaries. Args: user_summaries: List of user memory s	STRING
HIGH	…pp/core/memory/analytics/implicit_memory/llm_client.py	176	Analyze user personality dimensions from memory summaries. Args: user_summaries: List of us	STRING
191 more matches not shown…

Hyper-Verbose Identifiers1256 hits · 1154 pts

Severity	File	Line	Snippet	Context
LOW⚡	sandbox/app/dependencies.py	37	async def install_python_dependencies():	CODE
LOW	sandbox/app/dependencies.py	137	async def update_dependencies_periodically():	CODE
LOW	sandbox/app/core/runners/nodejs/env.py	80	async def prepare_nodejs_dependencies_env():	CODE
LOW	sandbox/app/core/runners/python/env.py	79	async def prepare_python_dependencies_env():	CODE
LOW⚡	sandbox/app/services/python_service.py	70	async def update_python_dependencies():	CODE
LOW⚡	api/app/tasks.py	4005	def scan_workflow_schedule_triggers():	CODE
LOW	api/app/tasks.py	162	def _upload_kb_file_content_sync(kb_id: uuid.UUID, file_id: uuid.UUID, file_ext: str, content: bytes) -> str:	CODE
LOW	api/app/tasks.py	229	def _get_or_create_redis_pool() -> redis.ConnectionPool \| None:	CODE
LOW	api/app/tasks.py	319	def _shutdown_loop_gracefully(loop: asyncio.AbstractEventLoop):	CODE
LOW	api/app/tasks.py	867	def _mark_graphrag_dispatched(doc):	CODE
LOW	api/app/tasks.py	982	def build_graphrag_for_document(document_id: str, knowledge_id: str):	CODE
LOW	api/app/tasks.py	1922	def _should_skip_reflection_by_inactivity(db, end_user_id: str, inactive_hours: int \| None = None) -> bool:	CODE
LOW	api/app/tasks.py	2514	def write_all_workspaces_memory_task(self) -> Dict[str, Any]:	CODE
LOW	api/app/tasks.py	2730	def scan_refresh_insight_summary_cache(self) -> Dict[str, Any]:	CODE
LOW	api/app/tasks.py	2829	def do_refresh_insight_summary_cache(	CODE
LOW	api/app/tasks.py	2909	def run_forgetting_cycle_task(self, config_id: Optional[uuid.UUID] = None) -> Dict[str, Any]:	CODE
LOW	api/app/tasks.py	2992	def update_implicit_emotions_storage(self) -> Dict[str, Any]:	CODE
LOW	api/app/tasks.py	3281	def init_implicit_emotions_for_users(self, end_user_ids: List[str]) -> Dict[str, Any]:	CODE
LOW	api/app/tasks.py	3386	def init_interest_distribution_for_users(self, end_user_ids: List[str]) -> Dict[str, Any]:	CODE
LOW	api/app/tasks.py	3476	def refresh_hot_memory_tags_cache(self) -> Dict[str, Any]:	CODE
LOW	api/app/tasks.py	3579	def run_incremental_clustering(	CODE
LOW	api/app/tasks.py	3680	def init_community_clustering_for_users(self, end_user_ids: List[str], workspace_id: Optional[str] = None) -> Dict[	CODE
LOW	api/app/tasks.py	4052	def run_workflow_schedule_trigger(app_id: str, release_id: str, trigger_id: str, scheduled_at: str \| None = None):	CODE
LOW	api/app/query_ontology_matched_entities.py	39	async def get_entities_by_end_user_id(connector: Neo4jConnector, end_user_id: str) -> List[Dict[str, Any]]:	CODE
LOW	api/app/query_ontology_matched_entities.py	59	def get_ontology_types_from_scene(db, scene_id: UUID) -> Set[str]:	STRING
LOW	api/app/query_ontology_matched_entities.py	66	def get_ontology_types_from_config(db, config_id: UUID) -> Optional[Set[str]]:	CODE
LOW⚡	api/app/query_ontology_matched_entities.py	92	def get_general_ontology_types() -> Set[str]:	CODE
LOW⚡	api/app/query_ontology_matched_entities.py	105	async def query_ontology_matched_entities(end_user_id: str, config_id: Optional[str] = None):	CODE
LOW	api/app/main.py	177	async def validation_exception_handler(request: Request, exc: ValidationException):	CODE
LOW	api/app/main.py	250	async def pydantic_validation_exception_handler(request: Request, exc: PydanticValidationError):	CODE
LOW	api/app/main.py	328	async def not_found_exception_handler(request: Request, exc: ResourceNotFoundException):	CODE
LOW	api/app/main.py	353	async def permission_denied_handler(request: Request, exc: PermissionDeniedException):	CODE
LOW	api/app/main.py	379	async def authentication_exception_handler(request: Request, exc: AuthenticationException):	CODE
LOW	api/app/main.py	404	async def authorization_exception_handler(request: Request, exc: AuthorizationException):	CODE
LOW	api/app/main.py	429	async def file_upload_exception_handler(request: Request, exc: FileUploadException):	CODE
LOW	api/app/main.py	455	async def rate_limit_exception_handler(request: Request, exc: RateLimitException):	CODE
LOW	api/app/main.py	490	async def business_exception_handler(request: Request, exc: BusinessException):	CODE
LOW	api/app/main.py	579	async def unhandled_exception_handler(request: Request, exc: Exception):	CODE
LOW⚡	api/app/dependencies.py	284	# async def require_workspace_access_for_app_create(	COMMENT
LOW⚡	api/app/dependencies.py	296	def _check_workspace_access_sync(db: Session, user: User, workspace_id: uuid.UUID) -> Workspace:	CODE
LOW	api/app/dependencies.py	417	def cur_workspace_access_guard():	CODE
LOW	api/app/dependencies.py	459	def cur_workspace_access_guard_self_db():	CODE
LOW	api/app/core/transaction_monitor.py	137	def _check_transaction_duration(	CODE
LOW	api/app/core/api_key_utils.py	69	def get_current_user_from_api_key(db: _Session, api_key_auth):	CODE
LOW	api/app/core/api_key_utils.py	92	def validate_end_user_in_workspace(	CODE
LOW	api/app/core/quota_manager.py	33	def _get_workspace_id_from_kwargs(kwargs: dict):	CODE
LOW	api/app/core/quota_manager.py	56	def _get_tenant_id_from_kwargs(db: Session, kwargs: dict):	CODE
LOW	api/app/core/quota_manager.py	149	def get_end_user_memory_limit(db: Session, tenant_id: UUID) -> Optional[int]:	CODE
LOW	api/app/core/quota_manager.py	190	def sum_knowledge_capacity_gb(self, tenant_id: UUID, workspace_id: Optional[UUID] = None) -> float:	CODE
LOW	api/app/core/quota_manager.py	411	def check_knowledge_capacity_quota(func: Callable) -> Callable:	CODE
LOW	api/app/core/quota_manager.py	446	def check_memory_engine_quota(func: Callable) -> Callable:	CODE
LOW	api/app/core/quota_manager.py	520	def check_ontology_project_quota(func: Callable) -> Callable:	CODE
LOW	api/app/core/quota_manager.py	576	def check_model_activation_quota(func: Callable) -> Callable:	CODE
LOW	api/app/core/quota_manager.py	716	def _build_per_workspace_detail(count_func, per_unit_limit):	CODE
LOW	api/app/core/uow.py	207	def _check_transaction_duration(self, duration: float):	CODE
LOW	api/app/core/uow.py	248	def create_user_and_workspace(uow):	STRING
LOW	api/app/core/api_key_auth.py	144	def extract_api_key_from_request(request: Request) -> Optional[str]:	CODE
LOW	api/app/core/api_key_auth.py	308	async def _log_api_key_usage_self_db(	CODE
LOW	api/app/core/rag_utils/chunk_insight.py	153	async def generate_chunk_insight_sections(	CODE
LOW	api/app/core/rag_utils/chunk_tags.py	120	async def extract_chunk_tags_with_frequency(chunks: List[str], max_tags: int = 10) -> List[Tuple[str, int]]:	CODE
1196 more matches not shown…

Decorative Section Separators253 hits · 848 pts

Severity	File	Line	Snippet	Context
MEDIUM	web/src/components/D3Graph/utils.ts	4	// ─── Colors ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	17	// ─── Arrow markers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	34	// ─── Zoom ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	46	// ─── Node drag ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	57	// ─── Cluster force ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	112	// ─── Group centers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	129	// ─── Community graph data transform ─────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	187	// ─── Hull helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	266	// ─── Hull render ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	324	// ─── Community graph init ─────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/utils.ts	478	// ─── Legend ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/types.ts	4	// ─── Raw input types (mirror of API response, no external dependency) ─────────	COMMENT
MEDIUM	web/src/components/D3Graph/types.ts	45	// ─── D3 graph types ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/components/D3Graph/CommunityGraph.tsx	14	// ─── Component ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…views/UserMemoryDetail/components/CommunityNetwork.tsx	11	// ─── Tooltip ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…views/UserMemoryDetail/components/CommunityNetwork.tsx	41	// ─── Component ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	sandbox/app/middleware/concurrency.py	23	# ------------------------------------------------------------------	COMMENT
MEDIUM	sandbox/app/middleware/concurrency.py	25	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sandbox/app/middleware/concurrency.py	64	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sandbox/app/middleware/concurrency.py	66	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sandbox/app/middleware/concurrency.py	85	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	sandbox/app/middleware/concurrency.py	87	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	api/app/tasks.py	2672	# ============================================================	COMMENT
MEDIUM⚡	api/app/tasks.py	2674	# ============================================================	COMMENT
MEDIUM⚡	api/app/tasks.py	2979	# =============================================================================	COMMENT
MEDIUM⚡	api/app/tasks.py	2981	# =============================================================================	COMMENT
MEDIUM⚡	api/app/tasks.py	3566	# =============================================================================	COMMENT
MEDIUM⚡	api/app/tasks.py	3568	# =============================================================================	COMMENT
MEDIUM⚡	api/app/tasks.py	3828	# ─── User Metadata Extraction Task ───────────────────────────────────────────	COMMENT
MEDIUM⚡	api/app/tasks.py	3830	# ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	api/app/tasks.py	3832	# ──────────────────────────────────────────────	COMMENT
MEDIUM	api/app/tasks.py	66	# ── 预编译文件类型正则 & 常量 ──────────────────────────────────	COMMENT
MEDIUM	api/app/tasks.py	3268	# =============================================================================	COMMENT
MEDIUM	api/app/tasks.py	3375	# =============================================================================	COMMENT
MEDIUM⚡	api/app/dependencies.py	292	# ----------------------	COMMENT
MEDIUM⚡	api/app/dependencies.py	294	# ----------------------	COMMENT
MEDIUM	api/app/dependencies.py	233	# ----------------------	COMMENT
MEDIUM	api/app/dependencies.py	235	# ----------------------	COMMENT
MEDIUM	api/app/core/config.py	12	# ========================================================================	COMMENT
MEDIUM	api/app/core/config.py	14	# ========================================================================	COMMENT
MEDIUM⚡	api/app/core/config.py	160	# ========================================================================	COMMENT
MEDIUM⚡	api/app/core/config.py	162	# ========================================================================	COMMENT
MEDIUM	api/app/core/config.py	190	# ========================================================================	COMMENT
MEDIUM	api/app/core/config.py	192	# ========================================================================	COMMENT
MEDIUM	api/app/core/config.py	347	# ========================================================================	COMMENT
MEDIUM	api/app/core/config.py	349	# ========================================================================	COMMENT
MEDIUM	api/app/core/config.py	369	# ========================================================================	COMMENT
MEDIUM	api/app/core/config.py	371	# ========================================================================	COMMENT
MEDIUM	api/app/core/logging_config.py	388	# =====================================	STRING
MEDIUM	api/app/core/quota_manager.py	329	# ─── 具名装饰器 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/quota_manager.py	679	# ─── 配额使用统计 ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/rag_utils/chunk_insight.py	29	# ── LLM client helper ────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/rag_utils/chunk_insight.py	50	# ── Domain analysis helpers (kept for building prompt inputs) ─────────────────	COMMENT
MEDIUM	api/app/core/rag_utils/chunk_insight.py	103	# ── Section parser ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/rag_utils/chunk_insight.py	130	# ── Public API ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/rag_utils/chunk_summary.py	20	# ── Schema ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/rag_utils/chunk_summary.py	41	# ── LLM client helper ────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/rag_utils/chunk_summary.py	62	# ── Core function ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/memory/memory_service.py	76	# ──────────────────────────────────────────────	COMMENT
MEDIUM	api/app/core/memory/memory_service.py	78	# ──────────────────────────────────────────────	COMMENT
193 more matches not shown…

Unused Imports896 hits · 798 pts

Severity	File	Line	Context
LOW	sandbox/main.py	9	CODE
LOW	api/app/db.py	1	CODE
LOW	api/app/celery_app.py	147	CODE
LOW	api/app/celery_worker.py	6	CODE
LOW	api/app/celery_worker.py	8	CODE
LOW	api/app/celery_worker.py	17	CODE
LOW	api/app/celery_worker.py	21	CODE
LOW	api/app/celery_worker.py	21	CODE
LOW	api/app/celery_worker.py	21	CODE
LOW	api/app/main.py	10	CODE
LOW	api/app/dependencies.py	2	CODE
LOW	api/app/dependencies.py	15	CODE
LOW	api/app/dependencies.py	427	CODE
LOW	api/app/dependencies.py	473	CODE
LOW	api/app/core/transaction_monitor.py	10	CODE
LOW	api/app/core/logging_config.py	3	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/quota_stub.py	8	CODE
LOW	api/app/core/sensitive_filter.py	6	CODE
LOW	api/app/core/uow.py	17	CODE
LOW	api/app/core/rag_utils/__init__.py	5	CODE
LOW	api/app/core/rag_utils/__init__.py	6	CODE
LOW	api/app/core/rag_utils/__init__.py	6	CODE
LOW	api/app/core/rag_utils/__init__.py	7	CODE
LOW	api/app/core/rag_utils/__init__.py	7	CODE
LOW	api/app/core/tools/__init__.py	3	CODE
LOW	api/app/core/tools/__init__.py	3	CODE
LOW	api/app/core/tools/__init__.py	3	CODE
LOW	api/app/core/tools/__init__.py	4	CODE
LOW	api/app/core/tools/__init__.py	5	CODE
LOW	api/app/core/tools/mcp/client.py	4	CODE
LOW	api/app/core/tools/mcp/client.py	162	CODE
LOW	api/app/core/tools/mcp/service_manager.py	3	CODE
LOW	api/app/core/tools/mcp/service_manager.py	4	CODE
LOW	api/app/core/tools/mcp/__init__.py	4	CODE
LOW	api/app/core/tools/mcp/__init__.py	4	CODE
LOW	api/app/core/tools/mcp/__init__.py	4	CODE
LOW	api/app/core/tools/mcp/__init__.py	5	CODE
LOW	api/app/core/tools/mcp/__init__.py	5	CODE
LOW	api/app/core/tools/mcp/__init__.py	6	CODE
LOW	api/app/core/tools/workflow/__init__.py	1	CODE
LOW	api/app/core/tools/custom/__init__.py	3	CODE
LOW	api/app/core/tools/custom/__init__.py	4	CODE
LOW	api/app/core/tools/custom/__init__.py	5	CODE
LOW	api/app/core/tools/builtin/__init__.py	3	CODE
LOW	api/app/core/tools/builtin/__init__.py	4	CODE
LOW	api/app/core/tools/builtin/__init__.py	5	CODE
LOW	api/app/core/tools/builtin/__init__.py	6	CODE
LOW	api/app/core/tools/builtin/__init__.py	7	CODE
836 more matches not shown…

Deep Nesting517 hits · 452 pts

Severity	File	Line	Context
LOW	sandbox/app/middleware/concurrency.py	42	CODE
LOW	sandbox/app/middleware/concurrency.py	67	CODE
LOW	sandbox/app/core/runners/nodejs/env.py	37	CODE
LOW	sandbox/app/core/runners/nodejs/nodejs_runner.py	48	CODE
LOW	sandbox/app/core/runners/python/python_runner.py	64	CODE
LOW	sandbox/app/core/runners/python/env.py	36	CODE
LOW	api/app/aioRedis.py	160	CODE
LOW	api/app/tasks.py	389	CODE
LOW	api/app/tasks.py	1067	CODE
LOW	api/app/tasks.py	1251	CODE
LOW	api/app/tasks.py	1729	CODE
LOW	api/app/tasks.py	2013	CODE
LOW	api/app/tasks.py	2222	CODE
LOW	api/app/tasks.py	2514	CODE
LOW	api/app/tasks.py	2730	CODE
LOW	api/app/tasks.py	2829	CODE
LOW	api/app/tasks.py	2992	CODE
LOW	api/app/tasks.py	3281	CODE
LOW	api/app/tasks.py	3680	CODE
LOW	api/app/tasks.py	3845	CODE
LOW	api/app/tasks.py	2527	CODE
LOW	api/app/tasks.py	3012	CODE
LOW	api/app/tasks.py	3295	CODE
LOW	api/app/tasks.py	3696	CODE
LOW	api/app/celery_task_scheduler.py	160	CODE
LOW	api/app/celery_task_scheduler.py	400	CODE
LOW	api/app/query_ontology_matched_entities.py	105	CODE
LOW	api/app/main.py	250	CODE
LOW	api/app/dependencies.py	564	CODE
LOW	api/app/core/sensitive_filter.py	70	CODE
LOW	api/app/core/quota_manager.py	56	CODE
LOW	api/app/core/api_key_auth.py	26	CODE
LOW	api/app/core/api_key_auth.py	183	CODE
LOW	api/app/core/api_key_auth.py	48	CODE
LOW	api/app/core/api_key_auth.py	206	CODE
LOW	api/app/core/api_key_auth.py	50	CODE
LOW	api/app/core/api_key_auth.py	208	CODE
LOW	api/app/core/rag_utils/chunk_insight.py	31	CODE
LOW	api/app/core/rag_utils/chunk_summary.py	43	CODE
LOW	api/app/core/rag_utils/chunk_summary.py	64	CODE
LOW	api/app/core/rag_utils/chunk_tags.py	24	CODE
LOW	api/app/core/tools/langchain_adapter.py	92	CODE
LOW	api/app/core/tools/mcp/client.py	143	CODE
LOW	api/app/core/tools/mcp/client.py	249	CODE
LOW	api/app/core/tools/workflow/base.py	60	CODE
LOW	api/app/core/tools/workflow/base.py	102	CODE
LOW	api/app/core/tools/custom/schema_parser.py	93	CODE
LOW	api/app/core/tools/custom/schema_parser.py	342	CODE
LOW	api/app/core/tools/custom/schema_parser.py	407	CODE
LOW	api/app/core/tools/custom/auth_manager.py	26	CODE
LOW	api/app/core/tools/custom/auth_manager.py	102	CODE
LOW	api/app/core/tools/custom/auth_manager.py	141	CODE
LOW	api/app/core/tools/custom/auth_manager.py	204	CODE
LOW	api/app/core/tools/custom/auth_manager.py	234	CODE
LOW	api/app/core/tools/custom/auth_manager.py	392	CODE
LOW	api/app/core/tools/custom/auth_manager.py	507	CODE
LOW	api/app/core/tools/custom/base.py	151	CODE
LOW	api/app/core/tools/custom/base.py	272	CODE
LOW	api/app/core/tools/builtin/json_tool.py	95	CODE
LOW	api/app/core/tools/builtin/json_tool.py	264	CODE
457 more matches not shown…

Modern Structural Boilerplate238 hits · 236 pts

Severity	File	Line	Snippet	Context
LOW	api/app/aioRedis.py	14	logger = logging.getLogger(__name__)	CODE
LOW	api/app/celery_worker.py	77	__all__ = ['celery_app']	CODE
LOW	api/app/core/quota_stub.py	24	__all__ = [	CODE
LOW	api/app/core/rag_utils/__init__.py	9	__all__ = [	CODE
LOW	api/app/core/tools/__init__.py	23	__all__ = [	CODE
LOW	api/app/core/tools/mcp/__init__.py	8	__all__ = [	CODE
LOW	api/app/core/tools/workflow/__init__.py	3	__all__ = ["WorkflowAsTool"]	CODE
LOW	api/app/core/tools/custom/__init__.py	7	__all__ = [	CODE
LOW	api/app/core/tools/builtin/__init__.py	10	__all__ = [	CODE
LOW	api/app/core/memory/memory_service.py	27	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/llm_tools/openai_embedder.py	19	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/llm_tools/__init__.py	13	__all__ = [	CODE
LOW	api/app/core/memory/llm_tools/embedder_client.py	23	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/llm_tools/llm_client.py	24	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/llm_tools/chunker_client.py	31	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/llm_tools/openai_client.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	api/app/core/memory/pipelines/dispatcher.py	28	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/pipelines/pruning_pipeline.py	28	logger = logging.getLogger(__name__)	CODE
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	45	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/pipelines/write_pipeline.py	1054	async def _update_stats_cache(self, result: ExtractionResult) -> None:	CODE
LOW	api/app/core/memory/pipelines/reflection_pipeline.py	24	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/pipelines/__init__.py	38	__all__ = [	CODE
LOW	api/app/core/memory/pipelines/memory_read.py	20	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/pipelines/pilot_write_pipeline.py	33	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/utils/__init__.py	55	__all__ = [	CODE
LOW	api/app/core/memory/utils/alias_utils.py	11	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/utils/visualization/__init__.py	18	__all__ = [	CODE
LOW	api/app/core/memory/utils/llm/__init__.py	14	__all__ = [	CODE
LOW	api/app/core/memory/utils/config/__init__.py	19	__all__ = [	CODE
LOW	api/app/core/memory/utils/config/get_data.py	20	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/utils/paths/__init__.py	13	__all__ = [	CODE
LOW	api/app/core/memory/utils/embedder/__init__.py	8	__all__ = [	CODE
LOW	api/app/core/memory/utils/ontology/__init__.py	12	__all__ = ["OntologyParser", "MultiOntologyParser"]	CODE
LOW	api/app/core/memory/utils/ontology/ontology_parser.py	40	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/utils/prompt/__init__.py	22	__all__ = [	CODE
LOW	api/app/core/memory/utils/log/__init__.py	16	__all__ = [	CODE
LOW	api/app/core/memory/utils/log/logging_utils.py	33	__all__ = [	CODE
LOW	api/app/core/memory/utils/data/__init__.py	27	__all__ = [	CODE
LOW	…app/core/memory/utils/validation/ontology_validator.py	17	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/utils/validation/__init__.py	10	__all__ = ['OntologyValidator', 'OWLValidator']	CODE
LOW	api/app/core/memory/utils/validation/owl_validator.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…app/core/memory/utils/debug/write_snapshot_recorder.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…ore/memory/utils/debug/reflection_snapshot_recorder.py	21	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/utils/debug/pipeline_snapshot.py	33	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/models/__init__.py	96	__all__ = [	CODE
LOW	api/app/core/memory/models/ontology_general_models.py	20	logger = logging.getLogger(__name__)	CODE
LOW	api/app/core/memory/models/metadata_models.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…/memory/storage_services/clustering_engine/__init__.py	3	__all__ = ["LabelPropagationEngine"]	CODE
LOW	…torage_services/clustering_engine/label_propagation.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…/storage_services/extraction_engine/sidecar_factory.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…/extraction_engine/extraction_pipeline_orchestrator.py	44	logger = logging.getLogger(__name__)	CODE
LOW	…/extraction_engine/deduplication/deduped_and_disamb.py	22	logger = logging.getLogger(__name__)	CODE
LOW⚡	…e_services/extraction_engine/deduplication/__init__.py	21	__all__ = [	CODE
LOW	…es/extraction_engine/deduplication/entity_dedup_llm.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…on_engine/knowledge_extraction/statement_extraction.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…on_engine/knowledge_extraction/embedding_generation.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…ion_engine/knowledge_extraction/ontology_extraction.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…rage_services/extraction_engine/steps/metadata_step.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…orage_services/extraction_engine/steps/triplet_step.py	17	logger = logging.getLogger(__name__)	CODE
LOW⚡	…storage_services/extraction_engine/steps/dedup_step.py	31	logger = logging.getLogger(__name__)	CODE
178 more matches not shown…

Cross-File Repetition27 hits · 135 pts

Severity	File	Snippet	Context
HIGH	api/app/core/rag_utils/chunk_insight.py	get llm client, preferring user-connected config with fallback to default.	STRING
HIGH	api/app/core/rag_utils/chunk_summary.py	get llm client, preferring user-connected config with fallback to default.	STRING
HIGH	api/app/core/rag_utils/chunk_tags.py	get llm client, preferring user-connected config with fallback to default.	STRING
HIGH	…ore/memory/analytics/implicit_memory/habit_detector.py	initialize the habit analyzer. args: db: database session llm_model_id: optional llm model id to use for analysis tenant	STRING
HIGH	…alytics/implicit_memory/analyzers/interest_analyzer.py	initialize the habit analyzer. args: db: database session llm_model_id: optional llm model id to use for analysis tenant	STRING
HIGH	…ytics/implicit_memory/analyzers/preference_analyzer.py	initialize the habit analyzer. args: db: database session llm_model_id: optional llm model id to use for analysis tenant	STRING
HIGH	…lytics/implicit_memory/analyzers/dimension_analyzer.py	initialize the habit analyzer. args: db: database session llm_model_id: optional llm model id to use for analysis tenant	STRING
HIGH	…/analytics/implicit_memory/analyzers/habit_analyzer.py	initialize the habit analyzer. args: db: database session llm_model_id: optional llm model id to use for analysis tenant	STRING
HIGH	api/app/core/rag/deepdoc/vision/recognizer.py	if you have trouble downloading huggingface models, -_^ this might help!! for linux: export hf_endpoint=https://hf-mirro	STRING
HIGH	api/app/core/rag/deepdoc/vision/ocr.py	if you have trouble downloading huggingface models, -_^ this might help!! for linux: export hf_endpoint=https://hf-mirro	STRING
HIGH	api/app/core/rag/deepdoc/parser/pdf_parser.py	if you have trouble downloading huggingface models, -_^ this might help!! for linux: export hf_endpoint=https://hf-mirro	STRING
HIGH	api/app/core/rag/graphrag/general/graph_extractor.py	reference: - [graphrag](https://github.com/microsoft/graphrag)	STRING
HIGH	api/app/core/rag/graphrag/general/leiden.py	reference: - [graphrag](https://github.com/microsoft/graphrag)	STRING
HIGH	…re/rag/graphrag/general/community_reports_extractor.py	reference: - [graphrag](https://github.com/microsoft/graphrag)	STRING
HIGH	api/app/core/rag/graphrag/general/entity_embedding.py	reference: - [graphrag](https://github.com/microsoft/graphrag)	STRING
HIGH	api/app/core/rag/graphrag/light/graph_extractor.py	reference: - [graphrag](https://github.com/microsoft/graphrag)	STRING
HIGH	api/app/core/storage/local.py	download a file from the storage backend. args: file_key: unique identifier for the file in the storage system. returns:	STRING
HIGH	api/app/core/storage/oss.py	download a file from the storage backend. args: file_key: unique identifier for the file in the storage system. returns:	STRING
HIGH	api/app/core/storage/s3.py	download a file from the storage backend. args: file_key: unique identifier for the file in the storage system. returns:	STRING
HIGH	api/app/core/storage/base.py	download a file from the storage backend. args: file_key: unique identifier for the file in the storage system. returns:	STRING
HIGH	api/app/core/storage/local.py	check if a file exists in the storage backend. args: file_key: unique identifier for the file in the storage system. ret	STRING
HIGH	api/app/core/storage/oss.py	check if a file exists in the storage backend. args: file_key: unique identifier for the file in the storage system. ret	STRING
HIGH	api/app/core/storage/s3.py	check if a file exists in the storage backend. args: file_key: unique identifier for the file in the storage system. ret	STRING
HIGH	api/app/core/storage/base.py	check if a file exists in the storage backend. args: file_key: unique identifier for the file in the storage system. ret	STRING
HIGH	api/app/controllers/document_controller.py	paged query file list - support filtering by kb_id and parent_id - support keyword search for file names - support dynam	STRING
HIGH	…app/controllers/service/rag_api_document_controller.py	paged query file list - support filtering by kb_id and parent_id - support keyword search for file names - support dynam	STRING
HIGH	api/app/controllers/service/rag_api_file_controller.py	paged query file list - support filtering by kb_id and parent_id - support keyword search for file names - support dynam	STRING

Over-Commented Block133 hits · 114 pts

Severity	File	Line	Snippet	Context
LOW	web/src/utils/timezones.ts	41	'America/New_York', // New York, USA	COMMENT
LOW	web/src/utils/timezones.ts	61	// 'Asia/Istanbul', // Istanbul, Turkey	COMMENT
LOW	web/src/utils/timezones.ts	81	// 'America/Denver', // Denver, USA	COMMENT
LOW	web/src/utils/timezones.ts	121	'Asia/Kolkata': hi_IN, // Kolkata, India - Hindi	COMMENT
LOW	web/src/utils/timezones.ts	141		COMMENT
LOW	web/src/utils/timezones.ts	161	// 'America/Toronto': 'en_CA', // Toronto, Canada - English (Canada)	COMMENT
LOW	web/src/utils/timezones.ts	181	// 'Africa/Cairo': 'ar_EG', // Cairo, Egypt - Arabic (Egypt)	COMMENT
LOW	web/src/views/MemoryExtractionEngine/constant.ts	161	},	COMMENT
LOW	web/src/views/MemoryExtractionEngine/constant.ts	181	// { label: 'threeHours', value: '3' },	COMMENT
LOW	web/src/views/MemoryExtractionEngine/constant.ts	201	// {	COMMENT
LOW	…/views/KnowledgeBase/components/CreateDatasetModal.tsx	81	// // 调用父组件传递的回调函数，传递选中的数据	COMMENT
LOW	…/src/views/KnowledgeBase/[knowledgeBaseId]/Private.tsx	341	{	COMMENT
LOW	…/src/views/KnowledgeBase/[knowledgeBaseId]/Private.tsx	361	// onClick: () => {	COMMENT
LOW	…/src/views/KnowledgeBase/[knowledgeBaseId]/Private.tsx	381	// label: t('knowledgeBase.importTemplate'),	COMMENT
LOW	web/src/views/Workflow/constant.ts	41	export const cannotRunNodes = [	COMMENT
LOW	web/src/views/Workflow/constant.ts	241	enabled: {	COMMENT
LOW	…ents/Properties/SubmitTypeList/SubmitTypeEditModal.tsx	21	},	COMMENT
LOW	sandbox/app/__init__.py	1	# -- coding: UTF-8 --	COMMENT
LOW	api/alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	api/alembic.ini	21	# string value is passed to ZoneInfo()	COMMENT
LOW	api/alembic.ini	41	# The path separator used here should be the separator specified by "version_path_separator" below.	COMMENT
LOW	api/alembic.ini	61	# output_encoding = utf-8	COMMENT
LOW	api/app/tasks.py	2361	result["elapsed_time"] = time.time() - start_time	COMMENT
LOW	api/app/tasks.py	2381	# "apply_id": "健康检查",	COMMENT
LOW	api/app/dependencies.py	241	# ) -> Workspace:	COMMENT
LOW	api/app/dependencies.py	261	# auth_logger.debug(f"超管同租户访问放行: user={current_user.id}, workspace={workspace_id}")	COMMENT
LOW	api/app/dependencies.py	281	# # 针对创建应用的请求体（包含 workspace_id）提供便捷校验	COMMENT
LOW	api/app/core/__init__.py	1	# -- coding: UTF-8 --	COMMENT
LOW	…re/memory/utils/visualization/forgetting_visualizer.py	361	config = ForgettingEngineConfig(offset=0.1, lambda_time=0.5, lambda_mem=0.5)	COMMENT
LOW	api/app/core/memory/utils/prompt/prompt_utils.py	181	json_schema=json_schema,	COMMENT
LOW	api/app/core/memory/models/variate_config.py	161	# ),	COMMENT
LOW	…/extraction_engine/deduplication/deduped_and_disamb.py	141	# TODO: fact_summary 功能暂时禁用，待后续开发完善后启用	COMMENT
LOW	…/extraction_engine/deduplication/deduped_and_disamb.py	161	# src_a = _extract_sources(fact_a)	COMMENT
LOW	…vices/reflection_engine/deterministic/cypher_merger.py	41	# async def fetch_degrees(	COMMENT
LOW	…vices/reflection_engine/deterministic/cypher_merger.py	61	# async def fetch_degrees_batch(	COMMENT
LOW	api/app/core/memory/src/search.py	461	) -> Dict[str, List[Dict[str, Any]]]:	COMMENT
LOW	api/app/core/memory/src/search.py	481	# base = float(it.get("combined_score", it.get("score", 0.0)) or 0.0)	COMMENT
LOW	api/app/core/memory/src/search.py	501	# """	COMMENT
LOW	api/app/core/memory/src/search.py	521		COMMENT
LOW	api/app/core/memory/src/search.py	541	# # Get model name for metadata	COMMENT
LOW	api/app/core/memory/src/search.py	561		COMMENT
LOW	api/app/core/memory/src/search.py	581	# item_text = extract_text(item)	COMMENT
LOW	api/app/core/memory/src/search.py	601	# - 0.0 means completely irrelevant	COMMENT
LOW	api/app/core/memory/src/search.py	621	# # Clamp to [0.0, 1.0]	COMMENT
LOW	api/app/core/memory/src/search.py	641	# item_copy["final_score"] = final_score	COMMENT
LOW	api/app/core/memory/src/search.py	661	# scored_items = []	COMMENT
LOW	api/app/core/memory/src/search.py	861		COMMENT
LOW	api/app/core/models/factory.py	1	# from typing import Optional	COMMENT
LOW	api/app/core/rag/llm/cv_model.py	441	if __name__ == "__main__":	COMMENT
LOW	api/app/core/rag/llm/cv_model.py	461	# image_path = "/Users/sbtjfdn/Downloads/记忆科学/files/aippt.cn.png"	COMMENT
LOW	api/app/core/rag/common/constants.py	141	# ENV_TRINO_USE_TLS = "TRINO_USE_TLS"	COMMENT
LOW	api/app/core/rag/common/constants.py	161	# ENV_MINERU_OUTPUT_DIR = "MINERU_OUTPUT_DIR"	COMMENT
LOW	api/app/core/workflow/nodes/base_config.py	121	#	COMMENT
LOW	api/app/core/workflow/nodes/base_node.py	661	"token_usage": None,	COMMENT
LOW	api/app/core/workflow/nodes/start/config.py	21	)	COMMENT
LOW	api/app/core/workflow/nodes/start/config.py	41	# VariableDefinition(	COMMENT
LOW	api/app/core/workflow/utils/__init__.py	1	# -- coding: UTF-8 --	COMMENT
LOW	api/app/core/workflow/adapters/dify/__init__.py	1	# -- coding: UTF-8 --	COMMENT
LOW	api/app/core/workflow/adapters/memory_bear/__init__.py	1	# -- coding: UTF-8 --	COMMENT
LOW	api/app/core/workflow/engine/__init__.py	1	# -- coding: UTF-8 --	COMMENT
73 more matches not shown…

Verbosity Indicators59 hits · 79 pts

Severity	File	Line	Snippet	Context
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	37	'upload', // Step 1: File upload	CODE
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	38	'complex', // Step 2: Error/warning display	CODE
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	39	'sureInfo', // Step 3: Information confirmation	CODE
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	40	'completed' // Step 4: Success message	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	95	case 0: // Step 1: Upload file	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	130	case 1: // Step 2: Error/warning display	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	144	case 2: // Step 3: Confirm information	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	215	case 0: // Step 1: Upload	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	229	case 3: // Step 4: Completed	CODE
LOW⚡	…views/ApplicationManagement/components/UploadModal.tsx	40	'upload', // Step 1: File upload	CODE
LOW⚡	…views/ApplicationManagement/components/UploadModal.tsx	41	'complex', // Step 2: Error/warning display	CODE
LOW⚡	…views/ApplicationManagement/components/UploadModal.tsx	42	'completed' // Step 4: Success message	CODE
LOW	…views/ApplicationManagement/components/UploadModal.tsx	96	case 0: // Step 1: Upload file	CODE
LOW	…views/ApplicationManagement/components/UploadModal.tsx	164	case 0: // Step 1: Upload	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	25	'receiveTask', // Step 1: Receive task	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	26	'analyTask', // Step 2: Analyze task intent	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	27	'dynamicMatchSkill', // Step 3: Dynamically match appropriate skill	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	28	'executeTask' // Step 4: Execute the task	CODE
LOW⚡	api/app/core/memory/pipelines/dispatcher.py	508	# Step 2: 解析 memory_config_id（走 workspace 默认配置，与滑动窗口路径一致）	COMMENT
LOW⚡	api/app/core/memory/pipelines/dispatcher.py	515	# Step 3: 逐条处理	COMMENT
LOW	api/app/core/memory/pipelines/dispatcher.py	466	# Step 1: 查询对话信息 + 未写入消息	COMMENT
LOW	api/app/core/memory/pipelines/dispatcher.py	537	# Step 4: 清理 pending_conversations Set	COMMENT
LOW	api/app/core/memory/pipelines/pruning_pipeline.py	108	# Step 1: 查询 Redis 缓存	COMMENT
LOW⚡	api/app/core/memory/pipelines/pruning_pipeline.py	136	# Step 2: 缓存未命中，调用 LLM 剪枝	COMMENT
LOW⚡	api/app/core/memory/pipelines/pruning_pipeline.py	146	# Step 3: 写入 Redis 缓存（TTL=86400s）	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	455	# Step 6: 摘要 - 生成情景记忆摘要	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	459	# Step 5: 聚类 - 增量更新社区（Celery 异步任务，无需持锁）	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	480	# Step 1: 预处理	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	509	# Step 2: 萃取	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	618	# Step 3: 存储	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	675	# Step 4: 聚类	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	723	# Step 5: 摘要	COMMENT
LOW	api/app/core/memory/pipelines/write_pipeline.py	344	# Step 1: 剪枝 - 构建 Pruned_Context	COMMENT
LOW	api/app/core/memory/pipelines/write_pipeline.py	393	# Step 2: 预处理 - 消息分块	COMMENT
LOW	api/app/core/memory/pipelines/write_pipeline.py	434	# Step 3: 萃取 - 知识提取	COMMENT
LOW	…ion_engine/knowledge_extraction/ontology_extraction.py	125	# Step 1: Call LLM for extraction with timeout	COMMENT
LOW	…ion_engine/knowledge_extraction/ontology_extraction.py	170	# Step 2: First-layer validation (string validation and cleaning)	COMMENT
LOW⚡	…ion_engine/knowledge_extraction/ontology_extraction.py	192	# Step 3: Second-layer validation (OWL semantic validation)	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1098	# Step 1: 候选召回（均摊耗时）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1104	# Step 2: 综合打分（均摊耗时）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1110	# Step 3: LLM 调用（均摊耗时）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1117	# Step 4: 策略决策（选择 keeper）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1147	# Step 5: 写入	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1501	# Step 1: 获取上下文	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1511	# Step 2: LLM 消解 + 提取	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1177	# Step 6: 写 ReflectionLog	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1527	# Step 3: 校验	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1560	# Step 4: 写入 Neo4j	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1703	# Step 5: 写反思日志（仅 resolved=true 时）	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1799	# Step 1: 碎片拆分 + 备份 timeline	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1816	# Step 2: LLM 合并 + （企业版）事件提取 + 更名判断	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1862	# Step 3: 兜底校验 summary	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1873	# Step 4: 应用事件操作（企业版能力；社区版跳过，不记 tracker/快照）	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1895	# Step 5: 写入 Neo4j（summary + timeline + event_timeline + 清空 description）	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1907	# Step 6: 更名判断	COMMENT
LOW	api/app/repositories/neo4j/community_repository.py	409	# Step 1: 删除该用户下所有无成员边的空社区（始终全量）	COMMENT
LOW⚡	api/app/services/memory_config_service.py	468	# Step 2: Validate embedding model with workspace fallback	COMMENT
LOW	api/app/services/memory_config_service.py	479	# Step 3: Resolve LLM model with workspace fallback	COMMENT
LOW	api/app/services/memory_config_service.py	490	# Step 4: Resolve optional rerank model with workspace fallback	COMMENT

Structural Annotation Overuse59 hits · 79 pts

Severity	File	Line	Snippet	Context
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	37	'upload', // Step 1: File upload	CODE
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	38	'complex', // Step 2: Error/warning display	CODE
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	39	'sureInfo', // Step 3: Information confirmation	CODE
LOW⚡	…plicationManagement/components/UploadWorkflowModal.tsx	40	'completed' // Step 4: Success message	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	95	case 0: // Step 1: Upload file	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	130	case 1: // Step 2: Error/warning display	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	144	case 2: // Step 3: Confirm information	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	215	case 0: // Step 1: Upload	CODE
LOW	…plicationManagement/components/UploadWorkflowModal.tsx	229	case 3: // Step 4: Completed	CODE
LOW⚡	…views/ApplicationManagement/components/UploadModal.tsx	40	'upload', // Step 1: File upload	CODE
LOW⚡	…views/ApplicationManagement/components/UploadModal.tsx	41	'complex', // Step 2: Error/warning display	CODE
LOW⚡	…views/ApplicationManagement/components/UploadModal.tsx	42	'completed' // Step 4: Success message	CODE
LOW	…views/ApplicationManagement/components/UploadModal.tsx	96	case 0: // Step 1: Upload file	CODE
LOW	…views/ApplicationManagement/components/UploadModal.tsx	164	case 0: // Step 1: Upload	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	25	'receiveTask', // Step 1: Receive task	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	26	'analyTask', // Step 2: Analyze task intent	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	27	'dynamicMatchSkill', // Step 3: Dynamically match appropriate skill	CODE
LOW⚡	…src/views/ApplicationConfig/components/Skill/index.tsx	28	'executeTask' // Step 4: Execute the task	CODE
LOW⚡	api/app/core/memory/pipelines/dispatcher.py	508	# Step 2: 解析 memory_config_id（走 workspace 默认配置，与滑动窗口路径一致）	COMMENT
LOW⚡	api/app/core/memory/pipelines/dispatcher.py	515	# Step 3: 逐条处理	COMMENT
LOW	api/app/core/memory/pipelines/dispatcher.py	466	# Step 1: 查询对话信息 + 未写入消息	COMMENT
LOW	api/app/core/memory/pipelines/dispatcher.py	537	# Step 4: 清理 pending_conversations Set	COMMENT
LOW	api/app/core/memory/pipelines/pruning_pipeline.py	108	# Step 1: 查询 Redis 缓存	COMMENT
LOW⚡	api/app/core/memory/pipelines/pruning_pipeline.py	136	# Step 2: 缓存未命中，调用 LLM 剪枝	COMMENT
LOW⚡	api/app/core/memory/pipelines/pruning_pipeline.py	146	# Step 3: 写入 Redis 缓存（TTL=86400s）	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	455	# Step 6: 摘要 - 生成情景记忆摘要	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	459	# Step 5: 聚类 - 增量更新社区（Celery 异步任务，无需持锁）	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	480	# Step 1: 预处理	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	509	# Step 2: 萃取	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	618	# Step 3: 存储	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	675	# Step 4: 聚类	COMMENT
LOW⚡	api/app/core/memory/pipelines/write_pipeline.py	723	# Step 5: 摘要	COMMENT
LOW	api/app/core/memory/pipelines/write_pipeline.py	344	# Step 1: 剪枝 - 构建 Pruned_Context	COMMENT
LOW	api/app/core/memory/pipelines/write_pipeline.py	393	# Step 2: 预处理 - 消息分块	COMMENT
LOW	api/app/core/memory/pipelines/write_pipeline.py	434	# Step 3: 萃取 - 知识提取	COMMENT
LOW	…ion_engine/knowledge_extraction/ontology_extraction.py	125	# Step 1: Call LLM for extraction with timeout	COMMENT
LOW	…ion_engine/knowledge_extraction/ontology_extraction.py	170	# Step 2: First-layer validation (string validation and cleaning)	COMMENT
LOW⚡	…ion_engine/knowledge_extraction/ontology_extraction.py	192	# Step 3: Second-layer validation (OWL semantic validation)	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1098	# Step 1: 候选召回（均摊耗时）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1104	# Step 2: 综合打分（均摊耗时）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1110	# Step 3: LLM 调用（均摊耗时）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1117	# Step 4: 策略决策（选择 keeper）	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1147	# Step 5: 写入	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1501	# Step 1: 获取上下文	COMMENT
LOW⚡	…storage_services/reflection_engine/layer2_inspector.py	1511	# Step 2: LLM 消解 + 提取	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1177	# Step 6: 写 ReflectionLog	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1527	# Step 3: 校验	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1560	# Step 4: 写入 Neo4j	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1703	# Step 5: 写反思日志（仅 resolved=true 时）	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1799	# Step 1: 碎片拆分 + 备份 timeline	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1816	# Step 2: LLM 合并 + （企业版）事件提取 + 更名判断	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1862	# Step 3: 兜底校验 summary	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1873	# Step 4: 应用事件操作（企业版能力；社区版跳过，不记 tracker/快照）	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1895	# Step 5: 写入 Neo4j（summary + timeline + event_timeline + 清空 description）	COMMENT
LOW	…storage_services/reflection_engine/layer2_inspector.py	1907	# Step 6: 更名判断	COMMENT
LOW	api/app/repositories/neo4j/community_repository.py	409	# Step 1: 删除该用户下所有无成员边的空社区（始终全量）	COMMENT
LOW⚡	api/app/services/memory_config_service.py	468	# Step 2: Validate embedding model with workspace fallback	COMMENT
LOW	api/app/services/memory_config_service.py	479	# Step 3: Resolve LLM model with workspace fallback	COMMENT
LOW	api/app/services/memory_config_service.py	490	# Step 4: Resolve optional rerank model with workspace fallback	COMMENT

Redundant / Tautological Comments48 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW⚡	sandbox/app/dependencies.py	42	# Check if requirements file exists	COMMENT
LOW	sandbox/app/core/runners/nodejs/nodejs_runner.py	71	# Check if preload is allowed	COMMENT
LOW	sandbox/app/core/runners/python/python_runner.py	87	# Check if preload is allowed	COMMENT
LOW	sandbox/script/env.sh	3	# Check if the correct number of arguments are provided	COMMENT
LOW	sandbox/script/env.sh	30	# Check if src is a file or directory	COMMENT
LOW	api/app/dependencies.py	319	# Check if user is a member	COMMENT
LOW⚡	…app/core/memory/utils/validation/ontology_validator.py	77	# Check if empty	COMMENT
LOW⚡	…app/core/memory/utils/validation/ontology_validator.py	85	# Check if it's an OWL reserved word	COMMENT
LOW⚡	…app/core/memory/utils/validation/ontology_validator.py	91	# Check if starts with uppercase letter (only for ASCII letters)	COMMENT
LOW	api/app/core/memory/utils/validation/owl_validator.py	142	# Check if parent exists	COMMENT
LOW	api/app/core/memory/agent/logger_file/log_streamer.py	105	# Check if file exists	COMMENT
LOW	api/app/core/memory/agent/logger_file/log_streamer.py	204	# Check if file exists	COMMENT
LOW	api/app/core/memory/agent/logger_file/log_streamer.py	218	# Open file and seek to end to start streaming new content	COMMENT
LOW	api/app/core/memory/agent/logger_file/log_streamer.py	227	# Check if file has new content	COMMENT
LOW⚡	…ion_engine/knowledge_extraction/ontology_extraction.py	185	# Check if we have enough classes after first-layer validation	COMMENT
LOW	api/app/core/memory/src/search.py	171	# Check if we've seen this ID or content before	COMMENT
LOW	api/app/core/memory/src/search.py	522	# # Check if reranking is enabled	COMMENT
LOW	api/app/core/models/llm.py	236	# Check if there's a fallback method	COMMENT
LOW	api/app/core/rag/graphrag/general/index.py	457	# Check if task has been canceled before resolution	COMMENT
LOW	api/app/core/rag/crawler/content_extractor.py	87	# Check if content is static	COMMENT
LOW	api/app/core/rag/crawler/url_normalizer.py	120	# Check if domains match	COMMENT
LOW	api/app/core/rag/crawler/url_normalizer.py	155	# Check if href starts with http/https (absolute URL)	COMMENT
LOW	api/app/core/rag/crawler/web_crawler.py	143	# Check if static content	COMMENT
LOW	api/app/core/workflow/nodes/base_node.py	492	# Check if it's a completion marker	COMMENT
LOW	api/app/core/workflow/nodes/base_node.py	635	# # Check if the node has an error edge defined	COMMENT
LOW	…/app/core/workflow/engine/stream_output_coordinator.py	423	# Check if this variable's scope was already fully streamed via node_chunk events.	COMMENT
LOW	api/app/core/validators/file_validator.py	223	# Check if the detected type matches the extension	COMMENT
LOW	api/app/repositories/memory_config_repository.py	552	# Check if config exists but workspace is missing	STRING
LOW	api/app/controllers/mcp_market_controller.py	192	# Check if the mcp market name already exists	COMMENT
LOW	api/app/controllers/file_storage_controller.py	201	# Read file contents	COMMENT
LOW	api/app/controllers/i18n_controller.py	116	# Check if locale exists	COMMENT
LOW	api/app/controllers/i18n_controller.py	176	# Check if language already exists	COMMENT
LOW	api/app/controllers/i18n_controller.py	228	# Check if language exists	COMMENT
LOW	api/app/controllers/i18n_controller.py	316	# Check if locale exists	COMMENT
LOW	api/app/controllers/i18n_controller.py	355	# Check if locale exists	COMMENT
LOW	api/app/controllers/i18n_controller.py	417	# Check if locale exists	COMMENT
LOW	api/app/controllers/knowledge_controller.py	587	# Check if the knowledge base name already exists	COMMENT
LOW	api/app/controllers/upload_controller.py	242	# Check if physical file exists	COMMENT
LOW	api/app/services/prompt_optimizer_service.py	253	# Check if end tag already in buffer	COMMENT
LOW	api/app/services/workflow_tool_publish_service.py	185	# Check if already published	COMMENT
LOW	api/app/services/memory_agent_service.py	51	# Check if AI message contains tool calls	COMMENT
LOW	api/app/services/memory_agent_service.py	67	# Check if tool message	COMMENT
LOW	api/app/services/memory_agent_service.py	113	# Check if pool usage is too high	COMMENT
LOW	api/app/services/memory_agent_service.py	183	# Check if file exists before starting stream	COMMENT
LOW	api/app/services/memory_agent_service.py	666	# Check if file exists before starting stream	COMMENT
LOW	api/app/services/memory_config_service.py	983	# Check if this is the default config - default configs cannot be deleted	COMMENT
LOW	api/app/services/memory_config_service.py	1132	# Check if it's a numeric string (legacy int format)	COMMENT
LOW	api/app/services/user_memory_service.py	209	# Check if time distribution is too concentrated (likely batch imported data)	STRING

Modern AI Meta-Vocabulary16 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM	api/app/tasks.py	1778	# RAG 存储类型走独立路径	COMMENT
MEDIUM	api/app/core/error_codes.py	85	# RAG/知识（9xxx）	COMMENT
MEDIUM	api/app/core/rag_utils/README.md	1	# RAG Chunk 分析工具	COMMENT
MEDIUM⚡	api/app/core/memory/pipelines/dispatcher.py	211	# RAG 写入	COMMENT
MEDIUM	api/app/core/rag/llm/embedding_model.py	54	# between cl100k_base (used by truncate) and the actual embedding model	COMMENT
MEDIUM	api/app/models/end_user_model.py	81	# RAG存储模式专用字段 - RAG Storage Mode Fields	COMMENT
MEDIUM	api/app/controllers/memory_controller.py	85	# ── RAG 路径：保持不变，直接拼接文本写向量库 ──	COMMENT
MEDIUM	api/app/controllers/multi_agent_controller.py	26	# "/{app_id}/multi-agent",	COMMENT
MEDIUM	api/app/controllers/multi_agent_controller.py	118	# "/{app_id}/multi-agent",	COMMENT
MEDIUM	api/app/controllers/multi_agent_controller.py	135	# "/{app_id}/multi-agent/run",	COMMENT
MEDIUM	api/app/controllers/multi_agent_controller.py	163	# "/{app_id}/multi-agent/test-routing",	COMMENT
MEDIUM	api/app/controllers/multi_agent_controller.py	283	# "/{app_id}/multi-agent/test-master-agent",	COMMENT
MEDIUM	api/app/controllers/multi_agent_controller.py	437	# "/{app_id}/multi-agent/batch-test-routing",	COMMENT
MEDIUM	api/app/controllers/memory_dashboard_controller.py	401	# ======== RAG 数据统计 ========	COMMENT
MEDIUM	api/app/services/memory_dashboard_service.py	424	# ======== RAG 相关服务 ========	COMMENT
MEDIUM⚡	api/app/services/memory_config_service.py	468	# Step 2: Validate embedding model with workspace fallback	COMMENT

AI Structural Patterns62 hits · 50 pts

Severity	File	Line	Context
LOW	api/app/tasks.py	1729	CODE
LOW	api/app/core/memory/memory_service.py	236	CODE
LOW	api/app/core/memory/pipelines/write_pipeline.py	230	CODE
LOW	api/app/core/memory/agent/utils/get_dialogs.py	7	CODE
LOW	…ion_engine/knowledge_extraction/ontology_extraction.py	56	CODE
LOW	…y/storage_services/reflection_engine/self_reflexion.py	161	CODE
LOW	api/app/core/agent/langchain_agent.py	218	CODE
LOW	api/app/core/models/generation.py	45	CODE
LOW	api/app/core/models/generation.py	163	CODE
LOW	api/app/core/rag/deepdoc/parser/mineru_parser.py	440	CODE
LOW	api/app/core/rag/graphrag/utils.py	423	CODE
LOW	api/app/core/rag/graphrag/general/graph_extractor.py	51	CODE
LOW	api/app/core/rag/nlp/search.py	696	CODE
LOW	api/app/core/workflow/nodes/parameter_extractor/node.py	249	CODE
LOW	api/app/core/workflow/adapters/dify/converter.py	1172	CODE
LOW	api/app/controllers/api_key_controller.py	287	CODE
LOW	api/app/controllers/model_controller.py	44	CODE
LOW	api/app/controllers/model_controller.py	112	CODE
LOW	api/app/controllers/memory_reflection_controller.py	136	CODE
LOW	api/app/controllers/app_controller.py	56	CODE
LOW	api/app/controllers/document_controller.py	54	CODE
LOW	api/app/controllers/knowledge_controller.py	279	CODE
LOW	…app/controllers/service/rag_api_document_controller.py	25	CODE
LOW	…pp/controllers/service/rag_api_knowledge_controller.py	65	CODE
LOW	api/app/services/prompt_optimizer_service.py	563	CODE
LOW	api/app/services/app_chat_service.py	168	CODE
LOW	api/app/services/app_chat_service.py	607	CODE
LOW	api/app/services/app_chat_service.py	1310	CODE
LOW	api/app/services/app_chat_service.py	1345	CODE
LOW	api/app/services/memory_reflection_service.py	572	CODE
LOW	api/app/services/multi_agent_orchestrator.py	110	CODE
LOW	api/app/services/multi_agent_orchestrator.py	1374	CODE
LOW	api/app/services/workspace_service.py	230	CODE
LOW	api/app/services/draft_run_service.py	348	CODE
LOW	api/app/services/draft_run_service.py	707	CODE
LOW	api/app/services/draft_run_service.py	1139	CODE
LOW	api/app/services/draft_run_service.py	1976	CODE
LOW	api/app/services/draft_run_service.py	2598	CODE
LOW	api/app/services/draft_run_service.py	2825	CODE
LOW	api/app/services/generation_service.py	77	CODE
LOW	api/app/services/generation_service.py	132	CODE
LOW	api/app/services/generation_service.py	177	CODE
LOW	api/app/services/app_service.py	2682	CODE
LOW	api/app/services/app_service.py	1180	CODE
LOW	api/app/services/workflow_service.py	567	CODE
LOW	api/app/services/workflow_service.py	713	CODE
LOW	api/app/services/workflow_service.py	4731	CODE
LOW	api/app/services/workflow_service.py	5223	CODE
LOW	api/app/services/memory_storage_service.py	497	CODE
LOW	api/app/services/memory_storage_service.py	506	CODE
LOW	api/app/services/memory_storage_service.py	515	CODE
LOW	api/app/services/memory_storage_service.py	524	CODE
LOW	api/app/services/memory_storage_service.py	559	CODE
LOW	api/app/services/memory_storage_service.py	567	CODE
LOW	api/app/services/memory_storage_service.py	575	CODE
LOW	api/app/services/memory_storage_service.py	741	CODE
LOW	api/app/services/memory_storage_service.py	74	CODE
LOW	api/app/services/shared_chat_service.py	155	CODE
LOW	api/app/services/shared_chat_service.py	363	CODE
LOW	api/app/services/shared_chat_service.py	635	CODE
2 more matches not shown…

Self-Referential Comments15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	sandbox/script/env.sh	45	# Create the same directory structure in the destination	COMMENT
MEDIUM	api/app/core/memory/utils/validation/owl_validator.py	86	# Create a new world (isolated ontology environment)	COMMENT
MEDIUM	…alytics/implicit_memory/analyzers/interest_analyzer.py	41	# Define the four interest categories we analyze	COMMENT
MEDIUM	…lytics/implicit_memory/analyzers/dimension_analyzer.py	42	# Define the four dimensions we analyze	COMMENT
MEDIUM	api/app/core/rag/crawler/robots_parser.py	67	# Create a permissive parser	COMMENT
MEDIUM	api/app/core/workflow/executor.py	202	# Initialize the variable pool and system variables	COMMENT
MEDIUM	api/app/core/workflow/nodes/assigner/node.py	52	# Initialize a variable pool for accessing conversation, node, and system variables	COMMENT
MEDIUM	api/app/services/file_storage_service.py	358	# Create a default instance for convenience	COMMENT
MEDIUM	api/app/services/workspace_service.py	528	# Create the workspace without adding any members	COMMENT
MEDIUM	api/app/services/workspace_service.py	571	# Create the workspace without adding any members	COMMENT
MEDIUM	api/app/services/memory_konwledges_server.py	324	# Create a document	COMMENT
MEDIUM	api/app/services/user_service.py	48	# Create a default tenant for the superuser	COMMENT
MEDIUM	api/app/services/upload_service.py	163	# Create a temporary UoW wrapper for the existing session	COMMENT
MEDIUM	api/tests/workflow/nodes/base.py	51	# Initialize system variables (sys namespace)	COMMENT
MEDIUM	api/tests/workflow/nodes/base.py	56	# Initialize system variables (sys namespace)	COMMENT

Cross-Language Confusion8 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	api/app/core/workflow/nodes/llm/node.py	247	# Optional (required=False) scalar fields allow null; required fields do not	COMMENT
HIGH	api/app/core/workflow/nodes/llm/node.py	331	(recursively, each child defaults to null) so the full schema	STRING
HIGH	api/app/core/workflow/nodes/agent/node.py	53	{"tool_id": "uuid", "tool_type": "builtin", "operation": null, "enabled": true}	STRING
HIGH	api/app/repositories/neo4j/cypher_queries.py	2272	e.activation_value = null,	CODE
HIGH	api/app/repositories/neo4j/cypher_queries.py	2275	e.last_access_time = null,	CODE
HIGH	api/app/controllers/memory_dashboard_controller.py	569	} \| null,	STRING
HIGH	api/app/services/workflow_service.py	5958	# 成为孤儿(parent=null)。否则 switch-version/branch 重建分支链	COMMENT
HIGH	api/app/services/workflow_service.py	3763	第二轮 user 不会成为孤儿(parent=null)。第一轮无已落库 assistant 时返回 None。	STRING

Synthetic Comment Markers3 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	web/src/i18n/en.ts	3476	portraitSubTitle: 'Personalized insights generated by AI based on your preference tags',	CODE
HIGH	api/app/core/memory/models/graph_models.py	246	# Core fields (ordered as requested)	COMMENT
HIGH	api/app/core/memory/models/graph_models.py	257	# Emotion fields (ordered as requested, emotion_intensity first for display)	COMMENT

Dead Code7 hits · 14 pts

Severity	File	Line	Context
MEDIUM	api/app/core/rag/deepdoc/parser/pdf_parser.py	550	CODE
MEDIUM	api/app/core/rag/deepdoc/parser/pdf_parser.py	566	CODE
MEDIUM	api/app/core/rag/deepdoc/parser/pdf_parser.py	567	CODE
MEDIUM	api/app/core/rag/deepdoc/parser/pdf_parser.py	568	CODE
MEDIUM	api/app/core/rag/deepdoc/parser/pdf_parser.py	625	CODE
MEDIUM	api/app/core/rag/deepdoc/parser/pdf_parser.py	626	CODE
MEDIUM	api/app/core/rag/deepdoc/parser/pdf_parser.py	647	CODE

AI Slop Vocabulary4 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	api/app/core/memory/agent/logger_file/log_streamer.py	35	# This pattern is comprehensive to handle various log formats	COMMENT
MEDIUM	api/app/core/memory/models/base_response.py	15	"""Base class for LLM response models with robust validation.	STRING
MEDIUM	api/app/core/rag/graphrag/light/graph_prompt.py	140	PROMPTS["summarize_entity_descriptions"] = """You are a helpful assistant responsible for generating a comprehensive sum	CODE
MEDIUM	api/app/controllers/memory_short_term_controller.py	109	# Compile comprehensive memory statistics response	COMMENT

Fake / Example Data4 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW⚡	api/app/core/config.py	165	FIRST_SUPERUSER_EMAIL: str = os.getenv("FIRST_SUPERUSER_EMAIL", "admin@example.com")	CODE
LOW	api/app/core/memory/src/search.py	476	# model_name = rc.get("model", "placeholder")	COMMENT
LOW	api/app/core/rag/prompts/structured_output_prompt.md	14	{"name": "John Doe", "age": 30}	CODE
LOW	api/app/schemas/order_schema.py	25	"customer_name": "John Doe",	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	api/app/services/dynamic_handoff_tools.py	309	api_key="your-api-key",	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…re/memory/utils/visualization/forgetting_visualizer.py	353	# Example usage	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	api/app/core/workflow/nodes/cycle_graph/iteration.py	143	async def run_task(self, item, idx):	CODE