topoteretes/cognee

Pattern Findings

The scanner identified 14481 distinct pattern matches across 26 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 Identifiers9098 hits · 9372 pts

Severity	File	Line	Snippet	Context
LOW	cognee/base_config.py	16	def _tracing_explicitly_disabled() -> bool:	CODE
LOW	cognee/base_config.py	63	def validate_personalization_knobs(self):	CODE
LOW	cognee/context_global_variables.py	44	async def set_session_user_context_variable(user):	CODE
LOW	cognee/context_global_variables.py	48	def multi_user_support_possible():	CODE
LOW	cognee/context_global_variables.py	98	def backend_access_control_enabled():	CODE
LOW	cognee/context_global_variables.py	177	async def apply_database_context_variables(	CODE
LOW	cognee/context_global_variables.py	403	def set_database_global_context_variables(	CODE
LOW	cognee/run_migrations.py	11	async def run_relational_migrations():	CODE
LOW	cognee/tasks/memify/extract_feedback_qas.py	24	def build_implicit_rating_map(context_rows: Any) -> dict[str, tuple[int, str]]:	CODE
LOW	cognee/tasks/memify/cognify_agent_trace_feedback.py	31	async def cognify_agent_trace_feedback(	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	101	async def extract_agent_trace_feedbacks(	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	15	def _build_datapoint_type_index_mapping() -> dict[str, list[str]]:	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	74	def _extract_relationship_text(	CODE
LOW	…y/consolidate_entity_descriptions/read_neighborhood.py	69	def format_edges_with_endpoints(	CODE
LOW	…y/consolidate_entity_descriptions/read_neighborhood.py	154	async def get_entities_with_neighborhood(args) -> list[dict[str, Any]]:	CODE
LOW	…mify/consolidate_entity_descriptions/describe_types.py	27	async def generate_type_descriptions(	CODE
LOW	…fy/consolidate_entity_descriptions/rewrite_entities.py	50	def build_node_neighborhood_prompt(	CODE
LOW	…fy/consolidate_entity_descriptions/rewrite_entities.py	173	async def generate_consolidated_entity(	CODE
LOW	…fy/consolidate_entity_descriptions/rewrite_entities.py	202	async def generate_consolidated_entities(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	39	def validate_global_context_index_config(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	66	def validate_graph_dataset_context(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	74	async def filter_graph_dataset_text_summaries(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	93	async def select_text_summaries_for_strategy(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	104	async def load_graph_bucketing_data_if_needed(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	118	async def reset_context_index_for_rebuild(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	133	def select_new_context_index_items(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	142	def validate_existing_buckets_for_strategy(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	177	async def prepare_existing_context_index(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	203	async def ensure_graph_bucketing_inputs(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	220	def unpack_graph_bucketing_inputs(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	228	async def build_and_persist_context_index(	CODE
LOW	cognee/tasks/memify/global_context_index/update.py	261	async def update_global_context_index(	CODE
LOW	cognee/tasks/memify/global_context_index/build.py	57	def source_collection_for_level(level: int) -> str:	CODE
LOW	cognee/tasks/memify/global_context_index/build.py	160	def merge_existing_and_new_buckets(	CODE
LOW	cognee/tasks/memify/global_context_index/persist.py	19	async def safe_delete_context_vectors(vector_engine: Any, ids: list[str]) -> None:	CODE
LOW	cognee/tasks/memify/global_context_index/persist.py	32	async def delete_context_index_nodes(unified_engine: Any, bucket_ids: list[str]) -> None:	CODE
LOW	cognee/tasks/memify/global_context_index/persist.py	39	def ensure_global_context_storage_context(	CODE
LOW	cognee/tasks/memify/global_context_index/persist.py	52	def build_context_index_edges(assignments: list[BucketAssignment]) -> list:	CODE
LOW	cognee/tasks/memify/global_context_index/persist.py	74	async def persist_context_summaries(	CODE
LOW	cognee/tasks/memify/global_context_index/persist.py	85	def _context_index_source_ref(ctx: PipelineContext \| None) -> tuple[str \| None, str \| None]:	CODE
LOW	cognee/tasks/memify/global_context_index/persist.py	109	async def persist_context_index_edges(	CODE
LOW	cognee/tasks/memify/global_context_index/summarize.py	31	async def generate_global_context_summary(children: list[SummaryNode]) -> str:	CODE
LOW	cognee/tasks/memify/global_context_index/summarize.py	35	async def build_bucket_summary_datapoint(	CODE
LOW	cognee/tasks/memify/global_context_index/summarize.py	61	async def generate_bucket_summary_datapoints(	CODE
LOW	cognee/tasks/memify/global_context_index/summarize.py	71	async def build_global_context_summary_datapoint(	CODE
LOW⚡	cognee/tasks/memify/global_context_index/load.py	19	def global_context_summary_level(attributes: dict[str, Any]) -> int \| None:	CODE
LOW⚡	cognee/tasks/memify/global_context_index/load.py	26	def is_root_global_context_summary(attributes: dict[str, Any]) -> bool:	CODE
LOW⚡	cognee/tasks/memify/global_context_index/load.py	35	def graph_bucket_entity_ids_from_attributes(	CODE
LOW	cognee/tasks/memify/global_context_index/load.py	50	def extract_context_index_input(	CODE
LOW	cognee/tasks/memify/global_context_index/load.py	136	def rebuild_child_ids_from_parent_pointers(	CODE
LOW	cognee/tasks/memify/global_context_index/load.py	152	async def load_context_index_input_from_graph(	CODE
LOW	cognee/tasks/memify/global_context_index/load.py	160	async def get_context_index_memory_fragment() -> CogneeGraph:	CODE
LOW	cognee/tasks/memify/global_context_index/load.py	177	async def extract_global_context_index_input(	CODE
LOW	…/tasks/memify/global_context_index/bucketing/common.py	47	def mark_bucket_for_persistence(	CODE
LOW	…/memify/global_context_index/bucketing/graph/inputs.py	15	async def load_graph_bucketing_inputs(	CODE
LOW	…/memify/global_context_index/bucketing/graph/inputs.py	45	def validate_graph_bucketing_inputs(missing_made_from_summary_ids: set[str]) -> None:	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	15	def rebuild_graph_buckets_for_level(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	76	def place_graph_summaries_incrementally(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	151	def validate_graph_buckets_can_be_extended(existing_buckets: list[SummaryNode]) -> None:	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	161	def validate_vector_buckets_can_be_extended(existing_buckets: list[SummaryNode]) -> None:	CODE
9038 more matches not shown…

Decorative Section Separators736 hits · 2539 pts

Severity	File	Line	Snippet	Context
MEDIUM	slack-app-manifest.yml	8	# ── Local testing steps ──────────────────────────────────────────────────	COMMENT
MEDIUM	cognee/__init__.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/__init__.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/__init__.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/__init__.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/resolve_dlt_sources.py	508	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/resolve_dlt_sources.py	510	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	154	# ---------------------------------------------------------------------------	STRING
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	156	# ---------------------------------------------------------------------------	STRING
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	185	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	187	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	316	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	318	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	391	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	393	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	699	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/linear.py	701	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	104	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	139	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	141	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	205	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	207	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	313	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	315	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/connectors/gmail.py	392	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/connectors/gmail.py	394	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	579	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	581	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	259	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	261	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	469	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	471	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	718	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/notion.py	720	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	100	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	102	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	197	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	199	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	259	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	261	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	597	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/google_drive.py	599	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	136	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	140	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	220	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	222	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	297	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	299	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	313	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	315	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/test_video_loader.py	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/test_video_loader.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/test_video_loader.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/test_video_loader.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/test_video_loader.py	282	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/test_video_loader.py	284	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/test_video_loader.py	330	# ---------------------------------------------------------------------------	COMMENT
676 more matches not shown…

Unused Imports1765 hits · 1664 pts

Severity	File	Line	Context
LOW	cognee/__init__.py	40	CODE
LOW	cognee/__init__.py	41	CODE
LOW	cognee/__init__.py	42	CODE
LOW	cognee/__init__.py	43	CODE
LOW	cognee/__init__.py	44	CODE
LOW	cognee/__init__.py	45	CODE
LOW	cognee/__init__.py	46	CODE
LOW	cognee/__init__.py	47	CODE
LOW	cognee/__init__.py	48	CODE
LOW	cognee/__init__.py	49	CODE
LOW	cognee/__init__.py	50	CODE
LOW	cognee/__init__.py	50	CODE
LOW	cognee/__init__.py	51	CODE
LOW	cognee/__init__.py	52	CODE
LOW	cognee/__init__.py	52	CODE
LOW	cognee/__init__.py	52	CODE
LOW	cognee/__init__.py	52	CODE
LOW	cognee/__init__.py	53	CODE
LOW	cognee/__init__.py	53	CODE
LOW	cognee/__init__.py	53	CODE
LOW	cognee/__init__.py	53	CODE
LOW	cognee/__init__.py	53	CODE
LOW	cognee/__init__.py	60	CODE
LOW	cognee/__init__.py	63	CODE
LOW	cognee/__init__.py	64	CODE
LOW	cognee/__init__.py	67	CODE
LOW	cognee/__init__.py	68	CODE
LOW	cognee/__init__.py	71	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	76	CODE
LOW	cognee/__init__.py	90	CODE
LOW	cognee/__init__.py	90	CODE
LOW	cognee/__init__.py	90	CODE
LOW	cognee/__init__.py	90	CODE
LOW	cognee/__init__.py	94	CODE
LOW	cognee/__init__.py	98	CODE
LOW	cognee/__init__.py	101	CODE
LOW	cognee/__init__.py	101	CODE
LOW	cognee/__init__.py	101	CODE
LOW	cognee/__init__.py	101	CODE
LOW	cognee/__init__.py	101	CODE
LOW	cognee/__init__.py	110	CODE
LOW	cognee/__init__.py	113	CODE
LOW	cognee/__init__.py	116	CODE
LOW	cognee/__init__.py	116	CODE
LOW	cognee/__init__.py	117	CODE
LOW	cognee/__init__.py	118	CODE
LOW	cognee/__init__.py	119	CODE
LOW	cognee/low_level.py	1	CODE
LOW	cognee/low_level.py	1	CODE
1705 more matches not shown…

Cross-File Repetition214 hits · 1070 pts

Severity	File	Line	Snippet	Context
HIGH	cognee/tasks/summarization/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/tasks/graph/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/tasks/storage/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/tasks/documents/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/api/v1/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/infrastructure/data/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/modules/ontology/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/modules/search/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/modules/retrieval/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/modules/data/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/tasks/completion/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/infrastructure/databases/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/modules/ingestion/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/modules/graph/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/modules/users/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various user errors	STRING
HIGH	cognee/tests/test_custom_data_label.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.	STRING
HIGH	cognee/tests/test_delete_data_and_dataset_if_empty.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.	STRING
HIGH	cognee/tests/test_dataset_database_handler.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.	STRING
HIGH	cognee/tests/test_dataset_delete.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.	STRING
HIGH	examples/guides/simple_cognee_example.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.	STRING
HIGH	…os/custom_pipelines/custom_cognify_pipeline_example.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.	STRING
HIGH	cognee/tests/test_multi_tenancy.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter	STRING
HIGH	cognee/tests/test_permissions.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter	STRING
HIGH	…s/demos/permissions/tenant_role_constraints_example.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter	STRING
HIGH	…issions/user_permissions_and_access_control_example.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter	STRING
HIGH	examples/demos/permissions/tenant_role_setup_example.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter	STRING
HIGH	…mples/demos/permissions/data_access_control_example.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter	STRING
HIGH	…tests/unit/users/test_parent_reaches_agent_datasets.py	0	point cognee at a database of its own so these rows never touch dev data.	STRING
HIGH	…ee/tests/unit/users/test_agents_follow_their_parent.py	0	point cognee at a database of its own so these rows never touch dev data.	STRING
HIGH	cognee/tests/unit/users/test_manage_users_capability.py	0	point cognee at a database of its own so these rows never touch dev data.	STRING
HIGH	…t/users/permissions/test_get_effective_capabilities.py	0	point cognee at a database of its own so these rows never touch dev data.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	create_qa_entry with used_graph_element_ids stores and returns it.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	create_qa_entry with used_graph_element_ids stores and returns it.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	create_qa_entry with used_graph_element_ids stores and returns it.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	create_qa_entry with invalid used_graph_element_ids (disallowed keys) raises.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	create_qa_entry with invalid used_graph_element_ids (disallowed keys) raises.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	create_qa_entry with invalid used_graph_element_ids (disallowed keys) raises.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	append trace steps and retrieve them as a flat ordered session list.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	append trace steps and retrieve them as a flat ordered session list.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	append trace steps and retrieve them as a flat ordered session list.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	trace count helper returns the number of stored steps.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	trace count helper returns the number of stored steps.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	trace count helper returns the number of stored steps.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	trace persistence sanitizes uuids, datetimes, and custom objects into json-safe values.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	trace persistence sanitizes uuids, datetimes, and custom objects into json-safe values.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	trace persistence sanitizes uuids, datetimes, and custom objects into json-safe values.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	delete_feedback sets feedback_text and feedback_score to none.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	delete_feedback sets feedback_text and feedback_score to none.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	delete_feedback sets feedback_text and feedback_score to none.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	update_qa_entry merges memify_metadata keys instead of replacing the map.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	update_qa_entry merges memify_metadata keys instead of replacing the map.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	update_qa_entry merges memify_metadata keys instead of replacing the map.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	delete the entire session, including qa and trace entries.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	delete the entire session, including qa and trace entries.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	delete the entire session, including qa and trace entries.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	legacy add_qa stores entry with auto-generated qa_id.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	legacy add_qa stores entry with auto-generated qa_id.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	legacy add_qa stores entry with auto-generated qa_id.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	legacy get_all_qas returns same as get_all_qa_entries.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	legacy get_all_qas returns same as get_all_qa_entries.	STRING
154 more matches not shown…

Excessive Try-Catch Wrapping1057 hits · 1050 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tasks/codingagents/coding_rule_associations.py	86	except Exception as e:	CODE
LOW	cognee/tasks/memify/cognify_agent_trace_feedback.py	118	except Exception as error:	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	259	except Exception as error:	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	275	except Exception as error:	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	251	except Exception as e:	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	288	except Exception:	CODE
LOW	cognee/tasks/memify/consolidate_entities.py	426	except Exception as error: # reconstruction is best-effort	CODE
LOW	cognee/tasks/memify/apply_feedback_weights.py	278	except Exception as error:	CODE
LOW	cognee/tasks/memify/apply_feedback_weights.py	394	except Exception as error:	CODE
LOW	cognee/tasks/memify/cross_connect_entities.py	204	except Exception as error:	CODE
LOW	cognee/tasks/memify/cognify_session.py	124	except Exception as e:	CODE
LOW	cognee/tasks/memify/extract_user_sessions.py	109	except Exception as e:	CODE
LOW	cognee/tasks/memify/extract_user_sessions.py	119	except Exception as e:	CODE
LOW	…mify/consolidate_entity_descriptions/describe_types.py	93	except Exception as error:	CODE
LOW	…fy/consolidate_entity_descriptions/rewrite_entities.py	228	except Exception as error:	CODE
LOW	…completion/entity_extractors/regex_entity_extractor.py	68	except Exception:	CODE
LOW	…y_completion/entity_extractors/llm_entity_extractor.py	68	except Exception:	CODE
LOW	cognee/tasks/ingestion/resolve_dlt_sources.py	948	except Exception:	CODE
LOW	cognee/tasks/ingestion/resolve_dlt_sources.py	953	except Exception:	CODE
LOW	…ee/tasks/ingestion/purge_stale_dlt_source_artifacts.py	68	except Exception as error:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	129	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	180	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	199	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	371	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/utils.py	28	except Exception:	CODE
LOW	cognee/tasks/ingestion/connectors/gmail.py	369	except Exception as exc:	CODE
LOW⚡	cognee/tasks/ingestion/connectors/gmail.py	387	except Exception as exc: # pragma: no cover - network dependent	CODE
LOW	cognee/tasks/ingestion/connectors/gmail.py	492	except Exception as exc:	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	231	except Exception as exc:	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	324	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	395	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	458	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	478	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	507	except Exception as e:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	127	except Exception:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	212	except Exception as e:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	260	except Exception as e:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	282	except Exception:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	316	except Exception as exc:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	380	except Exception as exc:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	453	except Exception:	CODE
LOW	cognee/tasks/web_scraper/utils.py	101	except Exception as e:	CODE
LOW	cognee/tasks/translation/translate_content.py	172	except Exception:	CODE
LOW	cognee/tasks/translation/detect_language.py	161	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/azure_provider.py	99	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/azure_provider.py	184	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/llm_provider.py	101	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/llm_provider.py	141	except Exception:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	40	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	50	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	99	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	155	except Exception as e:	CODE
LOW	cognee/tasks/presort/check_cognee_status.py	81	except Exception as error:	CODE
LOW	cognee/tasks/presort/relations.py	176	except Exception as error: # LLM failures must not abort presort	CODE
LOW	cognee/tasks/presort/classify_files.py	128	except Exception as error: # LLM failures must not abort presort	CODE
LOW	cognee/tasks/presort/group_files.py	181	except Exception as error: # embedding failures must not abort presort	CODE
LOW	cognee/tasks/presort/detect_duplicates.py	44	except Exception as error: # hashing must never abort the scan	CODE
LOW	cognee/tasks/presort/scan_folder.py	118	except Exception as error: # sniffing must never abort the scan	CODE
LOW	cognee/tasks/presort/detect_pii.py	231	except Exception as error: # LLM failures must not abort presort	CODE
LOW	cognee/tasks/graph/resolve_temporal_contradictions.py	108	except Exception as error:	CODE
997 more matches not shown…

Empty Error Handlers114 hits · 570 pts

Severity	File	Line	Snippet	Context
HIGH	cognee/tasks/ingestion/data_item_to_text_file.py	88	except OSError:	CODE
HIGH	cognee/tests/test_incremental_update_stress.py	140	except (ImportError, AttributeError):	CODE
HIGH	cognee/tests/test_docling_slim_loader.py	21	except ImportError:	CODE
HIGH	cognee/tests/test_release_multi_user_e2e.py	508	except (urllib.error.URLError, ConnectionError, TimeoutError):	CODE
HIGH	cognee/tests/test_release_multi_user_e2e.py	556	except ProcessLookupError:	CODE
HIGH	cognee/tests/unit/test_ladybug_requirement.py	80	except ImportError:	CODE
HIGH	…tructure/databases/test_subprocess_session_failures.py	873	except SubprocessTransportError:	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	37	except (ImportError, AttributeError):	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	103	except (ImportError, AttributeError):	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	147	except (ImportError, AttributeError):	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	207	except (ImportError, AttributeError):	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	302	except (ImportError, AttributeError):	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	421	except (ImportError, AttributeError):	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	741	except RuntimeError:	CODE
HIGH	…nit/infrastructure/dataset_queue/test_dataset_queue.py	328	except asyncio.CancelledError:	CODE
HIGH	…/modules/pipelines/test_telemetry_failure_isolation.py	119	except (ValueError, RuntimeError):	CODE
HIGH	cognee/tests/unit/modules/data/test_open_data_file.py	106	except FileNotFoundError:	CODE
HIGH	cognee/tests/tasks/translation/providers_test.py	83	except (TranslationError, ValueError):	CODE
HIGH	cognee/tests/tasks/translation/providers_test.py	149	except TranslationError:	CODE
HIGH	cognee/tests/tasks/translation/config_test.py	69	except ValidationError:	CODE
HIGH	cognee/tests/tasks/translation/config_test.py	80	except ValidationError:	CODE
HIGH	…ee/tests/integration/tasks/test_update_id_stability.py	290	except IngestionError:	CODE
HIGH	…ee/tests/integration/tasks/test_update_id_stability.py	69	except (ImportError, AttributeError):	CODE
HIGH	…sts/integration/tasks/test_add_ingestion_regression.py	70	except (ImportError, AttributeError):	CODE
HIGH	…ee/tests/integration/tasks/test_dataset_scoped_data.py	323	except IngestionError:	CODE
HIGH	…ee/tests/integration/tasks/test_dataset_scoped_data.py	66	except (ImportError, AttributeError):	CODE
HIGH	…nee/tests/integration/tasks/test_add_s3_call_counts.py	104	except (ImportError, AttributeError):	CODE
HIGH	…ucture/dataset_queue/test_dataset_queue_integration.py	27	except (ImportError, AttributeError):	CODE
HIGH	…ucture/dataset_queue/test_dataset_queue_integration.py	120	except RuntimeError:	CODE
HIGH	…/tests/cli_tests/cli_unit_tests/test_cli_edge_cases.py	609	except (AttributeError, CliCommandException):	CODE
HIGH	…/tests/cli_tests/cli_unit_tests/test_cli_edge_cases.py	627	except AttributeError:	CODE
HIGH	cognee/tests/journeys/mock_ai.py	230	except ValidationError:	CODE
HIGH	cognee/tests/performance/locust_performance_analysis.py	347	except FileNotFoundError:	CODE
HIGH	cognee/tests/performance/locust_performance_analysis.py	405	except ProcessLookupError:	CODE
HIGH	cognee/tests/performance/locust_performance_analysis.py	328	except (urllib.error.URLError, ConnectionError, TimeoutError):	CODE
HIGH	cognee/tests/performance/locust_performance_analysis.py	410	except ProcessLookupError:	CODE
HIGH	cognee/tests/performance/batch_add_cognify_test.py	112	except (urllib.error.URLError, ConnectionError, TimeoutError):	CODE
HIGH	cognee/tests/performance/batch_add_cognify_test.py	187	except FileNotFoundError:	CODE
HIGH	cognee/tests/performance/batch_add_cognify_test.py	227	except ProcessLookupError:	CODE
HIGH	cognee/tests/performance/batch_add_cognify_test.py	232	except ProcessLookupError:	CODE
HIGH	…/e2e/docker/test_docker_multi_tenant_access_control.py	146	except httpx.HTTPError:	CODE
HIGH	…/e2e/incremental_update/test_legacy_chunk_id_compat.py	81	except (ImportError, AttributeError):	CODE
HIGH	…ts/e2e/incremental_update/test_chunk_ownership_refs.py	74	except (ImportError, AttributeError):	CODE
HIGH	…2e/incremental_update/test_chunk_budget_persistence.py	70	except (ImportError, AttributeError):	CODE
HIGH	…e/incremental_update/test_chunk_ownership_semantics.py	106	except (ImportError, AttributeError):	CODE
HIGH	…ests/e2e/incremental_update/test_update_chunk_index.py	67	except (ImportError, AttributeError):	CODE
HIGH	…ee/tests/e2e/incremental_update/test_staged_publish.py	76	except (ImportError, AttributeError):	CODE
HIGH	…s/e2e/incremental_update/test_add_existing_document.py	60	except (ImportError, AttributeError):	CODE
HIGH	…/incremental_update/test_update_fallback_durability.py	65	except (ImportError, AttributeError):	CODE
HIGH	…ests/e2e/incremental_update/test_incremental_update.py	75	except (ImportError, AttributeError):	CODE
HIGH	cognee/tests/e2e/serve_routing/test_serve_routing.py	89	except (ImportError, AttributeError):	CODE
HIGH	cognee/shared/utils.py	660	except RuntimeError:	CODE
HIGH	cognee/shared/logging_utils.py	121	except OSError: # not writable here, try the next candidate	CODE
HIGH	cognee/shared/logging_utils.py	129	except OSError: # not writable here, fall through to the next candidate	CODE
HIGH	cognee/shared/logging_utils.py	411	except Exception:	CODE
HIGH	cognee/cli/_cognee.py	271	except (BrokenPipeError, OSError):	CODE
HIGH	cognee/cli/_cognee.py	285	except (BrokenPipeError, OSError):	CODE
HIGH	cognee/cli/_cognee.py	292	except (BrokenPipeError, OSError):	CODE
HIGH	cognee/eval_framework/beam/eval/metrics/kendall_tau.py	97	except json.JSONDecodeError:	CODE
HIGH	cognee/eval_framework/beam/eval/metrics/kendall_tau.py	126	except (json.JSONDecodeError, ValueError):	CODE
54 more matches not shown…

Docstring Block Structure59 hits · 295 pts

Severity	File	Line	Snippet	Context
HIGH	cognee/tasks/memify/extract_agent_trace_feedbacks.py	107	Extract not-yet-persisted agent trace steps for the current user. For each session, reads the trace persist wa	STRING
HIGH	cognee/tasks/memify/extract_user_sessions.py	18	Extract not-yet-persisted Q&A entries for the current user via SessionManager. For each session, reads the per	STRING
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	56	Schedule or run a web scraping task. This function schedules a recurring web scraping task using APScheduler or run	STRING
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	138	Scrape URLs and store data points in a Graph database. This function scrapes content from the provided URLs, create	STRING
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	357	Validate and configure arguments for web_scraper_task. Args: tavily_api_key: API key for Tavily. ex	STRING
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	400	Extract the path after the base URL. Args: base_url: The base URL (e.g., "https://example.com"). ur	STRING
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	190	Fetch and cache robots.txt data. Args: domain_root: The root URL (e.g., "https://example.com").	STRING
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	289	Fetch a URL using HTTPX with retries. Args: url: The URL to fetch. Returns: st	STRING
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	331	Fetch and render a URL using Playwright for JavaScript content. Args: url: The URL to fetch.	STRING
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	398	Fetch and extract content from URLs using BeautifulSoup or Playwright. Args: urls: A single URL, li	STRING
HIGH	cognee/tasks/web_scraper/utils.py	28	Fetch content from one or more URLs using the specified tool. This function retrieves web page content using Beauti	STRING
HIGH	cognee/tasks/web_scraper/utils.py	117	Fetch content from URLs using the Tavily API. Args: urls: A single URL (str) or a list of URLs (List[str])	STRING
HIGH	cognee/tasks/web_scraper/utils.py	177	Fetch content from URLs using the Keenable API. Uses Keenable's /v1/fetch endpoint (https://docs.keenable.ai) to ex	STRING
HIGH	cognee/tasks/translation/detect_language.py	92	Detect the language of the given text. Uses the langdetect library which is already a dependency of cognee.	STRING
HIGH	cognee/tasks/translation/providers/__init__.py	17	Factory function to get the appropriate translation provider. Args: provider_name: Name of the provide	STRING
HIGH	cognee/tasks/graph/extract_graph_from_data.py	127	Convert extracted graphs into linked data points for later storage. Graphs take the pure construction path when no	STRING
HIGH	cognee/tasks/chunks/create_chunk_associations.py	110	Create semantic association edges between document chunks in the knowledge graph. For each valid chunk, performs a	STRING
HIGH	cognee/shared/usage_logger.py	321	Inner decorator that wraps the function with usage logging. Args: func: The async function to wrap	STRING
HIGH	cognee/shared/usage_logger.py	342	Wrapper function that executes the original function and logs usage. This wrapper: - Extracts u	STRING
HIGH	cognee/api/v1/ontologies/ontologies.py	124	Upload ontology files with their respective keys. Args: ontology_key: List of unique keys	STRING
HIGH	cognee/api/v1/ontologies/ontologies.py	159	Retrieve ontology content for one or more keys. Args: ontology_key: List of ontology keys	STRING
HIGH	cognee/api/v1/visualize/start_visualization_server.py	7	Start a visualization server on the specified port. Args: port (int): The port number to run the serve	STRING
HIGH	cognee/api/v1/search/search.py	73	Search and query the knowledge graph for insights, information, and connections. This is the final step in the	STRING
HIGH	cognee/api/v1/serve/serve.py	26	Connect the local Cognee SDK to a remote or local Cognee instance. Two modes: Local / direct mode — when `	STRING
HIGH	cognee/api/v1/sync/sync.py	108	Sync local Cognee data to Cognee Cloud. This function handles synchronization of multiple datasets, knowledge	STRING
HIGH	…gnee/infrastructure/databases/graph/ladybug/adapter.py	3963	Retrieve a batch of triplets (start_node, relationship, end_node) from the graph. Parameters:	STRING
HIGH	…ucture/databases/graph/neptune_driver/neptune_utils.py	17	Parse a Neptune Analytics URL to extract graph ID and region. Expected format: neptune-graph://<GRAPH_ID>?regi	STRING
HIGH	…ucture/databases/graph/neptune_driver/neptune_utils.py	110	Build a configuration dictionary for Neptune Analytics connection. Parameters: ----------- - graph	STRING
HIGH	…utput_framework/litellm_instructor/llm/rate_limiter.py	237	Manage rate limiting for the wrapped function's execution. This decorator checks if the rate limit for	STRING
HIGH	…utput_framework/litellm_instructor/llm/rate_limiter.py	286	Handle rate limiting for LLM API calls in an asynchronous context. This wrapper function first ensures	STRING
HIGH	…utput_framework/litellm_instructor/llm/rate_limiter.py	413	Handle retries for a function call in case of errors, specifically for rate limit errors.	STRING
HIGH	…utput_framework/litellm_instructor/llm/rate_limiter.py	499	Handle retries for a given async function in case of errors, with rate limit check and backoff	STRING
HIGH	…tput_framework/litellm_instructor/llm/llm_interface.py	55	Generate an audio transcript from a user query. This method creates a transcript from the specified au	STRING
HIGH	cognee/infrastructure/engine/models/DataPoint.py	375	Convert the DataPoint instance to a dictionary representation. This method uses the model's built-in f	STRING
HIGH	cognee/infrastructure/loaders/LoaderInterface.py	77	Load and process the file, returning standardized result. Args: file_path: Path to the fil	STRING
HIGH	cognee/infrastructure/loaders/core/video_loader.py	120	Load and process the video file. Args: file_path: Path to the file to load **k	STRING
HIGH	cognee/infrastructure/loaders/core/csv_loader.py	50	Load and process the csv file. Args: file_path: Path to the file to load encod	STRING
HIGH	cognee/infrastructure/loaders/core/audio_loader.py	69	Load and process the audio file. Args: file_path: Path to the file to load **k	STRING
HIGH	cognee/infrastructure/loaders/core/image_loader.py	88	Transcribe the image and return the extracted text. When IMAGE_EXIF_ENABLED=true, extracts EXIF metada	STRING
HIGH	cognee/infrastructure/loaders/core/text_loader.py	57	Load and process the text file. Args: file_path: Path to the file to load enco	STRING
HIGH	…frastructure/loaders/external/beautiful_soup_loader.py	235	Normalize an extraction rule to an ExtractionRule dataclass. Args: rule: A string (CSS selector) or	STRING
HIGH	…frastructure/loaders/external/beautiful_soup_loader.py	265	Extract content from a BeautifulSoup parsed document. Args: soup: BeautifulSoup parsed document.	STRING
HIGH	cognee/infrastructure/loaders/external/pypdf_loader.py	40	Load PDF file and extract text content. Args: file_path: Path to the PDF file	STRING
HIGH	…infrastructure/loaders/external/unstructured_loader.py	77	Load document using unstructured library. Args: file_path: Path to the document file	STRING
HIGH	cognee/modules/tools/execute_tool.py	38	Execute a tool call with permission and scope enforcement. Args: user: Authenticated user; permission	STRING
HIGH	…gnee/modules/ontology/get_default_ontology_resolver.py	67	Create and return an ontology resolver instance based on environment parameters. Currently, this function supp	STRING
HIGH	cognee/modules/search/methods/search.py	80	Run one search type over the datasets a user may read and return per-dataset results. This is the internal entry po	STRING
HIGH	…ules/retrieval/utils/description_to_codepart_search.py	29	Maps a code description query to relevant code parts using a CodeGraph pipeline. Args: query (str): Th	STRING
HIGH	…les/users/capabilities/methods/get_capability_scope.py	13	Work out which tenant a capability change on this principal targets. Derived when the principal carrie	STRING
HIGH	…ities/methods/authorized_get_effective_capabilities.py	10	Return the capabilities the requester has in a tenant they belong to. Capabilities are tenant-scoped a	STRING
HIGH	cognee/modules/users/roles/methods/create_role.py	18	Create a new role with the given name in the request owner's current tenant, if they can manage users i	STRING
HIGH	cognee/modules/users/roles/methods/add_user_to_role.py	28	Add a user with the given id to the role with the given id, if the request owner can manage users in th	STRING
HIGH	…/permissions/methods/has_user_management_permission.py	10	Check if requester is allowed to manage users for a tenant. The requester is allowed if they hold the MANAGE_U	STRING
HIGH	…rmissions/methods/authorized_get_principal_datasets.py	21	Return the datasets a principal holds a permission on, if the requester is allowed to ask about that pr	STRING
HIGH	…ules/users/permissions/methods/has_grant_permission.py	16	Check if requester holds a capability in a tenant. The requester is allowed if the capability was granted to t	STRING
HIGH	…users/permissions/methods/require_tenant_membership.py	12	Assert that the user belongs to the tenant, for endpoints that take a tenant_id straight from the reque	STRING
HIGH	…ee/modules/users/tenants/methods/add_user_to_tenant.py	20	Add a user with the given id to the tenant with the given id. This can only be successful if the reques	STRING
HIGH	cognee/modules/sync/methods/update_sync_operation.py	16	Retry database operations with exponential backoff for transient failures. Args: operation_func: Async	STRING
HIGH	cognee/modules/data/methods/get_data.py	19	Retrieve data by ID. Every id ever issued keeps resolving. With ``dataset_id`` the lookup is precise: exact id	STRING

Over-Commented Block270 hits · 256 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	81	# onnxruntime 1.23.2 only ships wheels through cp313; cp314 wheels start	COMMENT
LOW	pyproject.toml	301	[tool.uv]	COMMENT
LOW	slack-app-manifest.yml	1	# Slack app manifest for the Cognee Slack integration.	COMMENT
LOW	slack-app-manifest.yml	21	# http://localhost:3000.	COMMENT
LOW	docker-compose.yml	81	# Same storage volumes as the main service: shared memory between the	COMMENT
LOW	entrypoint.sh	21	# initial revision carries the frozen base schema — no stamp is written;	COMMENT
LOW	cognee/base_config.py	41	# Deliberately higher than the 0.1 used for global feedback_weight: a global	COMMENT
LOW	cognee/alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	cognee/alembic.ini	21	# Any required deps can installed by adding `alembic[tz]` to the pip requirements	COMMENT
LOW	cognee/alembic.ini	41	# The path separator used here should be the separator specified by "version_path_separator" below.	COMMENT
LOW	cognee/alembic.ini	61	# are written from script.py.mako	COMMENT
LOW	cognee/context_global_variables.py	221	except BaseException:	COMMENT
LOW	…ks/memify/consolidate_entity_descriptions/constants.py	21	# One cap per job, because the three jobs bound different things.	COMMENT
LOW	…ks/memify/consolidate_entity_descriptions/constants.py	41	# type summary and the merge - returns one short paragraph (~500 chars, ~125	COMMENT
LOW	cognee/tasks/ingestion/save_data_item_to_storage.py	101	elif (	COMMENT
LOW	cognee/tasks/ingestion/resolve_dlt_sources.py	281	# failed between deletion and commit, the orphans would be gone and the	COMMENT
LOW	cognee/tasks/ingestion/resolve_dlt_sources.py	921	# datasets.delete_data routing). Without it, cleanup resolves the default	COMMENT
LOW	cognee/tasks/ingestion/config.py	1	from functools import lru_cache	COMMENT
LOW	cognee/tasks/ingestion/config.py	21	# Env: DLT_COLUMN_VALUE_COLUMNS as JSON, or add(..., column_value_columns=...).	COMMENT
LOW	cognee/tasks/ingestion/connectors/google_drive.py	701	# Opt into the document ingestion path: each file row (id/title/content/url)	COMMENT
LOW	cognee/tasks/graph/gliner_demo/extractor.py	81		COMMENT
LOW	cognee/tasks/storage/add_data_points.py	141	else:	COMMENT
LOW	cognee/tasks/storage/add_data_points.py	201	await session.commit()	COMMENT
LOW	cognee/tasks/code_graph/code_files.py	21		COMMENT
LOW	cognee/tests/unit/infrastructure/llm/test_llm_config.py	201	# Adapters now derive their default from the table. OpenAIAdapter is used	COMMENT
LOW	cognee/tests/e2e/bundled_extension/run_offline_e2e.sh	1	#!/usr/bin/env bash	COMMENT
LOW	cognee/shared/utils.py	121	return persistent_id	COMMENT
LOW	cognee/shared/utils.py	661	# No running event loop (shutdown, sync context, etc.) — telemetry is	COMMENT
LOW	cognee/shared/logging_utils.py	161	self.stream = self._open()	COMMENT
LOW	cognee/exceptions/remediation.py	41	from __future__ import annotations	COMMENT
LOW	cognee/api/client.py	81	# Keeps the WebSocket ?token= auth fallback out of uvicorn's own access/error	COMMENT
LOW	cognee/api/v1/update/incremental.py	621		COMMENT
LOW	cognee/api/v1/update/incremental.py	1061	for chunk_id, index in plan.reused.items()	COMMENT
LOW	cognee/api/v1/responses/default_tools.py	121	},	COMMENT
LOW	cognee/api/v1/visualize/live_updates.py	81	# that. Not single-flighted: a handful of connections racing a cache refresh	COMMENT
LOW	cognee/api/v1/visualize/memory_provenance.py	801	# A dataset scope is a caller who may read only some of the workspace,	COMMENT
LOW	cognee/api/v1/cognify/cognify.py	481	# requires — DLT-source manifests run the deterministic DLT list, code	COMMENT
LOW	cognee/api/v1/recall/recall.py	461		COMMENT
LOW	cognee/api/v1/recall/query_router.py	61	# `for` takes a quantity as readily as a date (`for 2000 users`, `for 1500	COMMENT
LOW	…api/v1/integrations/routers/get_integrations_router.py	301	# so a relayed authorize link completed by somebody else is refused instead of	COMMENT
LOW	cognee/api/v1/serve/cloud_client.py	61	self.service_url = service_url.rstrip("/")	COMMENT
LOW	cognee/alembic/env.py	21	# This line sets up loggers basically. Programmatic invocations (cognee's	COMMENT
LOW	cognee/infrastructure/locks/session_lock.py	101	yield	COMMENT
LOW	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	121	# deadlock against another reader's lock. Because cognify() fans	COMMENT
LOW	…e/infrastructure/databases/graph/graph_db_interface.py	121	``supports_incremental_chunk_updates``. A new backend also needs a	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	61	# Rows per bulk MERGE statement (same convention as the Postgres/Turso	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	381	# this — see ``close()``'s docstring for the cross-loop reason.	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	701	# Submit + check-closed atomically under	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	961	# Idempotent — a second close() sees the flag and returns.	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	3561		COMMENT
LOW	…tabases/graph/ladybug/LadybugDatasetDatabaseHandler.py	61	base_config.system_root_directory, "databases", str(dataset_database.owner_id)	COMMENT
LOW	…abases/graph/turso/TursoGraphDatasetDatabaseHandler.py	81	# handler name by apply_database_context_variables) differs from the	COMMENT
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	61	# ------------------------------------------------------------------	COMMENT
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	601	return await self.query(query, params)	COMMENT
LOW	…ture/databases/utils/get_or_create_dataset_database.py	101	if existing_dataset_database:	COMMENT
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	141		COMMENT
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	281	# ``logger.warning`` channel as the ``asyncio.run()`` branch. Without	COMMENT
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	501	self._lock = Lock()	COMMENT
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	701	asyncio.get_running_loop()	COMMENT
LOW	…nfrastructure/databases/vector/create_vector_engine.py	321	# ``.aevict_for_database``.	COMMENT
210 more matches not shown…

Deep Nesting272 hits · 251 pts

Severity	File	Line	Context
LOW	cognee/tasks/codingagents/coding_rule_associations.py	55	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	101	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	15	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	177	CODE
LOW	cognee/tasks/memify/consolidate_entities.py	96	CODE
LOW	cognee/tasks/memify/consolidate_entities.py	134	CODE
LOW	cognee/tasks/memify/apply_feedback_weights.py	108	CODE
LOW	cognee/tasks/memify/extract_user_sessions.py	14	CODE
LOW	…fy/consolidate_entity_descriptions/rewrite_entities.py	50	CODE
LOW	…ify/global_context_index/bucketing/vector/placement.py	179	CODE
LOW	cognee/tasks/ingestion/save_data_item_to_storage.py	49	CODE
LOW	cognee/tasks/ingestion/resolve_dlt_sources.py	341	CODE
LOW	cognee/tasks/ingestion/extract_dlt_source_edges.py	24	CODE
LOW	cognee/tasks/ingestion/resolve_data_directories.py	24	CODE
LOW	cognee/tasks/ingestion/ingest_data.py	143	CODE
LOW	cognee/tasks/ingestion/ingest_data.py	181	CODE
LOW	cognee/tasks/ingestion/data_item_to_text_file.py	48	CODE
LOW	cognee/tasks/ingestion/migrate_relational_database.py	155	CODE
LOW	cognee/tasks/ingestion/connectors/linear.py	463	CODE
LOW	cognee/tasks/ingestion/connectors/gmail.py	447	CODE
LOW	cognee/tasks/ingestion/connectors/notion.py	321	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	262	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	364	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	328	CODE
LOW	cognee/tasks/web_scraper/utils.py	21	CODE
LOW	cognee/tasks/presort/check_cognee_status.py	25	CODE
LOW	cognee/tasks/presort/relations.py	202	CODE
LOW	cognee/tasks/presort/group_files.py	141	CODE
LOW	cognee/tasks/graph/gliner_demo/mapping.py	104	CODE
LOW	cognee/tasks/storage/add_data_points.py	70	CODE
LOW	cognee/tasks/storage/chunk_ownership.py	142	CODE
LOW	cognee/tasks/chunks/chunk_by_sentence.py	37	CODE
LOW	cognee/tasks/provenance/record_provenance.py	99	CODE
LOW	cognee/tasks/code_graph/code_repo.py	167	CODE
LOW	cognee/tasks/code_graph/enola.py	339	CODE
LOW	cognee/tasks/code_graph/extract_code_graph.py	359	CODE
LOW	cognee/tests/test_relational_db_migration.py	49	CODE
LOW	cognee/tests/test_relational_db_migration.py	215	CODE
LOW	cognee/tests/test_incremental_update_stress.py	373	CODE
LOW	cognee/tests/test_release_multi_user_e2e.py	501	CODE
LOW	cognee/tests/unit/test_telemetry_aggregate_extract.py	354	CODE
LOW	…ee/tests/unit/exceptions/test_cognee_error_contract.py	120	CODE
LOW	…ee/tests/unit/api/test_cognee_api_error_propagation.py	70	CODE
LOW	…e/tests/unit/infrastructure/llm/test_litellm_native.py	213	CODE
LOW	…sts/unit/modules/chunking/test_incremental_chunking.py	83	CODE
LOW	…sts/unit/modules/chunking/test_incremental_chunking.py	155	CODE
LOW	cognee/tests/unit/modules/chunking/test_diff_spans.py	102	CODE
LOW	…infrastructure/session/test_session_sdk_integration.py	60	CODE
LOW	cognee/tests/utils/filter_overlapping_entities.py	1	CODE
LOW	cognee/tests/utils/filter_overlapping_relationships.py	4	CODE
LOW	cognee/tests/journeys/_support.py	98	CODE
LOW	cognee/tests/journeys/_support.py	289	CODE
LOW	cognee/tests/journeys/_support.py	109	CODE
LOW	cognee/tests/performance/locust_performance_analysis.py	321	CODE
LOW	cognee/tests/performance/batch_add_cognify_test.py	105	CODE
LOW	…ests/performance/statistics_percentile/capture_mock.py	82	CODE
LOW	…ests/performance/statistics_percentile/bench_cognee.py	490	CODE
LOW	…ests/performance/statistics_percentile/bench_cognee.py	656	CODE
LOW	…ests/performance/statistics_percentile/bench_cognee.py	722	CODE
LOW	…ts/e2e/incremental_update/test_chunk_ownership_refs.py	115	CODE
212 more matches not shown…

Modern Structural Boilerplate239 hits · 241 pts

Severity	File	Line	Snippet	Context
LOW	…sks/memify/consolidate_entity_descriptions/__init__.py	5	__all__ = [	CODE
LOW	…s/memify/consolidate_entity_descriptions/type_links.py	53	def set_type_links(entity: Entity, entity_types: list[EntityType]) -> None:	CODE
LOW	cognee/tasks/memify/global_context_index/__init__.py	4	__all__ = ["extract_global_context_index_input", "update_global_context_index"]	CODE
LOW	…e/tasks/ingestion/refuse_changed_existing_documents.py	135	__all__ = ["refuse_changed_existing_documents"]	CODE
LOW	cognee/tasks/ingestion/migrate_relational_database.py	15	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tasks/ingestion/connectors/linear.py	65	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tasks/ingestion/connectors/__init__.py	14	__all__ = [	CODE
LOW	cognee/tasks/web_scraper/__init__.py	29	__all__ = [	CODE
LOW	cognee/tasks/translation/__init__.py	67	__all__ = [	CODE
LOW	cognee/tasks/translation/providers/__init__.py	6	__all__ = [	CODE
LOW	cognee/tasks/presort/__init__.py	29	__all__ = [	CODE
LOW	cognee/tasks/graph/gliner_demo/__init__.py	55	__all__ = [	CODE
LOW	cognee/tasks/storage/close_node.py	14	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tasks/provenance/__init__.py	3	__all__ = ["record_provenance"]	CODE
LOW	cognee/tasks/documents/extract_chunks_from_documents.py	17	async def update_document_token_count(document_id: UUID, token_count: int) -> None:	CODE
LOW	cognee/memory/__init__.py	11	__all__ = [	CODE
LOW	cognee/tests/test_chunk_associations.py	15	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/test_incremental_update_stress.py	97	def _setup_environment() -> None:	CODE
LOW	cognee/tests/test_delete_by_id.py	13	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/test_search_db.py	33	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/test_agent_memory_e2e.py	20	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/test_subprocess_rss.py	114	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/test_usage_logger_e2e.py	15	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/test_permissions.py	29	logger = logging.getLogger(__name__)	CODE
LOW⚡	cognee/tests/unit/conftest.py	26	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/unit/processing/chunks/test_input.py	112	__all__ = ["pad"]	CODE
LOW	…ee/tests/unit/exceptions/test_cognee_error_contract.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…/tests/unit/infrastructure/test_rate_limiting_retry.py	11	logger = logging.getLogger(__name__)	CODE
LOW	…ucture/databases/test_subprocess_session_concurrent.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…tructure/databases/test_subprocess_session_failures.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…ucture/databases/test_index_schema_reference_fields.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…ses/provenance/test_unified_graph_provenance_delete.py	136	async def set_graph_metadata(self, metadata: dict[str, str]) -> None:	CODE
LOW⚡	cognee/tests/unit/modules/graph/test_graph_methods.py	41	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ests/unit/modules/observability/test_memory_semconv.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…dules/retrieval/graph_completion_retriever_cot_test.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…ests/unit/modules/retrieval/temporal_retriever_test.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…e/tests/integration/tasks/test_dlt_background_mixed.py	30	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tests/integration/tasks/test_add_data_points.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…ts/integration/tasks/test_cognify_rollback_recovery.py	37	logger = logging.getLogger(__name__)	CODE
LOW	…integration/tasks/test_timestamp_datapoints_storage.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…gration/tasks/test_consolidate_entities_integration.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…ntegration/tasks/test_add_foreground_orphan_cleanup.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…nee/tests/integration/tasks/test_add_s3_call_counts.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…ntegration/tasks/test_dlt_orphan_graph_vector_purge.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…e/tests/integration/tasks/test_dlt_csv_loader_route.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…ests/integration/tasks/test_dlt_stable_id_reprocess.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…ts/integration/shared/test_usage_logger_integration.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…integration/retrieval/test_rag_completion_retriever.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…tests/integration/retrieval/test_temporal_retriever.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…l/test_graph_completion_retriever_context_extension.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…/tests/integration/retrieval/test_triplet_retriever.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…tegration/retrieval/test_graph_completion_retriever.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…ieval/test_graph_completion_decomposition_retriever.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…ests/integration/retrieval/test_only_context_prompt.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…/tests/integration/retrieval/test_structured_output.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…ests/integration/retrieval/test_summaries_retriever.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…rieval/test_brute_force_triplet_search_with_cognify.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…e/tests/integration/retrieval/test_chunks_retriever.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…nee/tests/integration/retrieval/test_bm25_retriever.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…ation/retrieval/test_graph_completion_retriever_cot.py	13	logger = logging.getLogger(__name__)	CODE
179 more matches not shown…

Self-Referential Comments75 hits · 227 pts

Severity	File	Line	Snippet	Context
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	33	# Create a mapping of node_id to node objects for referencing in edge creation	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/migrate_relational_database.py	157	# Create a mapping of node_id to node objects for referencing in edge creation	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/migrate_relational_database.py	163	# Create a TableType node for each table	COMMENT
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	193	# Create a node ID in the format "table_name:primary_key_value"	COMMENT
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	196	# Create a TableRow node	COMMENT
MEDIUM	cognee/tests/test_custom_data_label.py	9	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/tests/test_delete_data_and_dataset_if_empty.py	41	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/tests/test_relational_db_migration.py	56	# Create the dataset so search can find it by name	COMMENT
MEDIUM	cognee/tests/test_graph_visualization_permissions.py	125	# Create a user without any permissions to the dataset	COMMENT
MEDIUM	cognee/tests/test_graph_model_from_schema.py	13	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/tests/test_graph_model_from_schema.py	26	# Define a custom graph model for programming languages.	COMMENT
MEDIUM	cognee/tests/test_custom_model.py	15	# Define a custom graph model for programming languages.	COMMENT
MEDIUM	cognee/tests/test_dataset_database_handler.py	93	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/tests/test_dataset_delete.py	37	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/tests/test_multi_tenancy.py	17	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	…unit/entity_extraction/regex_entity_extraction_test.py	268	# Create a minimal test config file	COMMENT
MEDIUM	cognee/tests/unit/api/test_health_checker.py	18	# Create a dummy file that simulates existing user data that happens to be named "health_check_test"	COMMENT
MEDIUM	…sts/unit/infrastructure/databases/test_rate_limiter.py	108	# Create a fresh instance	COMMENT
MEDIUM	…sts/unit/infrastructure/databases/test_rate_limiter.py	129	# Create a fresh instance	COMMENT
MEDIUM	…bases/vector/test_lancedb_external_metadata_payload.py	75	# Create the table first, as the storage task does before indexing.	COMMENT
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	169	# Create a second edge for extension rounds	COMMENT
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	633	# Create a second edge for extension rounds	COMMENT
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	882	# Create a second edge for extension rounds	COMMENT
MEDIUM⚡	…t/modules/retrieval/test_brute_force_triplet_search.py	575	# Create a mock fragment that will raise EntityNotFoundError when project_graph_from_db is called	COMMENT
MEDIUM	…gnee/tests/tasks/translation/translate_content_test.py	23	# Create a minimal Document for the is_part_of field	COMMENT
MEDIUM	…/tests/cli_tests/cli_unit_tests/test_cli_edge_cases.py	27	# Create an event loop and run the coroutine	COMMENT
MEDIUM	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	30	# Create an event loop and run the coroutine	COMMENT
MEDIUM	cognee/tests/api/test_backend_auth.py	74	# Create an API key using the bearer token	COMMENT
MEDIUM	cognee/tests/api/test_backend_auth.py	161	# Create an API key with HASH_API_KEY=True active	COMMENT
MEDIUM	cognee/tests/e2e/postgres/test_postgres_adapter.py	629	# Create a fake type with __name__ == "Entity"	COMMENT
MEDIUM	cognee/shared/graph_model_utils.py	116	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/shared/graph_model_utils.py	129	# Define a custom graph model for programming languages.	COMMENT
MEDIUM	cognee/shared/utils.py	713	# Create the server	COMMENT
MEDIUM	cognee/shared/logging_utils.py	205	# Create the log entry	COMMENT
MEDIUM	cognee/shared/logging_utils.py	579	# Create a new log file name with the cognee start time	COMMENT
MEDIUM	…eval_framework/benchmark_adapters/hotpot_qa_adapter.py	27	# Create a mapping of title to sentences for easy lookup	COMMENT
MEDIUM	cognee/api/v1/ui/node_setup.py	99	# Create a temporary script file	COMMENT
MEDIUM	cognee/api/v1/ui/ui.py	251	# Create a temporary directory for download	COMMENT
MEDIUM	cognee/api/v1/config/config.py	1	"""This module is used to set the configuration of the system."""	STRING
MEDIUM	cognee/api/v1/responses/routers/get_responses_router.py	137	# Create a format the dispatcher can handle	COMMENT
MEDIUM	cognee/api/v1/responses/routers/get_responses_router.py	165	# Create the response object with all processed tool calls	COMMENT
MEDIUM	cognee/api/v1/agents/agents.py	52	# Create an agent with read/write on a dataset	STRING
MEDIUM	cognee/api/v1/serve/management_api.py	145	# Create a new key with retries	COMMENT
MEDIUM	cognee/api/v1/sync/sync.py	731	# Create a temporary file-like object from the bytes	COMMENT
MEDIUM⚡	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	530	# Create a MetaData instance to load table information	COMMENT
MEDIUM⚡	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	534	# Define the full table name	COMMENT
MEDIUM	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	773	# Create a MetaData instance to load table information	COMMENT
MEDIUM	cognee/infrastructure/databases/dataset_queue/queue.py	210	# Create the slot dict for this task up front so callers can write	COMMENT
MEDIUM	…gres_demo/PostgresGraphSharedDatasetDatabaseHandler.py	58	# Create the graph tables inside the dataset schema. The engine is pinned	COMMENT
MEDIUM	…frastructure/databases/graph/neptune_driver/adapter.py	601	# Create the bulk-edge OpenCypher query using UNWIND	STRING
MEDIUM	…ector/pgvector/PGVectorSharedDatasetDatabaseHandler.py	54	# Create the dataset schema (and ensure the pgvector extension exists) in	COMMENT
MEDIUM	…utput_framework/litellm_instructor/llm/rate_limiter.py	163	# Create a fresh rate limit item for each check	COMMENT
MEDIUM	…put_framework/litellm_instructor/llm/get_llm_client.py	72	# Define an Enum for LLM Providers	COMMENT
MEDIUM	cognee/modules/storage/utils/__init__.py	49	# Create a base class with the same configuration as DataPoint	COMMENT
MEDIUM	cognee/modules/storage/utils/__init__.py	53	# Create the model inheriting from the configured base	COMMENT
MEDIUM	…/old/hotpot_qa_24_2025/src/analysis/analyze_results.py	52	# Create a copy with just the metric mean, sorted descending	COMMENT
MEDIUM	…ls/old/hotpot_qa_24_2025/src/qa/qa_benchmark_cognee.py	94	# Create a clean slate for cognee	COMMENT
MEDIUM	evals/old/mem0_01042025/hotpot_qa_mem0.py	30	# Create a conversation that includes the document content	COMMENT
MEDIUM	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	540	"# Create an API key",	CODE
MEDIUM	cognee-starter-kit/src/pipelines/custom-model.py	31	# Define a custom graph model for programming languages.	COMMENT
15 more matches not shown…

Cross-Language Confusion49 hits · 205 pts

Severity	File	Line	Snippet	Context
HIGH	cognee/tasks/ingestion/exceptions/exceptions.py	88	'external_metadata must be a JSON array of objects, e.g. [{"source": "crm"}, null].'	CODE
HIGH	cognee/tests/test_neptune_analytics_vector.py	126	# Always return true	COMMENT
HIGH	cognee/tests/unit/test_litellm_embedding_sanitize.py	84	# drives this through its OpenAI handler (the branch that injected the null),	COMMENT
HIGH	cognee/tests/unit/api/v1/test_add_remember_label.py	8	('[{"source": "crm"}, null]'), which Swagger transmits intact. Entries pair	STRING
HIGH	cognee/tests/unit/api/v1/test_add_remember_label.py	285	"external_metadata": '[{"source": "crm", "ticket": 42}, null]',	CODE
HIGH	cognee/tests/unit/migration/test_export_roundtrip.py	331	``COGXArchiveSource`` — the path ``cognee.push()`` and restore actually use.	STRING
HIGH	cognee/tests/unit/migration/test_push.py	297	result = asyncio.run(push_module.push("main_dataset", mode="hybrid"))	CODE
HIGH	cognee/tests/unit/migration/test_push.py	331	result = asyncio.run(push_module.push("local_name", target_dataset="remote_name"))	CODE
HIGH	cognee/tests/unit/migration/test_push.py	350	asyncio.run(push_module.push("main_dataset"))	CODE
HIGH	cognee/tests/unit/migration/test_push.py	368	asyncio.run(push_module.push("main_dataset"))	CODE
HIGH	cognee/tests/unit/migration/test_push.py	392	result = asyncio.run(push_module.push("main_dataset"))	CODE
HIGH	cognee/tests/unit/migration/test_push.py	1	"""Unit tests for cognee.push() and the COGX archive transport helpers.	STRING
HIGH	…gnee/tests/e2e/temporal/test_timestamp_range_lookup.py	221	carry the field and some do not (or store null). Both lookups must still run	STRING
HIGH	…gnee/tests/e2e/temporal/test_timestamp_range_lookup.py	249	# And a stored JSON null, the shape a non-int time_at produces through the model.	COMMENT
HIGH	cognee/cli/commands/push_command.py	100	return await cognee.push(	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	88	- kind (str): `"pipeline"` or `"operation"` (never null).	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	89	- operation_name (str\|null): Operation name; for pipeline rows this	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	91	- origin (str\|null): Initiating surface — `sdk`/`api`/`cli`/`mcp`/`background`.	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	92	- outcome (str\|null): `"succeeded"` / `"failed"` / `"noop"` (the call ran	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	98	- background (bool\|null): True when the call launched background work.	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	100	- error_class (str\|null): Exception class name when `outcome="failed"`.	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	101	- tokens_in / tokens_out (int\|null): Provider-billed token counts.	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	103	- started_at / ended_at (str\|null): ISO-8601 timestamps.	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	104	- user_id (str\|null): Triggering user.	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	105	- session_id (str\|null): Session-cache id; joins `session_model_usage`.	STRING
HIGH⚡	cognee/api/v1/activity/routers/get_activity_router.py	106	- parent_operation_id (str\|null): Parent's `pipeline_run_id`.	STRING
HIGH	cognee/api/v1/visualize/live_updates.py	208	- ``{"kind": "ready", "dataset_id": str, "cursor": str \| null}`` — once,	STRING
HIGH	cognee/api/v1/recall/routers/get_recall_router.py	33	"Omit (or pass null) to let cognee auto-route the query (rule-based, no LLM "	CODE
HIGH	cognee/api/v1/recall/routers/get_recall_router.py	42	"Dataset names to search within. Omit (null) to search all datasets "	CODE
HIGH	cognee/api/v1/recall/routers/get_recall_router.py	229	(default: null) to auto-route the query with the rule-based router	STRING
HIGH	cognee/api/v1/push/push.py	27	"""Outcome of a ``cognee.push()`` call."""	STRING
HIGH	cognee/api/v1/add/routers/get_add_router.py	83	'[{"source": "crm", "ticket": 42}, null]. Paired positionally like labels: '	CODE
HIGH	cognee/api/v1/add/routers/get_add_router.py	132	e.g. [{"source": "crm"}, null], paired positionally with the data items	STRING
HIGH	cognee/api/v1/users/routers/get_visualize_router.py	682	- `{"kind": "ready", "dataset_id": str, "cursor": str \| null}` — sent	STRING
HIGH	cognee/api/v1/remember/remember.py	1053	"cognee.push() to upload the data to the remote instance."	CODE
HIGH	cognee/api/v1/remember/routers/get_remember_router.py	41	"""Import uploaded COGX archive tarballs (produced by ``cognee.push()``)."""	STRING
HIGH	cognee/api/v1/remember/routers/get_remember_router.py	157	'[{"source": "crm", "ticket": 42}, null]. Paired positionally like labels: '	CODE
HIGH	cognee/api/v1/remember/routers/get_remember_router.py	326	e.g. [{"source": "crm"}, null], paired positionally with the uploaded files	STRING
HIGH	…/databases/vector/embeddings/LiteLLMEmbeddingEngine.py	226	# Older LiteLLM releases serialize an omitted encoding format as null,	COMMENT
HIGH	cognee/modules/session_lifecycle/metrics.py	148	"""Attribute an existing session to an agent connection (fill-if-null).	STRING
HIGH⚡	cognee/modules/agents/registry.py	181	# (fill-if-null), so agent↔session attribution survives registry	COMMENT
HIGH	cognee/modules/retrieval/utils/references.py	179	Missing, null, non-string, or empty/whitespace-only values are treated as	STRING
HIGH	cognee/modules/retrieval/temporal_hybrid/matching.py	23	- "Until X", "through X", "up to X" include X: start null, end at X's upper bound.	CODE
HIGH	cognee/modules/migration/archive.py	6	``cognee.push()`` on the sending side and the remember endpoint on the	STRING
HIGH	cognee/modules/migration/sources/cogx_archive.py	24	zero-LLM — matching the default of ``cognee.push()`` and the remember	STRING
HIGH	distributed/deploy/modal_app.py	10	1. pip install modal && modal setup	STRING
HIGH⚡	distributed/deploy/daytona_sandbox.py	100	sandbox.process.exec("pkill -f uvicorn \|\| true", timeout=5)	CODE
HIGH	…docker-sandbox-kit/brainbox/tasks/code_architecture.py	10	3. promote — `cognee.push(...)`: export the local graph as a COGX archive and	STRING
HIGH	…docker-sandbox-kit/brainbox/tasks/code_architecture.py	115	pushed = await cognee.push(args.dataset, target_dataset=args.target, mode="preserve")	CODE

Verbosity Indicators87 hits · 155 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tasks/graph/gliner_demo/schema.py	176	# Step 2: ontology	COMMENT
LOW	cognee/tasks/graph/gliner_demo/schema.py	265	# Step 3: label bank probe	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	162	# Step 1: Upload two ontologies (one-by-one)	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	191	# Step 2: Verify ontologies are listed	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	198	# Step 3: Test cognify with multiple ontologies	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	49	# Step 1: Build corpus (ingest conversation into cognee)	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	55	# Step 2: Answer probing questions (routed by question type)	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	59	# Step 3: Evaluate with rubric metric	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	63	# Step 4: Dashboard	COMMENT
LOW⚡	…nee/eval_framework/evaluation/run_evaluation_module.py	63	# Step 1: Evaluate answers if requested	COMMENT
LOW⚡	…nee/eval_framework/evaluation/run_evaluation_module.py	69	# Step 2: Calculate metrics if requested	COMMENT
LOW⚡	cognee/api/v1/add/add.py	157	# Step 1: Add your data (text content or file path)	STRING
LOW⚡	cognee/api/v1/add/add.py	162	# Step 2: Process into knowledge graph	STRING
LOW⚡	cognee/api/v1/add/add.py	165	# Step 3: Search and query	STRING
LOW	cognee/api/v1/serve/serve.py	170	# Step 1: Check for saved credentials	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	220	# Step 2: Device Code Flow — only possible with an Auth0 device client ID.	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	264	# Step 3: Discover or create tenant	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	274	# Step 4: Get service URL	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	277	# Step 5: Get or create API key	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	280	# Step 6: Build credentials — saved in Step 7 only after the tenant	COMMENT
LOW	cognee/api/v1/serve/serve.py	293	# Step 7: Connect	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	65	# Step 1: Request device code	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	87	# Step 2: Show the user what to do	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	98	# Step 3: Poll for token	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	328	# Step 2: Trigger cognify processing once for all datasets (only if any files were uploaded)	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	350	# Step 3: Trigger local cognify processing if any files were downloaded	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	427	# Step 1: Extract local file info with stored hashes	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	435	# Step 2: Check what files are missing on cloud	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	448	# Step 3: Upload files that are missing on cloud	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	456	# Step 4: Download files that are missing locally	COMMENT
LOW	cognee/api/v1/sync/sync.py	263	# Step 1: Sync files for all datasets concurrently	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1323	// Step 1: Collect all nodes	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1327	// Step 2: Find all connected components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1337	// Step 3: Aggregate components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1340	// Step 4: Identify the largest connected component	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1347	// Step 5: Find nodes not in the largest connected component	COMMENT
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1936	# Step 2: Fetch all nodes	STRING
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1948	# Step 3: Fetch all edges between collected nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	761	# Step 2: Fetch all nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	770	# Step 3: Fetch all edges between collected nodes	STRING
LOW	…frastructure/databases/graph/neptune_driver/adapter.py	741	# Step 1: Find all neighbor node IDs within depth hops	STRING
LOW⚡	cognee/modules/truth_subspace/build.py	224	# Step 1: accepted learning statements from session_learnings.	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	333	# Step 3: LOAD nodes — ALL DocumentChunk nodes in the dataset (the chunk	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	407	# Step 5: PERSIST per-node coordinate vectors at epoch N+1 first ...	COMMENT
LOW	cognee/modules/truth_subspace/build.py	206	# Step 0: capability gate, before any embedding call. Only Ladybug	COMMENT
LOW	cognee/modules/truth_subspace/build.py	297	# Step 2: decide the epoch. New centroids are held in memory until the	COMMENT
LOW	cognee/modules/truth_subspace/build.py	373	# Step 4: EMBED node texts (batched) and compute coords per node at the	COMMENT
LOW	cognee/modules/truth_subspace/build.py	432	# Step 6: ... and only then move the centroids to N+1. Until this write	COMMENT
LOW	cognee/modules/user_preferences/update.py	272	# Step 1: advance the clock once for every not-yet-counted turn, rated or not.	COMMENT
LOW⚡	cognee/modules/user_preferences/update.py	356	# Step 6: prune whenever the counter moved — the clock advances on unrated	COMMENT
LOW	cognee/modules/user_preferences/update.py	389	# Step 5: mark processed. update_qa MERGES the metadata dict into the	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	55	// Step 1: Verify connection	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	85	// Step 2: SDK quickstart	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	123	// Step 3: Test from UI	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	210	// Step 4: Done	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	93	# Step 1: Install Cognee (streamed)	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	98	# Step 2: Kill any existing server, then start fresh	COMMENT
LOW⚡	examples/guides/fact_validity.py	23	# Step 1: start clean and remember the original fact.	COMMENT
LOW⚡	examples/guides/fact_validity.py	27	# Step 2: entity node ids are deterministic — derive Acme's id from its name.	COMMENT
LOW⚡	examples/guides/fact_validity.py	30	# Step 3: Alice changes jobs — close the old fact instead of deleting it.	COMMENT
27 more matches not shown…

Structural Annotation Overuse86 hits · 153 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tasks/graph/gliner_demo/schema.py	176	# Step 2: ontology	COMMENT
LOW	cognee/tasks/graph/gliner_demo/schema.py	265	# Step 3: label bank probe	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	162	# Step 1: Upload two ontologies (one-by-one)	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	191	# Step 2: Verify ontologies are listed	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	198	# Step 3: Test cognify with multiple ontologies	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	49	# Step 1: Build corpus (ingest conversation into cognee)	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	55	# Step 2: Answer probing questions (routed by question type)	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	59	# Step 3: Evaluate with rubric metric	COMMENT
LOW⚡	cognee/eval_framework/run_beam_eval.py	63	# Step 4: Dashboard	COMMENT
LOW⚡	…nee/eval_framework/evaluation/run_evaluation_module.py	63	# Step 1: Evaluate answers if requested	COMMENT
LOW⚡	…nee/eval_framework/evaluation/run_evaluation_module.py	69	# Step 2: Calculate metrics if requested	COMMENT
LOW⚡	cognee/api/v1/add/add.py	157	# Step 1: Add your data (text content or file path)	STRING
LOW⚡	cognee/api/v1/add/add.py	162	# Step 2: Process into knowledge graph	STRING
LOW⚡	cognee/api/v1/add/add.py	165	# Step 3: Search and query	STRING
LOW	cognee/api/v1/serve/serve.py	170	# Step 1: Check for saved credentials	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	220	# Step 2: Device Code Flow — only possible with an Auth0 device client ID.	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	264	# Step 3: Discover or create tenant	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	274	# Step 4: Get service URL	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	277	# Step 5: Get or create API key	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	280	# Step 6: Build credentials — saved in Step 7 only after the tenant	COMMENT
LOW	cognee/api/v1/serve/serve.py	293	# Step 7: Connect	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	65	# Step 1: Request device code	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	87	# Step 2: Show the user what to do	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	98	# Step 3: Poll for token	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	328	# Step 2: Trigger cognify processing once for all datasets (only if any files were uploaded)	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	350	# Step 3: Trigger local cognify processing if any files were downloaded	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	427	# Step 1: Extract local file info with stored hashes	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	435	# Step 2: Check what files are missing on cloud	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	448	# Step 3: Upload files that are missing on cloud	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	456	# Step 4: Download files that are missing locally	COMMENT
LOW	cognee/api/v1/sync/sync.py	263	# Step 1: Sync files for all datasets concurrently	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1323	// Step 1: Collect all nodes	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1327	// Step 2: Find all connected components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1337	// Step 3: Aggregate components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1340	// Step 4: Identify the largest connected component	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1347	// Step 5: Find nodes not in the largest connected component	COMMENT
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1936	# Step 2: Fetch all nodes	STRING
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1948	# Step 3: Fetch all edges between collected nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	761	# Step 2: Fetch all nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	770	# Step 3: Fetch all edges between collected nodes	STRING
LOW	…frastructure/databases/graph/neptune_driver/adapter.py	741	# Step 1: Find all neighbor node IDs within depth hops	STRING
LOW⚡	cognee/modules/truth_subspace/build.py	224	# Step 1: accepted learning statements from session_learnings.	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	333	# Step 3: LOAD nodes — ALL DocumentChunk nodes in the dataset (the chunk	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	407	# Step 5: PERSIST per-node coordinate vectors at epoch N+1 first ...	COMMENT
LOW	cognee/modules/truth_subspace/build.py	206	# Step 0: capability gate, before any embedding call. Only Ladybug	COMMENT
LOW	cognee/modules/truth_subspace/build.py	297	# Step 2: decide the epoch. New centroids are held in memory until the	COMMENT
LOW	cognee/modules/truth_subspace/build.py	373	# Step 4: EMBED node texts (batched) and compute coords per node at the	COMMENT
LOW	cognee/modules/user_preferences/update.py	272	# Step 1: advance the clock once for every not-yet-counted turn, rated or not.	COMMENT
LOW⚡	cognee/modules/user_preferences/update.py	356	# Step 6: prune whenever the counter moved — the clock advances on unrated	COMMENT
LOW	cognee/modules/user_preferences/update.py	389	# Step 5: mark processed. update_qa MERGES the metadata dict into the	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	55	// Step 1: Verify connection	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	85	// Step 2: SDK quickstart	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	123	// Step 3: Test from UI	COMMENT
LOW	…rontend/src/app/(setup)/onboarding/ServeOnboarding.tsx	210	// Step 4: Done	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	93	# Step 1: Install Cognee (streamed)	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	98	# Step 2: Kill any existing server, then start fresh	COMMENT
LOW⚡	examples/guides/fact_validity.py	23	# Step 1: start clean and remember the original fact.	COMMENT
LOW⚡	examples/guides/fact_validity.py	27	# Step 2: entity node ids are deterministic — derive Acme's id from its name.	COMMENT
LOW⚡	examples/guides/fact_validity.py	30	# Step 3: Alice changes jobs — close the old fact instead of deleting it.	COMMENT
LOW⚡	examples/guides/fact_validity.py	34	# Step 4: remember the replacement fact.	COMMENT
26 more matches not shown…

Modern AI Meta-Vocabulary33 hits · 104 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	cognee/tests/unit/eval_framework/test_eval_runner.py	228	# Runner orchestration (mocked steps, no LLM/DB)	COMMENT
MEDIUM⚡	cognee/tests/unit/api/v1/validate/test_validate.py	180	# NodeSet has no index_fields — it's structural scaffolding, never embedded.	COMMENT
MEDIUM	…ests/unit/infrastructure/test_embedding_input_limit.py	81	# A TikToken fallback says nothing about the embedding model.	COMMENT
MEDIUM⚡	…tests/unit/modules/visualization/test_subgraph_data.py	192	# --- fetch orchestration ---------------------------------------------------	COMMENT
MEDIUM	…/unit/modules/retrieval/test_graph_report_retriever.py	37	# Membership scaffolding (belongs_to_set -> NodeSet container).	COMMENT
MEDIUM	…/unit/modules/retrieval/test_graph_report_retriever.py	46	# Structural scaffolding (DERIVED).	COMMENT
MEDIUM⚡	…it/modules/retrieval/test_include_references_wiring.py	31	# CompletionRetriever (RAG / chunk evidence)	COMMENT
MEDIUM⚡	cognee/cli/_cognee.py	372	# in-process. This is the correct mode for concurrent / multi-agent use	COMMENT
MEDIUM	cognee/eval_framework/runner.py	113	# seams the tests patch to exercise orchestration without an LLM or database.	COMMENT
MEDIUM	…ture/databases/utils/get_or_create_dataset_database.py	117	# Record the embedding model that will build this dataset's vectors, so	COMMENT
MEDIUM	…rastructure/databases/vector/embeddings/input_limit.py	28	# hosted embedding model's limit (OpenAI 8191, Mistral 8192, Voyage 32000) and	COMMENT
MEDIUM	…s/vector/embeddings/OpenAICompatibleEmbeddingEngine.py	190	# Handle context window exceeded by splitting input	COMMENT
MEDIUM	…structure/databases/vector/turso/TursoVectorAdapter.py	552	# the graph/RAG hot path wants only id + distance, and payloads are large	COMMENT
MEDIUM	cognee/infrastructure/llm/tokenizer/resolver.py	164	# (e.g. a newly released embedding model), so guard the "never raises"	COMMENT
MEDIUM	cognee/infrastructure/llm/tokenizer/resolver.py	204	# override wins, otherwise use the embedding model's own repo.	COMMENT
MEDIUM	cognee/modules/search/methods/search.py	543	# A populated graph whose retriever still found nothing to search, e.g. RAG's	COMMENT
MEDIUM	cognee/modules/retrieval/agentic_retriever.py	82	# Answers through a multi-step loop on the agentic templates; the inherited	COMMENT
MEDIUM	cognee/modules/retrieval/agentic_retriever.py	275	# Ungraded agentic executions use the neutral default score until	COMMENT
MEDIUM	cognee/modules/retrieval/graph_report_retriever.py	118	# content edges only (drop membership scaffolding).	COMMENT
MEDIUM	cognee/modules/retrieval/graph_completion_retriever.py	142	# loudly (404 over the API) the same way the RAG retriever raises	COMMENT
MEDIUM	cognee/modules/retrieval/base_retriever.py	38	# legitimately answer without retrieval context (e.g. tool-driven agentic	COMMENT
MEDIUM	cognee/modules/data/deletion/prune_system.py	58	# embedding model so the next use does not report a false mismatch.	COMMENT
MEDIUM	evals/old/hotpot_50_corpus.json	1	["Lomonosov Moscow State University (MSU; Russian: \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u0433\u	CODE
MEDIUM⚡	evals/old/hotpot_qa_24_2025/src/qa/qa_benchmark_base.py	101	# Get answer from RAG system	COMMENT
MEDIUM	evals/old/hotpot_qa_24_2025/src/qa/qa_benchmark_base.py	132	# Initialize RAG system	COMMENT
MEDIUM	evals/old/comparative_eval/hotpot_50_corpus.json	1	["Lomonosov Moscow State University (MSU; Russian: \u041c\u043e\u0441\u043a\u043e\u0432\u0441\u043a\u0438\u0439 \u0433\u	CODE
MEDIUM	tools/docs_issue_filter.py	38	# lists or scaffolding, none of which describe a documentation problem.	COMMENT
MEDIUM	docs/recall-vs-search.md	68	# Low level: raw SearchResult objects, agentic parameters as keywords.	COMMENT
MEDIUM	examples/README.md	148	### [`agentic/`](demos/agentic/) — agents reasoning over memory	COMMENT
MEDIUM	…pelines/memify_coding_agent_rule_extraction_example.py	83	# Memify accepts these tasks and orchestrates forwarding of graph data through these tasks (if data is not specified	STRING
MEDIUM	…ional_database_to_knowledge_graph_migration_example.py	113	# the invoices related to the two customers, without any hallucinations or additional information	COMMENT
MEDIUM	.github/workflows/e2e_tests.yml	169	# Every stored chunk must fit the embedding model's window and be embedded	COMMENT
MEDIUM	cognee_db_workers/harness.py	487	# prefer the HANDLE-based watchdog (event-driven, immune to PID reuse)	COMMENT

Redundant / Tautological Comments74 hits · 102 pts

Severity	File	Line	Snippet	Context
LOW	cognee/root_dir.py	23	# Check if it's an S3 URL - S3 URLs are absolute by definition	COMMENT
LOW	cognee/tasks/ingestion/resolve_data_directories.py	75	if isinstance(item, str): # Check if the item is a path	CODE
LOW	cognee/tasks/translation/detect_language.py	145	# Check if translation is needed	COMMENT
LOW	cognee/tasks/translation/providers/llm_provider.py	139	# Check if API key is configured (required for most providers)	COMMENT
LOW	cognee/tests/test_shared_node_preservation.py	276	# Check if Germany is still in vector index	COMMENT
LOW	cognee/tests/test_custom_data_label.py	37	# Display results	STRING
LOW	cognee/tests/test_custom_data_label.py	53	# Check if label is properly added and stored	STRING
LOW	cognee/tests/test_delete_data_and_dataset_if_empty.py	79	# Check if databases are properly created and exist before deletion	STRING
LOW	cognee/tests/test_search_db.py	142	# Check if Triplet_text collection was created	COMMENT
LOW	cognee/tests/test_graph_model_from_schema.py	65	# Display results	COMMENT
LOW	cognee/tests/test_dataset_database_handler.py	124	# Display results	STRING
LOW	cognee/tests/test_starter_pipelines.py	18	# Check if required environment variables are set	COMMENT
LOW	cognee/tests/test_dataset_delete.py	68	# Check if databases are properly created and exist before deletion	STRING
LOW	cognee/tests/test_cognee_server_start.py	44	# Check if server started with errors	COMMENT
LOW	…sts/unit/infrastructure/databases/test_rate_limiter.py	147	# Print the results	COMMENT
LOW	cognee/shared/graph_model_utils.py	168	# Display results	COMMENT
LOW	cognee/shared/cache.py	176	# Check if already cached and valid	COMMENT
LOW	cognee/shared/logging_utils.py	159	# Check if stream is available before trying to write	COMMENT
LOW	cognee/shared/logging_utils.py	379	# Check if this is a LiteLLM-related logger	COMMENT
LOW	cognee/shared/logging_utils.py	449	# Check if there's an exc_info that needs to be processed	COMMENT
LOW	cognee/shared/logging_utils.py	573	# Check if we already have a log file path from the environment	COMMENT
LOW	cognee/api/v1/ui/node_setup.py	37	# Check if nvm is available in the shell	COMMENT
LOW	cognee/api/v1/ui/node_setup.py	243	# Check if nvm is installed	COMMENT
LOW	cognee/api/v1/ui/node_setup.py	333	# Check if nvm is installed	COMMENT
LOW	cognee/api/v1/ui/ui.py	214	# Check if already downloaded and up to date	COMMENT
LOW	cognee/api/v1/ui/ui.py	887	# Check if process is still running	COMMENT
LOW	cognee/api/v1/responses/routers/get_responses_router.py	124	# Check if there are function tool calls in the output	COMMENT
LOW	cognee/api/v1/sync/routers/get_sync_router.py	112	# Check if user has any running sync operations	COMMENT
LOW	…bic/versions/211ab850ef3d_add_sync_operations_table.py	25	# Check if table already exists (it might be created by Base.metadata.create_all() in initial migration)	COMMENT
LOW	…s/6ee94db7381f_remove_unique_constraint_tenant_name.py	81	# Check if there's a unique index on the name column. If third element in row is 1, it's a unique index	COMMENT
LOW	…ons/46a6ce2bd2b2_expand_dataset_database_with_json_.py	278	# Check if the constraint covers ONLY the target column	STRING
LOW	…ons/46a6ce2bd2b2_expand_dataset_database_with_json_.py	285	# Check if the constraint covers ONLY the target column	STRING
LOW⚡	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	539	# Check if table is in list of tables for the given schema	COMMENT
LOW	cognee/infrastructure/databases/graph/config.py	107	# Check if absolute path is provided	COMMENT
LOW	cognee/infrastructure/llm/config.py	318	# Check if BAML is selected as structured output framework but not available	COMMENT
LOW	…tructured_output_framework/baml/baml_client/runtime.py	131	# Check if already aborted	COMMENT
LOW	…tructured_output_framework/baml/baml_client/runtime.py	160	# Check if already aborted	COMMENT
LOW	…ured_output_framework/baml/baml_client/async_client.py	87	# Check if on_tick is provided	COMMENT
LOW	…tured_output_framework/baml/baml_client/sync_client.py	100	# Check if on_tick is provided	COMMENT
LOW	…put_framework/litellm_instructor/llm/get_llm_client.py	418	# Check if max_token value is defined in liteLLM for given model	COMMENT
LOW	…nfrastructure/llm/extraction/extract_event_entities.py	31	# Check if the prompt path is an absolute path or just a filename	COMMENT
LOW	…lm/extraction/knowledge_graph/extract_content_graph.py	37	# Check if the prompt path is an absolute path or just a filename	COMMENT
LOW	…/llm/extraction/knowledge_graph/extract_event_graph.py	32	# Check if the prompt path is an absolute path or just a filename	COMMENT
LOW	cognee/infrastructure/files/utils/open_data_file.py	17	# Check if this is a file URI BEFORE normalizing (which corrupts URIs)	COMMENT
LOW	cognee/infrastructure/files/storage/LocalFileStorage.py	14	# Check if this is actually a URL (has a scheme like file://, http://, etc.)	COMMENT
LOW	cognee/infrastructure/loaders/core/image_loader.py	117	# Read file for metadata	COMMENT
LOW	…infrastructure/loaders/external/advanced_pdf_loader.py	90	# Check if there is any content	COMMENT
LOW	…odules/graph/methods/delete_dataset_nodes_and_edges.py	26	# Check if user has delete permission for the dataset before proceeding with deletion of related graph/vector nodes	COMMENT
LOW	…e/modules/graph/methods/delete_data_nodes_and_edges.py	37	# Check if user has delete permissions for the dataset before proceeding with deletion of related graph/vector nodes	COMMENT
LOW	…s/search/methods/get_search_type_retriever_instance.py	431	# Check if retriever info is found for the given query type	COMMENT
LOW	cognee/modules/search/methods/search.py	336	# Check if graph for dataset is empty and log warnings if necessary	COMMENT
LOW	cognee/modules/retrieval/graph_completion_retriever.py	152	# Check if all triplets are empty, in case of batch queries	COMMENT
LOW	cognee/modules/retrieval/graph_completion_retriever.py	269	# Check if all triplets are empty, in case of batch queries	COMMENT
LOW	…modules/users/methods/store_principal_configuration.py	31	# Check if a configuration with this name already exists for the principal	COMMENT
LOW	…sers/permissions/methods/give_permission_on_dataset.py	56	# Check if the ACL entry already exists to avoid duplicates	COMMENT
LOW	…ions/methods/authorized_give_permission_on_datasets.py	31	# Check if request owner has permission to share dataset access	COMMENT
LOW	cognee/modules/users/tenants/methods/select_tenant.py	48	# Check if User is part of Tenant	COMMENT
LOW	cognee/modules/data/methods/get_unique_dataset_id.py	71	# Check if dataset with legacy_dataset_id exists, if so use that one, else use modern_dataset_id	COMMENT
LOW	cognee/modules/data/methods/add_model_class_to_graph.py	42	if hasattr(field_type, "model_fields"): # Check if field type is a Pydantic model	CODE
LOW⚡	…/hotpot_qa_24_2025/src/run_cross_benchmark_analysis.py	101	# Check if evaluated folder exists	COMMENT
14 more matches not shown…

AI Structural Patterns100 hits · 95 pts

Severity	File	Line	Context
LOW	…mify/consolidate_entity_descriptions/describe_types.py	27	CODE
LOW	cognee/tasks/ingestion/connectors/gmail.py	582	CODE
LOW	cognee/tasks/ingestion/connectors/google_drive.py	600	CODE
LOW	cognee/tasks/web_scraper/web_scraper_task.py	44	CODE
LOW	cognee/tasks/web_scraper/web_scraper_task.py	126	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	48	CODE
LOW	cognee/tasks/graph/gliner_demo/tasks.py	218	CODE
LOW	cognee/tasks/graph/gliner_demo/tasks.py	286	CODE
LOW	cognee/cli/api_client.py	318	CODE
LOW	cognee/cli/api_client.py	353	CODE
LOW	cognee/memify_pipelines/create_triplet_embeddings.py	51	CODE
LOW	cognee/memify_pipelines/consolidate_entities.py	25	CODE
LOW	…ee/memify_pipelines/consolidate_entity_descriptions.py	37	CODE
LOW	…s/logistics_system_utils/utils/world_creation_utils.py	635	CODE
LOW	…rk_adapters/logistics_system_utils/entities/package.py	92	CODE
LOW	cognee/api/v1/update/update.py	33	CODE
LOW	cognee/api/v1/agents/agents.py	157	CODE
LOW	cognee/api/v1/agents/agents.py	198	CODE
LOW	cognee/api/v1/agents/routers/get_agents_router.py	102	CODE
LOW	cognee/api/v1/visualize/memory_provenance.py	165	CODE
LOW	cognee/api/v1/visualize/visualize.py	43	CODE
LOW	cognee/api/v1/visualize/visualize.py	193	CODE
LOW	cognee/api/v1/visualize/visualize.py	271	CODE
LOW	cognee/api/v1/visualize/visualize.py	317	CODE
LOW	cognee/api/v1/cognify/cognify.py	112	CODE
LOW	cognee/api/v1/cognify/cognify.py	572	CODE
LOW	cognee/api/v1/recall/recall.py	349	CODE
LOW	cognee/api/v1/search/search.py	41	CODE
LOW	cognee/api/v1/add/add.py	40	CODE
LOW	cognee/api/v1/add/routers/get_add_router.py	49	CODE
LOW	cognee/api/v1/users/routers/get_visualize_router.py	60	CODE
LOW	cognee/api/v1/users/routers/get_visualize_router.py	167	CODE
LOW	cognee/api/v1/users/routers/get_visualize_router.py	354	CODE
LOW	cognee/api/v1/remember/remember.py	887	CODE
LOW	cognee/api/v1/remember/routers/get_remember_router.py	119	CODE
LOW	…e/infrastructure/databases/cache/cache_db_interface.py	127	CODE
LOW	…nee/infrastructure/databases/cache/get_cache_engine.py	73	CODE
LOW	…e/infrastructure/databases/cache/redis/RedisAdapter.py	24	CODE
LOW	…e/infrastructure/databases/cache/redis/RedisAdapter.py	182	CODE
LOW	…e/infrastructure/databases/cache/redis/RedisAdapter.py	367	CODE
LOW	…frastructure/databases/cache/fscache/FsCacheAdapter.py	130	CODE
LOW	…frastructure/databases/cache/fscache/FsCacheAdapter.py	271	CODE
LOW	…/infrastructure/databases/cache/sql/SqlCacheAdapter.py	406	CODE
LOW	…/infrastructure/databases/cache/sql/SqlCacheAdapter.py	681	CODE
LOW	…nee/infrastructure/databases/graph/get_graph_engine.py	231	CODE
LOW	…nee/infrastructure/databases/graph/get_graph_engine.py	298	CODE
LOW	…nfrastructure/databases/vector/create_vector_engine.py	54	CODE
LOW	…/databases/vector/embeddings/LiteLLMEmbeddingEngine.py	110	CODE
LOW	…ured_output_framework/baml/baml_client/async_client.py	159	CODE
LOW	…ured_output_framework/baml/baml_client/async_client.py	182	CODE
LOW	…tured_output_framework/baml/baml_client/sync_client.py	171	CODE
LOW	…tured_output_framework/baml/baml_client/sync_client.py	194	CODE
LOW	…ured_output_framework/litellm_native/native_adapter.py	190	CODE
LOW	…put_framework/litellm_instructor/llm/gemini/adapter.py	63	CODE
LOW	…work/litellm_instructor/llm/generic_llm_api/adapter.py	101	CODE
LOW	…amework/litellm_instructor/llm/azure_openai/adapter.py	51	CODE
LOW	…_framework/litellm_instructor/llm/llama_cpp/adapter.py	72	CODE
LOW	…put_framework/litellm_instructor/llm/openai/adapter.py	70	CODE
LOW	…nee/infrastructure/files/storage/FileBufferedReader.py	16	CODE
LOW	…gnee/infrastructure/loaders/external/dlt_csv_loader.py	46	CODE
40 more matches not shown…

Fake / Example Data72 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW⚡	cognee/tests/unit/test_context_global_variables.py	103	return fake_user	CODE
LOW	cognee/tests/unit/test_context_global_variables.py	87	fake_user = SimpleNamespace(id=user_id, tenant_id=None)	CODE
LOW⚡	cognee/tests/unit/test_agents_sdk_cli.py	383	fake_user = _make_user()	CODE
LOW⚡	cognee/tests/unit/test_agents_sdk_cli.py	386	return fake_user	CODE
LOW	cognee/tests/unit/test_agents_sdk_cli.py	399	assert user is fake_user	CODE
LOW⚡	…ts/unit/tasks/memify/test_session_persist_watermark.py	73	fake_user = SimpleNamespace(id=uuid.uuid4())	CODE
LOW⚡	…ts/unit/tasks/memify/test_session_persist_watermark.py	74	token = session_user.set(fake_user)	CODE
LOW⚡	…ts/unit/tasks/memify/test_session_persist_watermark.py	75	yield fake_user	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	24	deal = DealBrief(deal_name="Acme Corp", health="Good")	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	28	assert payload.completion.deal_name == "Acme Corp"	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	29	assert payload.model_dump()["completion"] == {"deal_name": "Acme Corp", "health": "Good"}	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	90	completion={"deal_name": "Acme Corp", "health": "Good"},	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	93	assert payload.completion == {"deal_name": "Acme Corp", "health": "Good"}	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	94	assert payload.model_dump()["completion"] == {"deal_name": "Acme Corp", "health": "Good"}	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	101	deal = DealBrief(deal_name="Acme Corp", health="Good")	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	104	assert dumped["completion"] == {"deal_name": "Acme Corp", "health": "Good"}	CODE
LOW	cognee/tests/unit/users/tenants/test_role_visibility.py	145	admin = FakeUser(uuid4(), email="admin@example.com")	CODE
LOW	cognee/tests/unit/users/tenants/test_role_visibility.py	206	admin = FakeUser(uuid4(), email="admin@example.com")	CODE
LOW	cognee/tests/unit/api/test_datasets_graph_summary.py	40	id=uuid4(), email="user@example.com", is_active=True, tenant_id=None	CODE
LOW	cognee/tests/unit/api/v1/test_serve_fail_loud.py	47	"email": "user@example.com",	CODE
LOW	cognee/tests/unit/api/v1/test_serve_fail_loud.py	63	assert "user@example.com" in message	CODE
LOW	cognee/tests/unit/api/v1/test_serve_fail_loud.py	169	"email": "user@example.com",	CODE
LOW⚡	cognee/tests/unit/api/v1/test_serve_fail_loud.py	180	assert "user@example.com" in exc_info.value.message	CODE
LOW⚡	cognee/tests/unit/api/v1/test_serve_fail_loud.py	190	"email": "user@example.com",	CODE
LOW⚡	…sts/unit/infrastructure/engine/test_identity_fields.py	192	assert PersonWithIdentity.id_for("John Doe") == PersonWithIdentity(name="John_Doe").id	CODE
LOW	…sts/unit/infrastructure/engine/test_identity_fields.py	141	p1 = PersonWithIdentity(name="John Doe")	CODE
LOW	…sts/unit/infrastructure/engine/test_identity_fields.py	218	for raw in ["John", "John Doe", "O'Brien", "New York City", "ALL CAPS", "mixed Case's"]:	CODE
LOW⚡	…sts/unit/modules/session_lifecycle/test_agent_usage.py	242	user = SimpleNamespace(id=caller_id, tenant_id=tenant_id, email="admin@example.com")	CODE
LOW⚡	…sts/unit/modules/session_lifecycle/test_agent_usage.py	246	{"id": str(caller_id), "email": "admin@example.com", "roles": []},	CODE
LOW	…sts/unit/modules/session_lifecycle/test_agent_usage.py	279	assert result[1]["user_email"] == "admin@example.com"	CODE
LOW⚡	…e/tests/unit/modules/pipelines/test_provenance_mode.py	191	_simulate_pipeline_task(dp, mode="lightweight", user_label="user@example.com")	CODE
LOW⚡	…e/tests/unit/modules/pipelines/test_provenance_mode.py	192	assert dp.source_user == "user@example.com"	CODE
LOW	…unit/modules/provenance/test_record_provenance_task.py	70	user=SimpleNamespace(email="user@example.com", id=uuid4()),	CODE
LOW	…unit/modules/provenance/test_record_provenance_task.py	120	assert entry.agent_id == "user@example.com"	CODE
LOW	…unit/modules/provenance/test_provenance_entry_model.py	13	agent_id="user@example.com",	CODE
LOW	…nit/modules/users/test_authenticated_websocket_user.py	30	return SimpleNamespace(id=uuid4(), email="user@example.com", is_active=is_active)	CODE
LOW⚡	…nit/modules/users/test_authenticated_websocket_user.py	238	assert connection.receive_json() == {"email": "user@example.com"}	CODE
LOW	…/unit/modules/users/test_conditional_authentication.py	45	email="user@example.com",	CODE
LOW	…/unit/modules/users/test_conditional_authentication.py	67	email="user@example.com",	CODE
LOW⚡	cognee/tests/unit/migration/test_import_source.py	533	regular = SimpleNamespace(id=uuid4(), email="user@example.com", is_superuser=False)	CODE
LOW	cognee/tests/unit/migration/test_import_source.py	502	superuser = SimpleNamespace(id=uuid4(), email="admin@example.com", is_superuser=True)	CODE
LOW	…nee/tests/unit/interfaces/graph/test_weighted_edges.py	50	name="John Doe",	CODE
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	6	Seeds the database with Lorem Ipsum data: add → cognify → search.	STRING
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	15	Verifies that the current branch can search the legacy cognified data, then adds + cognifies new Lorem Ipsum data with	STRING
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	29	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	29	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	35	Lorem ipsum is placeholder text commonly used in the graphic, print, and publishing industries for	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	40	SEARCH_QUERY = "What is Lorem Ipsum and where does it come from?"	STRING
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	131	print("Adding Lorem Ipsum text...")	STRING
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	6	Seeds the database with Lorem Ipsum data: add → cognify → search.	STRING
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	83	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	83	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	89	Lorem ipsum is placeholder text commonly used in the graphic, print, and publishing industries for	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	93	Loren Ipsum Dolor sit amet, Lorem ipsum.	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	93	Loren Ipsum Dolor sit amet, Lorem ipsum.	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	97	SEARCH_QUERY = "What is Lorem Ipsum and where does it come from?"	STRING
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	859	print("\n[Step 2] Re-adding + cognifying Lorem Ipsum with current branch...")	STRING
LOW	cognee/tests/api/test_agent_mode.py	25	_DUMMY_USER = User(email="test@test.com", hashed_password="!")	CODE
LOW⚡	…ee/infrastructure/databases/vector/embeddings/utils.py	31	dummy_value = "."	CODE
LOW⚡	…ee/infrastructure/databases/vector/embeddings/utils.py	33	return [t if is_embeddable(t) else dummy_value for t in text_list]	CODE
12 more matches not shown…

Magic Placeholder Names17 hits · 85 pts

Severity	File	Line	Snippet	Context
HIGH	CLAUDE.md	605	LLM_API_KEY="your_api_key"	CODE
HIGH	CLAUDE.md	651	BAML_LLM_API_KEY="your_api_key"	CODE
HIGH	cognee/api/v1/config/config.py	183	cognee.config.set_llm_api_key("your-api-key")	STRING
HIGH	cognee-frontend/src/app/(app)/api-keys/ApiKeysPage.tsx	268	<span style={{ fontSize: 12, color: "rgba(237,236,234,0.65)", fontFamily: 'ui-monospace, Menlo, Monaco, "Casca	CODE
HIGH	cognee-frontend/src/app/(app)/api-keys/ApiKeysPage.tsx	269	<CopyBtn id="header" text={`X-Api-Key: <your-api-key>${tenantId ? `\nX-Tenant-Id: ${tenantId}` : ""}`} copiedF	CODE
HIGH	…pp/(app)/dashboard/partials/AgentConnectionSection.tsx	50	const resolvedKey = apiKey ?? "your-api-key";	CODE
HIGH	…/(app)/integrations/partials/SetupConnectorSection.tsx	22	const resolvedKey = apiKey \|\| "your-api-key";	CODE
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	234	' api_key="<your-api-key>"',	CODE
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	283	' api_key="your-api-key"',	CODE
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	487	' api_key="<your-api-key>"',	CODE
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	547	' -H "X-Api-Key: <your-api-key>"',	CODE
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	787	' api_key="your-api-key"',	CODE
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	855	' api_key="your-api-key"',	CODE
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	888	' api_key="your-api-key"',	CODE
HIGH	…rc/app/(setup)/onboarding/partials/AgentOnboarding.tsx	37	const resolvedKey = apiKey \|\| "your-api-key";	CODE
HIGH	…/comprehensive_example/cognee_comprehensive_example.py	20	os.environ["LLM_API_KEY"] = "your_api_key"	CODE
HIGH	…issions/user_permissions_and_access_control_example.py	34	# os.environ["LLM_API_KEY"] = "your-api-key"	COMMENT

AI Slop Vocabulary27 hits · 54 pts

Severity	File	Line	Snippet	Context
MEDIUM	cognee/tests/test_release_multi_user_e2e.py	225	"""Flatten a search response to one string, robust to result wrapper shape."""	STRING
MEDIUM	cognee/tests/integration/test_belongs_to_set_neo4j.py	301	# Force the merged detag query to fail. Whitelist the harness	COMMENT
LOW⚡	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	661	# Should not raise exception, just return	COMMENT
LOW⚡	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	690	# Should not raise exception, just return with error message	COMMENT
LOW	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	832	# Should not raise exception, just return with error message	COMMENT
MEDIUM	…/e2e/docker/test_docker_multi_tenant_access_control.py	14	Depends on: #3358 (Docker E2E harness).	STRING
MEDIUM	cognee/cli/commands/eval_command.py	35	# harness (and its optional deps) unless the eval command is used.	STRING
MEDIUM	cognee/api/v1/health/health.py	257	"""Get comprehensive health status."""	STRING
MEDIUM	…ee/infrastructure/databases/utils/closing_lru_cache.py	245	# (a proxy finalizer can fire at exit). That's fine: harness's	COMMENT
LOW	…structure/databases/vector/pgvector/PGVectorAdapter.py	665	# If limit is still 0, no need to do the search, just return empty results	COMMENT
MEDIUM	…put_framework/litellm_instructor/llm/get_llm_client.py	96	# Delegates completions to the host harness via MCP sampling (no API key).	COMMENT
MEDIUM	cognee/modules/visualization/semantic_clusters.py	145	label the seam then discards, and no dependency on the #3601 harness.	STRING
LOW	cognee/modules/agents/models.py	16	# your client matches one, otherwise just use your own lowercase name.	COMMENT
LOW	cognee/modules/storage/utils/__init__.py	19	# if the obj is uuid, we simply return the value of uuid	COMMENT
MEDIUM	cognee/modules/cognify/rollback.py	276	# Important ordering for robust retries:	COMMENT
LOW⚡	…/users/authentication/api_key/get_api_key_transport.py	41	# No login response for API key auth — just return unchanged	COMMENT
LOW⚡	…/users/authentication/api_key/get_api_key_transport.py	45	# No logout response for API key auth — just return unchanged	COMMENT
MEDIUM	cognee/modules/sync/models/SyncOperation.py	94	"""Get comprehensive progress information."""	STRING
MEDIUM	cognee-frontend/package-lock.json	11994	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
LOW	…hierarchy/organizational_hierarchy_pipeline_example.py	72	# No manual dict-based deduplication needed — just create instances freely.	COMMENT
MEDIUM	scripts/docker_validation.sh	49	# harness (cognee/tests/deployment/mcp_harness.py), which boots the image with	COMMENT
MEDIUM	.github/workflows/performance_report_rust.yml	101	# cognee-rs supplies the CLI, the perf harness, and the committed cassette.	COMMENT
MEDIUM	.github/workflows/performance_report_rust.yml	303	# Attribute timings to the Rust code and retain the Python harness SHA.	COMMENT
MEDIUM	cognee_db_workers/lancedb_worker.py	143	# Serialize the arrow Table via pyarrow's IPC stream for robust transfer.	COMMENT
MEDIUM	notebooks/data/guido_contributions.json	57	"before_code": "\n # We should always patch indirect dependencies, even in full (non-incremental) bui	CODE
MEDIUM	notebooks/data/guido_contributions.json	59	"diff_context": "\n # We should always patch indirect dependencies, even in full (non-incremental) bu	CODE
LOW	notebooks/data/guido_contributions.json	824	"description": "Make the new bug templates less markup-heavy (#9438)\n\n- Remove emoji\r\n- Instead of `## H2 headin	CODE

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	…e/tests/unit/infrastructure/llm/test_ollama_adapter.py	76	adapter.aclient.chat.completions.create.assert_awaited_once()	CODE
CRITICAL	…e/tests/unit/infrastructure/llm/test_ollama_adapter.py	100	adapter.aclient.chat.completions.create.assert_awaited_once()	CODE
CRITICAL	…e/tests/unit/infrastructure/llm/test_ollama_adapter.py	128	adapter.client.chat.completions.create.assert_awaited_once()	CODE

Slop Phrases15 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tests/test_lancedb.py	311	# Note: make sure to call test_vector_engine_search_with_nodeset_filtering()	COMMENT
LOW	cognee/tests/test_pgvector.py	342	# Note: make sure to call test_vector_engine_search_with_nodeset_filtering()	STRING
MEDIUM	cognee/modules/integrations/linear/agent_session.py	214	"i'm unable to",	CODE
MEDIUM	cognee/modules/integrations/slack/handle_cognee_ask.py	282	"i'm unable to",	CODE
MEDIUM	…/old/mem0_01042025/metrics_output_mem0_human_eval.json	114	"answer": "Based on the provided context, there is no mention of Robert Croft or a facility where he worked as a	CODE
MEDIUM	…/old/mem0_01042025/metrics_output_mem0_human_eval.json	334	"answer": "The provided context does not contain information about the town where Black Crescent Mountain is loc	CODE
MEDIUM	…/old/mem0_01042025/metrics_output_mem0_human_eval.json	444	"answer": "The context provided does not contain information about Jalen Jones or the arena where his NBA team p	CODE
MEDIUM	…/old/mem0_01042025/metrics_output_mem0_direct_llm.json	114	"answer": "Based on the provided context, there is no mention of Robert Croft or a facility where he worked as a	CODE
MEDIUM	…/old/mem0_01042025/metrics_output_mem0_direct_llm.json	334	"answer": "The provided context does not contain information about the town where Black Crescent Mountain is loc	CODE
MEDIUM	…/old/mem0_01042025/metrics_output_mem0_direct_llm.json	444	"answer": "The context provided does not contain information about Jalen Jones or the arena where his NBA team p	CODE
MEDIUM	evals/old/mem0_01042025/metrics_output_mem0.json	194	"answer": "Based on the provided context, there is no mention of Robert Croft or a facility where he worked as a	CODE
MEDIUM	evals/old/mem0_01042025/metrics_output_mem0.json	574	"answer": "The provided context does not contain information about the town where Black Crescent Mountain is loc	CODE
MEDIUM	evals/old/mem0_01042025/metrics_output_mem0.json	764	"answer": "The context provided does not contain information about Jalen Jones or the arena where his NBA team p	CODE
LOW	cognee-frontend/src/app/(graph)/GraphVisualization.tsx	269	links: [{ source: 1, target: 2, label: "but don't forget to" }, { source: 2, target: 3, label: "and after th	CODE
MEDIUM	…ional_database_to_knowledge_graph_migration_example.py	54	# NOTE: If you don't have a DB you want to migrate you can try it out with our	COMMENT

Dead Code7 hits · 14 pts

Severity	File	Line	Context
MEDIUM	…ts/unit/tasks/ingestion/test_dlt_stable_manifest_id.py	61	CODE
MEDIUM	…/tests/unit/modules/visualization/test_graph_stream.py	153	CODE
MEDIUM	…/tests/unit/modules/visualization/test_graph_stream.py	345	CODE
MEDIUM	…modules/pipelines/test_run_tasks_data_item_sessions.py	96	CODE
MEDIUM	…les/pipelines/test_incremental_passthrough_metadata.py	59	CODE
MEDIUM	…/modules/pipelines/test_telemetry_failure_isolation.py	195	CODE
MEDIUM	…/modules/users/test_get_default_user_db_not_created.py	29	CODE

Example Usage Blocks7 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ls/old/hotpot_qa_24_2025/src/qa/qa_benchmark_cognee.py	169	# Example usage	COMMENT
LOW	evals/old/hotpot_qa_24_2025/src/qa/qa_benchmark_mem0.py	102	# Example usage	COMMENT
LOW	…/old/hotpot_qa_24_2025/src/qa/qa_benchmark_lightrag.py	80	# Example usage	COMMENT
LOW	distributed/deploy/modal-deploy.sh	6	# Usage:	COMMENT
LOW	distributed/deploy/fly-deploy.sh	6	# Usage:	COMMENT
LOW	…ntegrations/docker-sandbox-kit/cognee-memory/spec.yaml	4	# Usage:	COMMENT
LOW	scripts/fetch_ladybug_json_extension.sh	11	# Usage:	COMMENT

TODO Padding2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	cognee/api/v1/sync/sync.py	911	# TODO: consider adding retries	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	915	# TODO: consider adding retries	COMMENT

Overly Generic Function Names3 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tests/unit/tasks/code_graph/test_code_repo.py	25	(tmp_path / "lib" / "util.py").write_text("def helper():\n pass\n")	CODE
LOW	…utput_framework/litellm_instructor/llm/rate_limiter.py	16	def my_function():	STRING
LOW	…utput_framework/litellm_instructor/llm/rate_limiter.py	26	def my_function():	STRING

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings