topoteretes/cognee

Pattern Findings

5197 matches across 19 categories. Click a row to expand file-level details.

Hyper-Verbose Identifiers2429 hits · 2440 pts

Severity	File	Line	Snippet
LOW	cognee/context_global_variables.py	30	async def set_session_user_context_variable(user):
LOW	cognee/context_global_variables.py	34	def multi_user_support_possible():
LOW	cognee/context_global_variables.py	83	def backend_access_control_enabled():
LOW	cognee/context_global_variables.py	114	async def apply_database_context_variables(
LOW	cognee/context_global_variables.py	235	def set_database_global_context_variables(
LOW	cognee/tasks/memify/cognify_agent_trace_feedback.py	12	async def cognify_agent_trace_feedback(
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	28	async def extract_agent_trace_feedbacks(
LOW	cognee/tasks/memify/get_triplet_datapoints.py	13	def _build_datapoint_type_index_mapping() -> Dict[str, List[str]]:
LOW	cognee/tasks/memify/get_triplet_datapoints.py	72	def _extract_relationship_text(
LOW	cognee/tasks/memify/apply_frequency_weights.py	94	async def _mark_frequency_processed(
LOW	cognee/tasks/memify/global_context_index/update.py	39	def validate_global_context_index_config(
LOW	cognee/tasks/memify/global_context_index/update.py	66	def validate_graph_dataset_context(
LOW	cognee/tasks/memify/global_context_index/update.py	74	async def filter_graph_dataset_text_summaries(
LOW	cognee/tasks/memify/global_context_index/update.py	93	async def select_text_summaries_for_strategy(
LOW	cognee/tasks/memify/global_context_index/update.py	104	async def load_graph_bucketing_data_if_needed(
LOW	cognee/tasks/memify/global_context_index/update.py	118	async def reset_context_index_for_rebuild(
LOW	cognee/tasks/memify/global_context_index/update.py	133	def select_new_context_index_items(
LOW	cognee/tasks/memify/global_context_index/update.py	142	def validate_existing_buckets_for_strategy(
LOW	cognee/tasks/memify/global_context_index/update.py	177	async def prepare_existing_context_index(
LOW	cognee/tasks/memify/global_context_index/update.py	203	async def ensure_graph_bucketing_inputs(
LOW	cognee/tasks/memify/global_context_index/update.py	220	def unpack_graph_bucketing_inputs(
LOW	cognee/tasks/memify/global_context_index/update.py	228	async def build_and_persist_context_index(
LOW	cognee/tasks/memify/global_context_index/update.py	261	async def update_global_context_index(
LOW	cognee/tasks/memify/global_context_index/build.py	57	def source_collection_for_level(level: int) -> str:
LOW	cognee/tasks/memify/global_context_index/build.py	160	def merge_existing_and_new_buckets(
LOW	cognee/tasks/memify/global_context_index/persist.py	17	async def safe_delete_context_vectors(vector_engine: Any, ids: list[str]) -> None:
LOW	cognee/tasks/memify/global_context_index/persist.py	30	async def delete_context_index_nodes(unified_engine: Any, bucket_ids: list[str]) -> None:
LOW	cognee/tasks/memify/global_context_index/persist.py	37	def ensure_global_context_storage_context(
LOW	cognee/tasks/memify/global_context_index/persist.py	50	def build_context_index_edges(assignments: list[BucketAssignment]) -> list:
LOW	cognee/tasks/memify/global_context_index/persist.py	72	async def persist_context_summaries(
LOW	cognee/tasks/memify/global_context_index/persist.py	83	async def persist_context_index_edges(
LOW	cognee/tasks/memify/global_context_index/summarize.py	31	async def generate_global_context_summary(children: list[SummaryNode]) -> str:
LOW	cognee/tasks/memify/global_context_index/summarize.py	35	async def build_bucket_summary_datapoint(
LOW	cognee/tasks/memify/global_context_index/summarize.py	61	async def generate_bucket_summary_datapoints(
LOW	cognee/tasks/memify/global_context_index/summarize.py	71	async def build_global_context_summary_datapoint(
LOW	cognee/tasks/memify/global_context_index/load.py	19	def global_context_summary_level(attributes: dict[str, Any]) -> int \| None:
LOW	cognee/tasks/memify/global_context_index/load.py	26	def is_root_global_context_summary(attributes: dict[str, Any]) -> bool:
LOW	cognee/tasks/memify/global_context_index/load.py	35	def graph_bucket_entity_ids_from_attributes(
LOW	cognee/tasks/memify/global_context_index/load.py	50	def extract_context_index_input(
LOW	cognee/tasks/memify/global_context_index/load.py	136	def rebuild_child_ids_from_parent_pointers(
LOW	cognee/tasks/memify/global_context_index/load.py	152	async def load_context_index_input_from_graph(
LOW	cognee/tasks/memify/global_context_index/load.py	160	async def get_context_index_memory_fragment() -> CogneeGraph:
LOW	cognee/tasks/memify/global_context_index/load.py	177	async def extract_global_context_index_input(
LOW	…/tasks/memify/global_context_index/bucketing/common.py	47	def mark_bucket_for_persistence(
LOW	…/memify/global_context_index/bucketing/graph/inputs.py	15	async def load_graph_bucketing_inputs(
LOW	…/memify/global_context_index/bucketing/graph/inputs.py	45	def validate_graph_bucketing_inputs(missing_made_from_summary_ids: set[str]) -> None:
LOW	…mify/global_context_index/bucketing/graph/placement.py	15	def rebuild_graph_buckets_for_level(
LOW	…mify/global_context_index/bucketing/graph/placement.py	76	def place_graph_summaries_incrementally(
LOW	…mify/global_context_index/bucketing/graph/placement.py	151	def validate_graph_buckets_can_be_extended(existing_buckets: list[SummaryNode]) -> None:
LOW	…mify/global_context_index/bucketing/graph/placement.py	161	def validate_vector_buckets_can_be_extended(existing_buckets: list[SummaryNode]) -> None:
LOW	…mify/global_context_index/bucketing/graph/placement.py	188	def _normalize_existing_graph_buckets(
LOW	…mify/global_context_index/bucketing/graph/placement.py	209	def _has_positive_entity_weight(
LOW	…mify/global_context_index/bucketing/graph/placement.py	216	def _build_entity_to_bucket_ids(
LOW	…mify/global_context_index/bucketing/graph/placement.py	246	def _build_entity_to_summary_ids(
LOW	…mify/global_context_index/bucketing/graph/placement.py	257	def _choose_existing_graph_bucket(
LOW	…mify/global_context_index/bucketing/graph/placement.py	323	def _first_available_misc_bucket(
LOW	…mify/global_context_index/bucketing/graph/placement.py	379	def _assign_summary_to_graph_bucket(
LOW	…mify/global_context_index/bucketing/graph/placement.py	394	def _assign_summary_to_misc_bucket(
LOW	…mify/global_context_index/bucketing/graph/placement.py	420	def _build_entity_bucket_child_ids(
LOW	…mify/global_context_index/bucketing/graph/placement.py	517	def _add_bucket_with_entities(
2369 more matches not shown…

Decorative Section Separators341 hits · 1150 pts

Severity	File	Line	Snippet
MEDIUM	cognee/__init__.py	18	# ---------------------------------------------------------------------------
MEDIUM	cognee/__init__.py	20	# ---------------------------------------------------------------------------
MEDIUM	cognee/__init__.py	45	# ---------------------------------------------------------------------------
MEDIUM	cognee/__init__.py	47	# ---------------------------------------------------------------------------
MEDIUM	cognee/tasks/ingestion/resolve_dlt_sources.py	161	# ---------------------------------------------------------------------------
MEDIUM	cognee/tasks/ingestion/resolve_dlt_sources.py	163	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	8	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	10	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	42	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	44	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	29	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	31	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	80	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	82	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	139	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	141	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	166	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	168	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	230	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	232	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	290	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	292	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	340	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	342	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	22	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	24	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	61	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	63	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	164	# ---------------------------------------------------------------------------
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	166	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	30	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	32	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	98	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	100	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	206	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	208	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	288	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	290	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	371	# ---------------------------------------------------------------------------
MEDIUM	…ee/tests/unit/api/v1/forget/test_forget_memory_only.py	373	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	9	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	11	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	43	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	45	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	89	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	91	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	130	# ---------------------------------------------------------------------------
MEDIUM	…/infrastructure/databases/test_unified_store_engine.py	132	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	49	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	51	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	117	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	119	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	299	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	301	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	188	# ---------------------------------------------------------------------------
MEDIUM	…rastructure/databases/test_neptune_analytics_hybrid.py	190	# ---------------------------------------------------------------------------
MEDIUM	…tructure/databases/graph/test_kuzu_subprocess_proxy.py	157	# ---------------------------------------------------------------------------
MEDIUM	…tructure/databases/graph/test_kuzu_subprocess_proxy.py	159	# ---------------------------------------------------------------------------
MEDIUM	…nit/modules/memify_tasks/test_sync_graph_to_session.py	130	# ---------------------------------------------------------------------------
MEDIUM	…nit/modules/memify_tasks/test_sync_graph_to_session.py	132	# ---------------------------------------------------------------------------
281 more matches not shown…

Unused Imports1069 hits · 1040 pts

Severity	File	Line
LOW	cognee/root_dir.py	2
LOW	cognee/__init__.py	21
LOW	cognee/__init__.py	22
LOW	cognee/__init__.py	23
LOW	cognee/__init__.py	24
LOW	cognee/__init__.py	25
LOW	cognee/__init__.py	26
LOW	cognee/__init__.py	27
LOW	cognee/__init__.py	28
LOW	cognee/__init__.py	29
LOW	cognee/__init__.py	30
LOW	cognee/__init__.py	30
LOW	cognee/__init__.py	31
LOW	cognee/__init__.py	31
LOW	cognee/__init__.py	32
LOW	cognee/__init__.py	35
LOW	cognee/__init__.py	36
LOW	cognee/__init__.py	39
LOW	cognee/__init__.py	40
LOW	cognee/__init__.py	43
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	48
LOW	cognee/__init__.py	49
LOW	cognee/__init__.py	49
LOW	cognee/__init__.py	49
LOW	cognee/__init__.py	49
LOW	cognee/__init__.py	52
LOW	cognee/__init__.py	52
LOW	cognee/__init__.py	52
LOW	cognee/__init__.py	52
LOW	cognee/__init__.py	52
LOW	cognee/__init__.py	61
LOW	cognee/__init__.py	64
LOW	cognee/__init__.py	64
LOW	cognee/low_level.py	1
LOW	cognee/low_level.py	2
LOW	cognee/context_global_variables.py	8
LOW	cognee/context_global_variables.py	15
LOW	cognee/tasks/memify/__init__.py	9
LOW	cognee/tasks/memify/__init__.py	10
LOW	cognee/tasks/memify/__init__.py	11
LOW	cognee/tasks/memify/__init__.py	12
LOW	cognee/tasks/memify/__init__.py	13
LOW	cognee/tasks/memify/__init__.py	14
LOW	cognee/tasks/memify/__init__.py	15
LOW	cognee/tasks/memify/__init__.py	16
LOW	cognee/tasks/memify/get_triplet_datapoints.py	8
LOW	cognee/tasks/memify/apply_frequency_weights.py	5
LOW	cognee/tasks/memify/global_context_index/update.py	1
LOW	cognee/tasks/memify/global_context_index/build.py	1
LOW	…asks/memify/global_context_index/bucketing_strategy.py	1
LOW	cognee/tasks/memify/global_context_index/models.py	1
LOW	cognee/tasks/memify/global_context_index/persist.py	1
LOW	cognee/tasks/memify/global_context_index/__init__.py	1
1009 more matches not shown…

Excessive Try-Catch Wrapping668 hits · 663 pts

Severity	File	Line	Snippet
LOW	cognee/run_migrations.py	139	except Exception:
LOW	cognee/tasks/codingagents/coding_rule_associations.py	85	except Exception as e:
LOW	cognee/tasks/memify/cognify_agent_trace_feedback.py	53	except Exception as error:
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	114	except Exception as error:
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	129	except Exception as error:
LOW	cognee/tasks/memify/sync_graph_to_session.py	55	except Exception:
LOW	cognee/tasks/memify/sync_graph_to_session.py	57	except Exception:
LOW	cognee/tasks/memify/sync_graph_to_session.py	70	except Exception:
LOW	cognee/tasks/memify/get_triplet_datapoints.py	243	except Exception as e:
LOW	cognee/tasks/memify/get_triplet_datapoints.py	279	except Exception as e:
LOW	cognee/tasks/memify/cognify_session.py	42	except Exception as e:
LOW	cognee/tasks/memify/extract_user_sessions.py	69	except Exception as e:
LOW	cognee/tasks/memify/extract_user_sessions.py	79	except Exception as e:
LOW	…completion/entity_extractors/regex_entity_extractor.py	70	except Exception as e:
LOW	…y_completion/entity_extractors/llm_entity_extractor.py	70	except Exception as e:
LOW	cognee/tasks/ingestion/resolve_dlt_sources.py	310	except Exception:
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	112	except Exception as e:
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	134	except Exception as e:
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	153	except Exception as e:
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	265	except Exception as e:
LOW	…nee/tasks/temporal_awareness/index_graphiti_objects.py	19	except Exception as e:
MEDIUM	…nee/tasks/temporal_awareness/index_graphiti_objects.py	12	def index_and_transform_graphiti_nodes_and_edges():
LOW	cognee/tasks/web_scraper/default_url_crawler.py	120	except Exception:
LOW	cognee/tasks/web_scraper/default_url_crawler.py	201	except Exception as e:
LOW	cognee/tasks/web_scraper/default_url_crawler.py	249	except Exception as e:
LOW	cognee/tasks/web_scraper/default_url_crawler.py	271	except Exception:
LOW	cognee/tasks/web_scraper/default_url_crawler.py	302	except Exception as exc:
LOW	cognee/tasks/web_scraper/default_url_crawler.py	366	except Exception as exc:
LOW	cognee/tasks/web_scraper/default_url_crawler.py	434	except Exception as e:
LOW	cognee/tasks/web_scraper/utils.py	81	except Exception as e:
LOW	cognee/tasks/translation/translate_content.py	174	except Exception as e:
LOW	cognee/tasks/translation/detect_language.py	162	except Exception as e:
LOW	cognee/tasks/translation/providers/azure_provider.py	99	except Exception as e:
LOW	cognee/tasks/translation/providers/azure_provider.py	184	except Exception as e:
LOW	cognee/tasks/translation/providers/llm_provider.py	102	except Exception as e:
LOW	cognee/tasks/translation/providers/llm_provider.py	142	except Exception:
LOW	cognee/tasks/translation/providers/google_provider.py	41	except Exception as e:
LOW	cognee/tasks/translation/providers/google_provider.py	51	except Exception as e:
LOW	cognee/tasks/translation/providers/google_provider.py	100	except Exception as e:
LOW	cognee/tasks/translation/providers/google_provider.py	156	except Exception as e:
LOW	cognee/tasks/storage/index_graph_edges.py	89	except Exception as e:
LOW	cognee/tasks/chunks/create_chunk_associations.py	64	except Exception as e:
LOW	cognee/tasks/chunks/create_chunk_associations.py	162	except Exception as e:
LOW	cognee/tasks/chunks/create_chunk_associations.py	177	except Exception as e:
LOW	cognee/tasks/chunks/create_chunk_associations.py	216	except Exception as e:
LOW	cognee/tasks/cleanup/cleanup_unused_data.py	162	except Exception as e:
LOW	cognee/tests/test_shared_node_preservation.py	458	except Exception as e:
LOW	cognee/tests/test_chunk_associations.py	32	except Exception:
LOW	cognee/tests/test_delete_by_id.py	141	except Exception as e:
LOW	cognee/tests/test_delete_by_id.py	158	except Exception as e:
LOW	cognee/tests/test_delete_by_id.py	175	except Exception as e:
LOW	cognee/tests/test_delete_by_id.py	194	except Exception as e:
LOW	cognee/tests/test_delete_by_id.py	220	except Exception as e:
LOW	cognee/tests/test_delete_by_id.py	244	except Exception as e:
LOW	cognee/tests/test_delete_by_id.py	292	except Exception as e:
LOW	cognee/tests/test_search_db.py	49	except Exception:
LOW	cognee/tests/test_agent_memory_e2e.py	27	except Exception:
LOW	cognee/tests/test_subprocess_rss.py	185	except Exception:
LOW	cognee/tests/test_usage_logger_e2e.py	22	except Exception:
LOW	cognee/tests/test_permissions.py	44	except Exception:
608 more matches not shown…

Cross-File Repetition90 hits · 450 pts

Severity	File	Line	Snippet
HIGH	cognee/tasks/summarization/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/tasks/graph/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/tasks/storage/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/tasks/documents/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/api/v1/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/infrastructure/data/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/modules/ontology/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/modules/search/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/modules/retrieval/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/modules/data/exceptions/__init__.py	0	custom exceptions for the cognee api. this module defines a set of exceptions for handling various data errors
HIGH	cognee/tests/test_custom_data_label.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.
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.
HIGH	cognee/tests/test_dataset_database_handler.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.
HIGH	cognee/tests/test_dataset_delete.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.
HIGH	…es/custom_pipelines/custom_cognify_pipeline_example.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.
HIGH	examples/demos/simple_cognee_example.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.
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
HIGH	…permissions_example/tenant_role_constraints_example.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter
HIGH	…example/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
HIGH	…tions/permissions_example/tenant_role_setup_example.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter
HIGH	…ons/permissions_example/data_access_control_example.py	0	a quantum computer is a computer that takes advantage of quantum mechanical phenomena. at small scales, physical matter
HIGH	…dules/retrieval/graph_completion_retriever_cot_test.py	0	test get_completion with session config but no user id.
HIGH	…l/graph_completion_retriever_context_extension_test.py	0	test get_completion with session config but no user id.
HIGH	…nit/modules/retrieval/rag_completion_retriever_test.py	0	test get_completion with session config but no user id.
HIGH	…ests/unit/modules/retrieval/temporal_retriever_test.py	0	test get_completion with session config but no user id.
HIGH	…tests/unit/modules/retrieval/triplet_retriever_test.py	0	test get_completion with session config but no user id.
HIGH	…l/graph_completion_retriever_context_extension_test.py	0	test get_completion retrieves context when not provided.
HIGH	…ests/unit/modules/retrieval/temporal_retriever_test.py	0	test get_completion retrieves context when not provided.
HIGH	…sts/unit/modules/retrieval/summaries_retriever_test.py	0	test get_completion retrieves context when not provided.
HIGH	…tests/unit/modules/retrieval/triplet_retriever_test.py	0	test get_completion retrieves context when not provided.
HIGH	…t/modules/retrieval/graph_completion_retriever_test.py	0	test get_completion retrieves context when not provided.
HIGH	…nit/modules/retrieval/rag_completion_retriever_test.py	0	test that collectionnotfounderror is converted to nodataerror.
HIGH	…sts/unit/modules/retrieval/summaries_retriever_test.py	0	test that collectionnotfounderror is converted to nodataerror.
HIGH	…tests/unit/modules/retrieval/triplet_retriever_test.py	0	test that collectionnotfounderror is converted to nodataerror.
HIGH	…/tests/unit/modules/retrieval/chunks_retriever_test.py	0	test that collectionnotfounderror is converted to nodataerror.
HIGH	…nit/modules/retrieval/rag_completion_retriever_test.py	0	test that top_k parameter limits the number of results.
HIGH	…sts/unit/modules/retrieval/summaries_retriever_test.py	0	test that top_k parameter limits the number of results.
HIGH	…/tests/unit/modules/retrieval/chunks_retriever_test.py	0	test that top_k parameter limits the number of results.
HIGH	…l/test_graph_completion_retriever_context_extension.py	0	set up a clean test environment with simple graph data.
HIGH	…tegration/retrieval/test_graph_completion_retriever.py	0	set up a clean test environment with simple graph data.
HIGH	…ieval/test_graph_completion_decomposition_retriever.py	0	set up a clean test environment with simple graph data.
HIGH	…ation/retrieval/test_graph_completion_retriever_cot.py	0	set up a clean test environment with simple graph data.
HIGH	…l/test_graph_completion_retriever_context_extension.py	0	set up a clean test environment with complex graph data.
HIGH	…tegration/retrieval/test_graph_completion_retriever.py	0	set up a clean test environment with complex graph data.
HIGH	…ation/retrieval/test_graph_completion_retriever_cot.py	0	set up a clean test environment with complex graph data.
HIGH	…l/test_graph_completion_retriever_context_extension.py	0	set up a clean test environment without graph data.
HIGH	…tegration/retrieval/test_graph_completion_retriever.py	0	set up a clean test environment without graph data.
HIGH	…ieval/test_graph_completion_decomposition_retriever.py	0	set up a clean test environment without graph data.
HIGH	…ation/retrieval/test_graph_completion_retriever_cot.py	0	set up a clean test environment without graph data.
HIGH	…e/infrastructure/databases/cache/cache_db_interface.py	0	delete a single qa entry by qa_id. returns true if deleted, false if qa_id not found.
HIGH	…e/infrastructure/databases/cache/redis/RedisAdapter.py	0	delete a single qa entry by qa_id. returns true if deleted, false if qa_id not found.
HIGH	…frastructure/databases/cache/fscache/FsCacheAdapter.py	0	delete a single qa entry by qa_id. returns true if deleted, false if qa_id not found.
HIGH	…gnee/infrastructure/databases/graph/ladybug/adapter.py	0	get the k-hop neighborhood subgraph around a set of seed nodes. returns all nodes and edges within `depth` hops of any s
HIGH	…infrastructure/databases/graph/neo4j_driver/adapter.py	0	get the k-hop neighborhood subgraph around a set of seed nodes. returns all nodes and edges within `depth` hops of any s
HIGH	…frastructure/databases/graph/neptune_driver/adapter.py	0	get the k-hop neighborhood subgraph around a set of seed nodes. returns all nodes and edges within `depth` hops of any s
HIGH	…/databases/vector/embeddings/LiteLLMEmbeddingEngine.py	0	return the desired batch size for embedding calls returns:
HIGH	…ructure/databases/vector/embeddings/EmbeddingEngine.py	0	return the desired batch size for embedding calls returns:
HIGH	…atabases/vector/embeddings/FastembedEmbeddingEngine.py	0	return the desired batch size for embedding calls returns:
HIGH	…e/databases/vector/embeddings/OllamaEmbeddingEngine.py	0	return the desired batch size for embedding calls returns:
HIGH	…tput_framework/litellm_instructor/llm/llm_interface.py	0	generate an audio transcript from a user query. this method creates a transcript from the specified audio file, raising
30 more matches not shown…

Self-Referential Comments88 hits · 270 pts

Severity	File	Line	Snippet
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	33	# Create a mapping of node_id to node objects for referencing in edge creation
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	157	# Create a mapping of node_id to node objects for referencing in edge creation
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	163	# Create a TableType node for each table
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	193	# Create a node ID in the format "table_name:primary_key_value"
MEDIUM	cognee/tasks/ingestion/migrate_relational_database.py	196	# Create a TableRow node
MEDIUM	cognee/tests/test_custom_data_label.py	8	# Create a clean slate for cognee -- reset data and system state
MEDIUM	cognee/tests/test_delete_data_and_dataset_if_empty.py	41	# Create a clean slate for cognee -- reset data and system state
MEDIUM	cognee/tests/test_relational_db_migration.py	53	# Create the dataset so search can find it by name
MEDIUM	cognee/tests/test_graph_visualization_permissions.py	114	# Create a user without any permissions to the dataset
MEDIUM	cognee/tests/test_graph_model_from_schema.py	12	# Create a clean slate for cognee -- reset data and system state
MEDIUM	cognee/tests/test_graph_model_from_schema.py	25	# Define a custom graph model for programming languages.
MEDIUM	cognee/tests/test_custom_model.py	14	# Define a custom graph model for programming languages.
MEDIUM	cognee/tests/test_dataset_database_handler.py	93	# Create a clean slate for cognee -- reset data and system state
MEDIUM	cognee/tests/test_telemetry.py	27	# Create the file with a test ID if it doesn't exist
MEDIUM	cognee/tests/test_dataset_delete.py	37	# Create a clean slate for cognee -- reset data and system state
MEDIUM	cognee/tests/test_multi_tenancy.py	22	# Create a clean slate for cognee -- reset data and system state
MEDIUM	…unit/entity_extraction/regex_entity_extraction_test.py	265	# Create a minimal test config file
MEDIUM	…frastructure/test_embedding_rate_limiting_realistic.py	34	# Create a fresh config instance and verify settings
MEDIUM	…frastructure/test_embedding_rate_limiting_realistic.py	41	# Create a mock embedding engine
MEDIUM	…frastructure/test_embedding_rate_limiting_realistic.py	51	# Create a list of tasks to simulate concurrent requests
MEDIUM	…frastructure/test_embedding_rate_limiting_realistic.py	170	# Create a mock engine configured to fail every 3rd request
MEDIUM	…sts/unit/infrastructure/databases/test_rate_limiter.py	106	# Create a fresh instance
MEDIUM	…sts/unit/infrastructure/databases/test_rate_limiter.py	127	# Create a fresh instance
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	168	# Create a second edge for extension rounds
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	632	# Create a second edge for extension rounds
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	881	# Create a second edge for extension rounds
MEDIUM	…t/modules/retrieval/test_brute_force_triplet_search.py	413	# Create a mock fragment that will raise EntityNotFoundError when project_graph_from_db is called
MEDIUM	…/unit/modules/users/test_tutorial_notebook_creation.py	213	# Create a tutorial directory with cells and config.json
MEDIUM	…/unit/modules/users/test_tutorial_notebook_creation.py	253	# Create a tutorial directory with cells but no config.json
MEDIUM	…/unit/modules/users/test_tutorial_notebook_creation.py	405	# Create a file that will cause an error (invalid extension that passes filter)
MEDIUM	…/unit/modules/users/test_tutorial_notebook_creation.py	440	# Create a file that will cause an error when trying to determine cell type
MEDIUM	…gnee/tests/tasks/translation/translate_content_test.py	23	# Create a minimal Document for the is_part_of field
MEDIUM	…/tests/cli_tests/cli_unit_tests/test_cli_edge_cases.py	26	# Create an event loop and run the coroutine
MEDIUM	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	26	# Create an event loop and run the coroutine
MEDIUM	cognee/tests/api/test_backend_auth.py	52	# Create an API key using the bearer token
MEDIUM	cognee/tests/api/test_backend_auth.py	138	# Create an API key with HASH_API_KEY=True active
MEDIUM	cognee/tests/e2e/postgres/test_postgres_adapter.py	338	# Create a fake type with __name__ == "Entity"
MEDIUM	cognee/shared/graph_model_utils.py	171	# Create a clean slate for cognee -- reset data and system state
MEDIUM	cognee/shared/graph_model_utils.py	184	# Define a custom graph model for programming languages.
MEDIUM	cognee/shared/utils.py	278	# Create the server
MEDIUM	cognee/shared/logging_utils.py	188	# Create the log entry
MEDIUM	cognee/shared/logging_utils.py	516	# Create a new log file name with the cognee start time
MEDIUM	…eval_framework/benchmark_adapters/hotpot_qa_adapter.py	27	# Create a mapping of title to sentences for easy lookup
MEDIUM	cognee/api/v1/ui/node_setup.py	97	# Create a temporary script file
MEDIUM	cognee/api/v1/ui/ui.py	189	# Create a temporary directory for download
MEDIUM	cognee/api/v1/config/config.py	1	"""This module is used to set the configuration of the system."""
MEDIUM	cognee/api/v1/responses/routers/get_responses_router.py	131	# Create a format the dispatcher can handle
MEDIUM	cognee/api/v1/responses/routers/get_responses_router.py	159	# Create the response object with all processed tool calls
MEDIUM	cognee/api/v1/serve/management_api.py	140	# Create a new key with retries
MEDIUM	cognee/api/v1/sync/sync.py	708	# Create a temporary file-like object from the bytes
MEDIUM	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	404	# Create a MetaData instance to load table information
MEDIUM	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	408	# Define the full table name
MEDIUM	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	589	# Create a MetaData instance to load table information
MEDIUM	cognee/infrastructure/databases/dataset_queue/queue.py	141	# Create the slot dict for this task up front so callers can write
MEDIUM	…frastructure/databases/graph/neptune_driver/adapter.py	558	# Create the bulk-edge OpenCypher query using UNWIND
MEDIUM	…utput_framework/litellm_instructor/llm/rate_limiter.py	163	# Create a fresh rate limit item for each check
MEDIUM	…put_framework/litellm_instructor/llm/get_llm_client.py	69	# Define an Enum for LLM Providers
MEDIUM	cognee/modules/storage/utils/__init__.py	47	# Create a base class with the same configuration as DataPoint
MEDIUM	cognee/modules/storage/utils/__init__.py	51	# Create the model inheriting from the configured base
MEDIUM	evals/old/mem0_01042025/hotpot_qa_mem0.py	29	# Create a conversation that includes the document content
28 more matches not shown…

Docstring Block Structure46 hits · 230 pts

Severity	File	Line	Snippet
HIGH	cognee/tasks/memify/extract_agent_trace_feedbacks.py	34	Extract step-level agent trace content for the current user. Retrieves either stored ``session_feedback`` valu
HIGH	cognee/tasks/memify/extract_user_sessions.py	16	Extract Q&A sessions for the current user via SessionManager. Retrieves all Q&A triplets from specified sessio
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	54	Schedule or run a web scraping task. This function schedules a recurring web scraping task using APScheduler or run
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	128	Scrape URLs and store data points in a Graph database. This function scrapes content from the provided URLs, create
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	335	Validate and configure arguments for web_scraper_task. Args: tavily_api_key: API key for Tavily. ex
HIGH	cognee/tasks/web_scraper/web_scraper_task.py	370	Extract the path after the base URL. Args: base_url: The base URL (e.g., "https://example.com"). ur
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	179	Fetch and cache robots.txt data. Args: domain_root: The root URL (e.g., "https://example.com").
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	275	Fetch a URL using HTTPX with retries. Args: url: The URL to fetch. Returns: st
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	317	Fetch and render a URL using Playwright for JavaScript content. Args: url: The URL to fetch.
HIGH	cognee/tasks/web_scraper/default_url_crawler.py	384	Fetch and extract content from URLs using BeautifulSoup or Playwright. Args: urls: A single URL, li
HIGH	cognee/tasks/web_scraper/utils.py	18	Fetch content from one or more URLs using the specified tool. This function retrieves web page content using either
HIGH	cognee/tasks/web_scraper/utils.py	90	Fetch content from URLs using the Tavily API. Args: urls: A single URL (str) or a list of URLs (List[str])
HIGH	cognee/tasks/translation/detect_language.py	93	Detect the language of the given text. Uses the langdetect library which is already a dependency of cognee.
HIGH	cognee/tasks/translation/providers/__init__.py	17	Factory function to get the appropriate translation provider. Args: provider_name: Name of the provide
HIGH	cognee/tasks/graph/extract_graph_from_data.py	65	Integrate chunk graphs with ontology validation and store in databases. This function processes document chunks and
HIGH	cognee/tasks/chunks/create_chunk_associations.py	106	Create semantic association edges between document chunks in the knowledge graph. For each valid chunk, performs a
HIGH	cognee/shared/usage_logger.py	259	Inner decorator that wraps the function with usage logging. Args: func: The async function to wrap
HIGH	cognee/shared/usage_logger.py	280	Wrapper function that executes the original function and logs usage. This wrapper: - Extracts u
HIGH	cognee/api/v1/ontologies/ontologies.py	95	Upload ontology files with their respective keys. Args: ontology_key: List of unique keys
HIGH	cognee/api/v1/ontologies/ontologies.py	130	Retrieve ontology content for one or more keys. Args: ontology_key: List of ontology keys
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
HIGH	cognee/api/v1/search/search.py	72	Search and query the knowledge graph for insights, information, and connections. This is the final step in the
HIGH	cognee/api/v1/sync/sync.py	102	Sync local Cognee data to Cognee Cloud. This function handles synchronization of multiple datasets, knowledge
HIGH	…gnee/infrastructure/databases/graph/ladybug/adapter.py	2813	Retrieve a batch of triplets (start_node, relationship, end_node) from the graph. Parameters:
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
HIGH	…ucture/databases/graph/neptune_driver/neptune_utils.py	110	Build a configuration dictionary for Neptune Analytics connection. Parameters: ----------- - graph
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
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
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.
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
HIGH	cognee/infrastructure/engine/models/DataPoint.py	289	Convert the DataPoint instance to a dictionary representation. This method uses the model's built-in f
HIGH	cognee/infrastructure/loaders/core/csv_loader.py	48	Load and process the csv file. Args: file_path: Path to the file to load encod
HIGH	cognee/infrastructure/loaders/core/audio_loader.py	67	Load and process the audio file. Args: file_path: Path to the file to load **k
HIGH	cognee/infrastructure/loaders/core/image_loader.py	81	Load and process the image file. Args: file_path: Path to the file to load **k
HIGH	cognee/infrastructure/loaders/core/text_loader.py	54	Load and process the text file. Args: file_path: Path to the file to load enco
HIGH	…frastructure/loaders/external/beautiful_soup_loader.py	235	Normalize an extraction rule to an ExtractionRule dataclass. Args: rule: A string (CSS selector) or
HIGH	…frastructure/loaders/external/beautiful_soup_loader.py	259	Extract content from HTML using BeautifulSoup or lxml XPath. Args: html: The HTML content to extrac
HIGH	cognee/infrastructure/loaders/external/pypdf_loader.py	38	Load PDF file and extract text content. Args: file_path: Path to the PDF file
HIGH	…infrastructure/loaders/external/unstructured_loader.py	75	Load document using unstructured library. Args: file_path: Path to the document file
HIGH	cognee/modules/tools/execute_tool.py	38	Execute a tool call with permission and scope enforcement. Args: user: Authenticated user; permission
HIGH	…gnee/modules/ontology/get_default_ontology_resolver.py	13	Create and return an ontology resolver instance based on environment parameters. Currently, this function supp
HIGH	cognee/modules/search/methods/search.py	58	Args: query_text: query_type: datasets: user: system_prompt_path:
HIGH	…ules/retrieval/utils/description_to_codepart_search.py	30	Maps a code description query to relevant code parts using a CodeGraph pipeline. Args: query (str): Th
HIGH	…/permissions/methods/has_user_management_permission.py	14	Check if requester is allowed to manage users for a tenant. The requester is allowed if they are the tenant ow
HIGH	cognee/modules/sync/methods/update_sync_operation.py	15	Retry database operations with exponential backoff for transient failures. Args: operation_func: Async
HIGH	…/extract_graph_from_data_with_entity_disambiguation.py	65	Integrate chunk graphs with ontology validation and store in databases. This function processes document chunks and

Deep Nesting165 hits · 156 pts

Severity	File	Line
LOW	cognee/run_migrations.py	63
LOW	cognee/tasks/codingagents/coding_rule_associations.py	54
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	28
LOW	cognee/tasks/memify/get_triplet_datapoints.py	13
LOW	cognee/tasks/memify/get_triplet_datapoints.py	169
LOW	cognee/tasks/memify/apply_feedback_weights.py	71
LOW	cognee/tasks/memify/extract_user_sessions.py	12
LOW	cognee/tasks/memify/apply_frequency_weights.py	51
LOW	…ify/global_context_index/bucketing/vector/placement.py	179
LOW	cognee/tasks/ingestion/save_data_item_to_storage.py	27
LOW	cognee/tasks/ingestion/resolve_data_directories.py	10
LOW	cognee/tasks/ingestion/data_item_to_text_file.py	36
LOW	cognee/tasks/ingestion/migrate_relational_database.py	155
LOW	cognee/tasks/web_scraper/default_url_crawler.py	314
LOW	cognee/tasks/translation/translate_content.py	17
LOW	cognee/tasks/storage/index_data_points.py	73
LOW	cognee/tasks/chunks/chunk_by_sentence.py	32
LOW	cognee/tests/test_relational_db_migration.py	46
LOW	cognee/tests/test_relational_db_migration.py	212
LOW	…infrastructure/session/test_session_sdk_integration.py	58
LOW	cognee/tests/utils/filter_overlapping_entities.py	1
LOW	cognee/tests/utils/filter_overlapping_relationships.py	4
LOW	cognee/tests/performance/locust_performance_analysis.py	321
LOW	cognee/tests/performance/batch_add_cognify_test.py	105
LOW	cognee/shared/usage_logger.py	114
LOW	cognee/shared/cache.py	247
LOW	cognee/shared/logging_utils.py	271
LOW	cognee/shared/logging_utils.py	157
LOW	cognee/cli/minimal_cli.py	16
LOW	cognee/cli/api_dispatch.py	159
LOW	cognee/cli/api_dispatch.py	229
LOW	cognee/cli/api_dispatch.py	279
LOW	cognee/cli/_cognee.py	117
LOW	cognee/cli/_cognee.py	201
LOW	cognee/cli/_cognee.py	211
LOW	cognee/cli/commands/delete_command.py	34
LOW	cognee/cli/commands/delete_command.py	87
LOW	cognee/cli/commands/remember_command.py	59
LOW	cognee/cli/commands/remember_command.py	65
LOW	cognee/cli/commands/search_command.py	81
LOW	cognee/cli/commands/cognify_command.py	71
LOW	cognee/cli/commands/cognify_command.py	92
LOW	cognee/cli/commands/recall_command.py	68
LOW	cognee/cli/commands/config_command.py	58
LOW	cognee/cli/commands/config_command.py	87
LOW	cognee/exceptions/exceptions.py	10
LOW	…ee/memify_pipelines/consolidate_entity_descriptions.py	60
LOW	cognee/eval_framework/analysis/metrics_calculator.py	31
LOW	…gnee/eval_framework/benchmark_adapters/beam_adapter.py	81
LOW	…gnee/eval_framework/benchmark_adapters/beam_adapter.py	192
LOW	cognee/api/client.py	141
LOW	cognee/api/v1/ui/node_setup.py	32
LOW	cognee/api/v1/ui/node_setup.py	76
LOW	cognee/api/v1/ui/node_setup.py	141
LOW	cognee/api/v1/ui/node_setup.py	210
LOW	cognee/api/v1/ui/ui.py	24
LOW	cognee/api/v1/ui/ui.py	138
LOW	cognee/api/v1/ui/ui.py	369
LOW	cognee/api/v1/ui/ui.py	40
LOW	cognee/api/v1/ui/npm_utils.py	12
105 more matches not shown…

Redundant / Tautological Comments83 hits · 116 pts

Severity	File	Line	Snippet
LOW	cognee/root_dir.py	24	# Check if it's an S3 URL - S3 URLs are absolute by definition
LOW	cognee/tasks/ingestion/resolve_data_directories.py	42	if isinstance(item, str): # Check if the item is a path
LOW	cognee/tasks/ingestion/ingest_data.py	173	# Check if data is already in dataset
LOW	cognee/tasks/translation/detect_language.py	146	# Check if translation is needed
LOW	cognee/tasks/translation/providers/llm_provider.py	140	# Check if API key is configured (required for most providers)
LOW	cognee/tests/test_shared_node_preservation.py	266	# Check if Germany is still in vector index
LOW	cognee/tests/test_custom_data_label.py	36	# Display results
LOW	cognee/tests/test_custom_data_label.py	57	# Check if label is properly added and stored
LOW	cognee/tests/test_delete_data_and_dataset_if_empty.py	79	# Check if databases are properly created and exist before deletion
LOW	cognee/tests/test_search_db.py	120	# Check if Triplet_text collection was created
LOW	cognee/tests/test_graph_model_from_schema.py	64	# Display results
LOW	cognee/tests/test_dataset_database_handler.py	124	# Display results
LOW	cognee/tests/test_starter_pipelines.py	18	# Check if required environment variables are set
LOW	cognee/tests/test_telemetry.py	21	# Check if .anon_id exists in the project root
LOW	cognee/tests/test_telemetry.py	105	# Set ENV to dev which should disable telemetry
LOW	cognee/tests/test_dataset_delete.py	68	# Check if databases are properly created and exist before deletion
LOW	cognee/tests/test_cognee_server_start.py	33	# Check if server started with errors
LOW	…sts/unit/infrastructure/databases/test_rate_limiter.py	145	# Print the results
LOW	cognee/shared/graph_model_utils.py	223	# Display results
LOW	cognee/shared/cache.py	174	# Check if already cached and valid
LOW	cognee/shared/logging_utils.py	159	# Check if stream is available before trying to write
LOW	cognee/shared/logging_utils.py	334	# Check if this is a LiteLLM-related logger
LOW	cognee/shared/logging_utils.py	404	# Check if there's an exc_info that needs to be processed
LOW	cognee/shared/logging_utils.py	510	# Check if we already have a log file path from the environment
LOW	cognee/api/v1/ui/node_setup.py	37	# Check if nvm is available in the shell
LOW	cognee/api/v1/ui/node_setup.py	235	# Check if nvm is installed
LOW	cognee/api/v1/ui/node_setup.py	318	# Check if nvm is installed
LOW	cognee/api/v1/ui/ui.py	152	# Check if already downloaded and up to date
LOW	cognee/api/v1/ui/ui.py	650	# Check if process is still running
LOW	cognee/api/v1/datasets/routers/get_datasets_router.py	471	# Check if matching_data contains an element
LOW	cognee/api/v1/responses/routers/get_responses_router.py	118	# Check if there are function tool calls in the output
LOW	cognee/api/v1/sync/routers/get_sync_router.py	112	# Check if user has any running sync operations
LOW	…bic/versions/211ab850ef3d_add_sync_operations_table.py	26	# Check if table already exists (it might be created by Base.metadata.create_all() in initial migration)
LOW	…s/6ee94db7381f_remove_unique_constraint_tenant_name.py	79	# Check if there's a unique index on the name column. If third element in row is 1, it's a unique index
LOW	…ons/46a6ce2bd2b2_expand_dataset_database_with_json_.py	279	# Check if the constraint covers ONLY the target column
LOW	…ons/46a6ce2bd2b2_expand_dataset_database_with_json_.py	286	# Check if the constraint covers ONLY the target column
LOW	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	329	# Check if any references to this data_id still exist in the DatasetData table
LOW	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	348	# Check if other data objects point to the same raw data location
LOW	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	413	# Check if table is in list of tables for the given schema
LOW	cognee/infrastructure/databases/graph/config.py	99	# Check if absolute path is provided
LOW	cognee/infrastructure/llm/config.py	129	# Check if BAML is selected as structured output framework but not available
LOW	…tructured_output_framework/baml/baml_client/runtime.py	129	# Check if already aborted
LOW	…tructured_output_framework/baml/baml_client/runtime.py	158	# Check if already aborted
LOW	…ured_output_framework/baml/baml_client/async_client.py	88	# Check if on_tick is provided
LOW	…tured_output_framework/baml/baml_client/sync_client.py	101	# Check if on_tick is provided
LOW	…put_framework/litellm_instructor/llm/get_llm_client.py	382	# Check if max_token value is defined in liteLLM for given model
LOW	…nfrastructure/llm/extraction/extract_event_entities.py	31	# Check if the prompt path is an absolute path or just a filename
LOW	…lm/extraction/knowledge_graph/extract_content_graph.py	22	# Check if the prompt path is an absolute path or just a filename
LOW	…/llm/extraction/knowledge_graph/extract_event_graph.py	32	# Check if the prompt path is an absolute path or just a filename
LOW	cognee/infrastructure/files/utils/open_data_file.py	16	# Check if this is a file URI BEFORE normalizing (which corrupts URIs)
LOW	cognee/infrastructure/files/storage/LocalFileStorage.py	14	# Check if this is actually a URL (has a scheme like file://, http://, etc.)
LOW	…infrastructure/loaders/external/advanced_pdf_loader.py	88	# Check if there is any content
LOW	…odules/graph/methods/delete_dataset_nodes_and_edges.py	23	# Check if user has delete permission for the dataset before proceeding with deletion of related graph/vector nodes
LOW	…e/modules/graph/methods/delete_data_nodes_and_edges.py	32	# Check if user has delete permissions for the dataset before proceeding with deletion of related graph/vector nodes
LOW	…s/search/methods/get_search_type_retriever_instance.py	340	# Check if retriever info is found for the given query type
LOW	cognee/modules/search/methods/search.py	246	# Check if graph for dataset is empty and log warnings if necessary
LOW	cognee/modules/retrieval/graph_completion_retriever.py	127	# Check if all triplets are empty, in case of batch queries
LOW	cognee/modules/retrieval/graph_completion_retriever.py	236	# Check if all triplets are empty, in case of batch queries
LOW	…modules/users/methods/store_principal_configuration.py	30	# Check if a configuration with this name already exists for the principal
LOW	…sers/permissions/methods/give_permission_on_dataset.py	55	# Check if the ACL entry already exists to avoid duplicates
23 more matches not shown…

Verbosity Indicators62 hits · 96 pts

Severity	File	Line	Snippet
LOW	cognee/tests/unit/api/test_ontology_endpoint.py	160	# Step 1: Upload two ontologies (one-by-one)
LOW	cognee/tests/unit/api/test_ontology_endpoint.py	189	# Step 2: Verify ontologies are listed
LOW	cognee/tests/unit/api/test_ontology_endpoint.py	196	# Step 3: Test cognify with multiple ontologies
LOW	cognee/eval_framework/run_beam_eval.py	49	# Step 1: Build corpus (ingest conversation into cognee)
LOW	cognee/eval_framework/run_beam_eval.py	55	# Step 2: Answer probing questions (routed by question type)
LOW	cognee/eval_framework/run_beam_eval.py	59	# Step 3: Evaluate with rubric metric
LOW	cognee/eval_framework/run_beam_eval.py	63	# Step 4: Dashboard
LOW	…nee/eval_framework/evaluation/run_evaluation_module.py	65	# Step 1: Evaluate answers if requested
LOW	…nee/eval_framework/evaluation/run_evaluation_module.py	71	# Step 2: Calculate metrics if requested
LOW	cognee/api/v1/add/add.py	189	# Step 1: Add your data (text content or file path)
LOW	cognee/api/v1/add/add.py	194	# Step 2: Process into knowledge graph
LOW	cognee/api/v1/add/add.py	197	# Step 3: Search and query
LOW	cognee/api/v1/serve/serve.py	136	# Step 1: Check for saved credentials
LOW	cognee/api/v1/serve/serve.py	174	# Step 2: Device Code Flow
LOW	cognee/api/v1/serve/serve.py	185	# Step 3: Discover or create tenant
LOW	cognee/api/v1/serve/serve.py	195	# Step 4: Get service URL
LOW	cognee/api/v1/serve/serve.py	198	# Step 5: Get or create API key
LOW	cognee/api/v1/serve/serve.py	201	# Step 6: Save credentials
LOW	cognee/api/v1/serve/serve.py	215	# Step 7: Connect
LOW	cognee/api/v1/serve/device_auth.py	66	# Step 1: Request device code
LOW	cognee/api/v1/serve/device_auth.py	88	# Step 2: Show the user what to do
LOW	cognee/api/v1/serve/device_auth.py	99	# Step 3: Poll for token
LOW	cognee/api/v1/sync/sync.py	342	# Step 3: Trigger local cognify processing if any files were downloaded
LOW	cognee/api/v1/sync/sync.py	255	# Step 1: Sync files for all datasets concurrently
LOW	cognee/api/v1/sync/sync.py	320	# Step 2: Trigger cognify processing once for all datasets (only if any files were uploaded)
LOW	cognee/api/v1/sync/sync.py	419	# Step 1: Extract local file info with stored hashes
LOW	cognee/api/v1/sync/sync.py	427	# Step 2: Check what files are missing on cloud
LOW	cognee/api/v1/sync/sync.py	440	# Step 3: Upload files that are missing on cloud
LOW	cognee/api/v1/sync/sync.py	448	# Step 4: Download files that are missing locally
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	676	// Step 1: Collect all nodes
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	680	// Step 2: Find all connected components
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	690	// Step 3: Aggregate components
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	693	// Step 4: Identify the largest connected component
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	700	// Step 5: Find nodes not in the largest connected component
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1263	# Step 2: Fetch all nodes
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1274	# Step 3: Fetch all edges between collected nodes
LOW	…frastructure/databases/graph/neptune_driver/adapter.py	689	# Step 1: Find all neighbor node IDs within depth hops
LOW	…frastructure/databases/graph/neptune_driver/adapter.py	709	# Step 2: Fetch all nodes
LOW	…frastructure/databases/graph/neptune_driver/adapter.py	718	# Step 3: Fetch all edges between collected nodes
LOW	…-development-with-cognee/data/guido_contributions.json	698	"before_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\
LOW	…-development-with-cognee/data/guido_contributions.json	699	"after_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\n
LOW	…-development-with-cognee/data/guido_contributions.json	700	"diff_context": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	45	// Step 1: Verify connection
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	74	// Step 2: SDK quickstart
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	111	// Step 3: Test from UI
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	197	// Step 4: Done
LOW	distributed/deploy/daytona_sandbox.py	90	# Step 1: Install Cognee (streamed)
LOW	distributed/deploy/daytona_sandbox.py	95	# Step 2: Kill any existing server, then start fresh
LOW	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	164	# Step 1: Reset data and system state
LOW	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	173	# Step 2: Add text
LOW	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	180	# Step 3: Create knowledge graph
LOW	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	185	# Step 4: Query insights
LOW	…mporal_awareness_example/temporal_awareness_example.py	16	# Step 1: Reset data and system state
LOW	…mporal_awareness_example/temporal_awareness_example.py	20	# Step 2: Add text and create knowledge graph
LOW	…mporal_awareness_example/temporal_awareness_example.py	33	# Step 3: Query insights
LOW	…vocabulary/ontology_as_reference_vocabulary_example.py	24	# Step 1: Reset data and system state
LOW	…vocabulary/ontology_as_reference_vocabulary_example.py	28	# Step 2: Add text
LOW	…vocabulary/ontology_as_reference_vocabulary_example.py	32	# Step 3: Create knowledge graph
LOW	…vocabulary/ontology_as_reference_vocabulary_example.py	48	# Step 4: Query insights
LOW	notebooks/data/guido_contributions.json	698	"before_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\
2 more matches not shown…

Magic Placeholder Names18 hits · 95 pts

Severity	File	Line	Snippet
HIGH	CLAUDE.md	340	LLM_API_KEY="your_api_key"
HIGH	CLAUDE.md	378	BAML_LLM_API_KEY="your_api_key"
HIGH	cognee/api/v1/config/config.py	108	cognee.config.set_llm_api_key("your-api-key")
HIGH	cognee-frontend/src/app/(app)/api-keys/ApiKeysPage.tsx	222	<span style={{ fontSize: 12, color: "#A1A1AA", fontFamily: '"Fira Code", monospace', flex: 1 }}>X-Api-Key: {"<
HIGH	cognee-frontend/src/app/(app)/api-keys/ApiKeysPage.tsx	223	<CopyBtn id="header" text={`X-Api-Key: <your-api-key>${tenantId ? `\nX-Tenant-Id: ${tenantId}` : ""}`} copiedF
HIGH	…gnee-frontend/src/app/(app)/dashboard/OverviewPage.tsx	610	api_key="<your-api-key>"
HIGH	…gnee-frontend/src/app/(app)/dashboard/OverviewPage.tsx	621	<CopyButton text={`import asyncio\nimport cognee\n\nasync def main():\n await cognee.serve(\n
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	234	' api_key="<your-api-key>"',
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	283	' api_key="your-api-key"',
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	487	' api_key="<your-api-key>"',
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	547	' -H "X-Api-Key: <your-api-key>"',
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	787	' api_key="your-api-key"',
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	855	' api_key="your-api-key"',
HIGH	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	888	' api_key="your-api-key"',
HIGH	…ontend/src/app/(app)/connect-agent/ConnectionModal.tsx	73	.catch(() => setApiKey("your-api-key"))
HIGH	…ontend/src/app/(app)/connect-agent/ConnectionModal.tsx	98	const text = fillTemplate(step.copyText, baseUrl, apiKey \|\| "your-api-key");
HIGH	…example/user_permissions_and_access_control_example.py	30	# os.environ["LLM_API_KEY"] = "your-api-key"
HIGH	…/comprehensive_example/cognee_comprehensive_example.py	8	os.environ["LLM_API_KEY"] = "your_api_key"

Over-Commented Block61 hits · 56 pts

Severity	File	Line	Snippet
LOW	cognee/alembic.ini	1	# A generic, single database configuration.
LOW	cognee/alembic.ini	21	# Any required deps can installed by adding `alembic[tz]` to the pip requirements
LOW	cognee/alembic.ini	41	# The path separator used here should be the separator specified by "version_path_separator" below.
LOW	cognee/alembic.ini	61	# are written from script.py.mako
LOW	cognee/api/v1/responses/default_tools.py	61	# "type": "function",
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	201	self._all_queries_drained = asyncio.Event()
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	461	raise
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	741	"""
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	761	# chain plus a bounded ``_rpc_lock`` acquire). Offload them to a
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	2521	# mutex that ``query()`` uses to keep two processes from opening
LOW	…rastructure/databases/vector/lancedb/LanceDBAdapter.py	81	url: Optional[str]
LOW	…rastructure/databases/vector/lancedb/LanceDBAdapter.py	161	# in subprocess-proxy mode (the ``RemoteLanceDBConnection``
LOW	…rastructure/databases/vector/lancedb/LanceDBAdapter.py	1101	if "belongs_to_set" not in payload_fields:
LOW	…ured_output_framework/baml/baml_client/type_builder.py	1	# ----------------------------------------------------------------------------
LOW	cognee/modules/visualization/views/story_view.js	701	nodes.forEach(function(n){n.fx=null;n.fy=null});
LOW	cognee/modules/visualization/views/schema_view.js	1	// Schema view (Phase 2 redesign): explicit-position ontology diagram.
LOW	…e/modules/graph/methods/delete_data_nodes_and_edges.py	41	# datasets in a single global DB) isn't hard-deleted when only one
LOW	…e/modules/graph/utils/get_model_instance_from_graph.py	1	from collections import OrderedDict
LOW	cognee/modules/graph/models/Edge.py	41	# __table_args__ = (
LOW	cognee/modules/graph/models/Node.py	41	Index("index_node_dataset_slug", "dataset_id", "slug"),
LOW	cognee-frontend/types/troika-three-utils.d.ts	21	// remove(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-utils.d.ts	41	// computeBoundingBox(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-utils.d.ts	81	// static DEFAULT_MATRIX_AUTO_UPDATE: boolean;
LOW	cognee-frontend/types/troika-three-utils.d.ts	101
LOW	cognee-frontend/types/troika-three-utils.d.ts	261	// function toArray(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-utils.d.ts	421	// function transformDirection(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-utils.d.ts	441	// name: string;
LOW	cognee-frontend/types/troika-three-utils.d.ts	461	// name: string;
LOW	cognee-frontend/types/troika-three-text.d.ts	21	// remove(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-text.d.ts	41	// computeBoundingBox(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-text.d.ts	81	// static DEFAULT_MATRIX_AUTO_UPDATE: boolean;
LOW	cognee-frontend/types/troika-three-text.d.ts	101
LOW	cognee-frontend/types/troika-three-text.d.ts	261	// function toArray(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-text.d.ts	421	// function transformDirection(...args: any[]): void;
LOW	cognee-frontend/types/troika-three-text.d.ts	441	// name: string;
LOW	cognee-frontend/types/troika-three-text.d.ts	461	// name: string;
LOW	cognee-frontend/src/app/(graph)/GraphVisualization.tsx	81	}
LOW	cognee-frontend/src/app/(graph)/GraphVisualization.tsx	101	// }
LOW	cognee-frontend/src/modules/datasets/cognifyDataset.ts	41	// return getDatasetGraph(dataset, instance)
LOW	cognee-frontend/src/modules/datasets/cognifyDataset.ts	61
LOW	tools/check-package.sh	1	##!/usr/bin/env bash
LOW	tools/check-package.sh	21	# fi
LOW	distributed/deploy/daytona.yaml	1	# Daytona is now an SDK-based cloud sandbox platform.
LOW	deployment/helm/Chart.yaml	1	apiVersion: v2
LOW	deployment/helm/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to
LOW	…ional_database_to_knowledge_graph_migration_example.py	21	# 1. Copy `.env.template` and rename it to `.env`.
LOW	examples/demos/pipeline_api_proposal.py	21	# Before (current):
LOW	examples/demos/pipeline_api_proposal.py	161	# 4a. Semaphore-based concurrency (replaces batch-based parallelism)
LOW	examples/demos/pipeline_api_proposal.py	181	#
LOW	examples/demos/pipeline_api_proposal.py	281	)
LOW	examples/demos/pipeline_api_proposal.py	301	# \| batch_size config \| @step decorator \| Task(fn, batch_size=N) \|
LOW	cognee-mcp/apps-src/src/main.tsx	21
LOW	.github/workflows/vector_db_tests.yml	21	# run-chromadb-tests:
LOW	.github/workflows/vector_db_tests.yml	41	# uses: ./.github/actions/cognee_setup
LOW	.github/workflows/scorecard.yml	41	- name: "Run analysis"
LOW	cognee_db_workers/harness.py	521	self._last_accessed_at = time.time()
LOW	cognee_db_workers/harness.py	801	# spurious ``TimeoutError`` (clock jumped forward) or hang past the
LOW	cognee_db_workers/harness.py	901	# Replay setup in registration order. Each step runs against the
LOW	cognee_db_workers/harness.py	921	resp = self._raw_call_locked(req)
LOW	cognee_db_workers/harness.py	1001	except std_queue.Empty:
1 more matches not shown…

AI Slop Vocabulary20 hits · 36 pts

Severity	File	Line	Snippet
MEDIUM	cognee/tests/integration/test_belongs_to_set_neo4j.py	302	# Force the merged detag query to fail. Whitelist the harness
LOW	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	378	# Should not raise exception, just return
LOW	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	407	# Should not raise exception, just return with error message
LOW	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	457	# Should not raise exception, just return with error message
MEDIUM	cognee/api/v1/health/health.py	243	"""Get comprehensive health status."""
LOW	…structure/databases/vector/chromadb/ChromaDBAdapter.py	396	# If limit is still 0, no need to do the search, just return empty results
LOW	…structure/databases/vector/pgvector/PGVectorAdapter.py	424	# If limit is still 0, no need to do the search, just return empty results
LOW	cognee/modules/storage/utils/__init__.py	17	# if the obj is uuid, we simply return the value of uuid
LOW	…/users/authentication/api_key/get_api_key_transport.py	22	# No login response for API key auth — just return unchanged
LOW	…/users/authentication/api_key/get_api_key_transport.py	26	# No logout response for API key auth — just return unchanged
MEDIUM	cognee/modules/sync/models/SyncOperation.py	92	"""Get comprehensive progress information."""
MEDIUM	…-development-with-cognee/data/guido_contributions.json	57	"before_code": "\n # We should always patch indirect dependencies, even in full (non-incremental) bui
MEDIUM	…-development-with-cognee/data/guido_contributions.json	59	"diff_context": "\n # We should always patch indirect dependencies, even in full (non-incremental) bu
LOW	…-development-with-cognee/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
LOW	…hierarchy/organizational_hierarchy_pipeline_example.py	62	# No manual dict-based deduplication needed — just create instances freely.
MEDIUM	cognee-mcp/apps-src/package-lock.json	2255	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",
MEDIUM	cognee_db_workers/lancedb_worker.py	138	# Serialize the arrow Table via pyarrow's IPC stream for robust transfer.
MEDIUM	notebooks/data/guido_contributions.json	57	"before_code": "\n # We should always patch indirect dependencies, even in full (non-incremental) bui
MEDIUM	notebooks/data/guido_contributions.json	59	"diff_context": "\n # We should always patch indirect dependencies, even in full (non-incremental) bu
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

Fake / Example Data29 hits · 33 pts

Severity	File	Line	Snippet
LOW	…sts/unit/infrastructure/engine/test_identity_fields.py	141	p1 = PersonWithIdentity(name="John Doe")
LOW	…/unit/modules/users/test_conditional_authentication.py	45	email="user@example.com",
LOW	…/unit/modules/users/test_conditional_authentication.py	65	email="user@example.com",
LOW	…nee/tests/unit/interfaces/graph/test_weighted_edges.py	48	name="John Doe",
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	6	Seeds the database with Lorem Ipsum data: add → cognify → search.
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	10	Verifies that the current branch can search the v0.5.7 cognified data, then adds + cognifies new Lorem Ipsum data with
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	21	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	21	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	27	Lorem ipsum is placeholder text commonly used in the graphic, print, and publishing industries for
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	32	SEARCH_QUERY = "What is Lorem Ipsum and where does it come from?"
LOW	cognee/tests/backwards_compatibility/phase1_seed.py	42	print("Adding Lorem Ipsum text...")
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	6	Seeds the database with Lorem Ipsum data: add → cognify → search.
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	10	Verifies that the current branch can search the v0.5.7 cognified data, then adds + cognifies new Lorem Ipsum data with
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	21	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	21	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	27	Lorem ipsum is placeholder text commonly used in the graphic, print, and publishing industries for
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	31	Loren Ipsum Dolor sit amet, Lorem ipsum.
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	31	Loren Ipsum Dolor sit amet, Lorem ipsum.
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	34	SEARCH_QUERY = "What is Lorem Ipsum and where does it come from?"
LOW	cognee/tests/backwards_compatibility/phase2_verify.py	63	print("\n[Step 2] Adding Lorem Ipsum text with current branch...")
LOW	cognee/tests/api/test_agent_mode.py	24	_DUMMY_USER = User(email="test@test.com", hashed_password="!")
LOW	cognee/infrastructure/llm/extraction/texts.json	2	"Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standa
LOW	cognee/infrastructure/llm/extraction/texts.json	3	"It is a long established fact that a reader will be distracted by the readable content of a page when looking at its
LOW	cognee/infrastructure/llm/extraction/texts.json	4	"Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin literat
LOW	cognee/infrastructure/llm/extraction/texts.json	4	"Contrary to popular belief, Lorem Ipsum is not simply random text. It has roots in a piece of classical Latin literat
LOW	cognee/infrastructure/llm/extraction/texts.json	5	"The standard chunk of Lorem Ipsum used since the 1500s is reproduced below for those interested. Sections 1.10.32 and
LOW	cognee/infrastructure/llm/extraction/texts.json	6	"There are many variations of passages of Lorem Ipsum available, but the majority have suffered alteration in some for
LOW	cognee-starter-kit/src/data/people.json	3	"name": "John Doe",
LOW	…om_pipelines/organizational_hierarchy/data/people.json	3	"name": "John Doe",

Slop Phrases13 hits · 24 pts

Severity	File	Line	Snippet
LOW	cognee/tests/test_lancedb.py	318	# Note: make sure to call test_vector_engine_search_with_nodeset_filtering()
LOW	cognee/tests/test_pgvector.py	333	# Note: make sure to call test_vector_engine_search_with_nodeset_filtering()
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
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
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
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
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
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
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
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
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
LOW	cognee-frontend/src/app/(graph)/GraphVisualization.tsx	264	links: [{ source: 1, target: 2, label: "but don't forget to" }, { source: 2, target: 3, label: "and after th
MEDIUM	…ional_database_to_knowledge_graph_migration_example.py	26	# NOTE: If you don't have a DB you want to migrate you can try it out with our

Cross-Language Confusion4 hits · 22 pts

Severity	File	Line	Snippet
HIGH	cognee/tests/test_neptune_analytics_vector.py	124	# Always return true
HIGH	distributed/deploy/modal_app.py	10	1. pip install modal && modal setup
HIGH	distributed/deploy/daytona_sandbox.py	97	sandbox.process.exec("pkill -f uvicorn \|\| true", timeout=5)
HIGH	cognee-mcp/src/server.py	1385	"Build it with: cd cognee-mcp/apps-src && npm install && npm run build"

Cross-Language Confusion (JS/TS)4 hits · 22 pts

Severity	File	Line	Snippet
HIGH	…gnee-frontend/src/app/(app)/dashboard/OverviewPage.tsx	616	print(results)
HIGH	…gnee-frontend/src/app/(app)/dashboard/OverviewPage.tsx	1289	print(results)
HIGH	cognee-frontend/src/app/(app)/connect-agent/prompts.ts	217	print(r)
HIGH	cognee-frontend/src/app/(app)/connect-agent/prompts.ts	246	print("Connected!" if results else "No results — check credentials")

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet
LOW	evals/src/qa/qa_benchmark_cognee.py	166	# Example usage
LOW	evals/src/qa/qa_benchmark_mem0.py	103	# Example usage
LOW	evals/src/qa/qa_benchmark_lightrag.py	80	# Example usage
LOW	distributed/deploy/modal-deploy.sh	6	# Usage:
LOW	distributed/deploy/fly-deploy.sh	6	# Usage:

Overly Generic Function Names2 hits · 1 pts

Severity	File	Line	Snippet
LOW	…utput_framework/litellm_instructor/llm/rate_limiter.py	16	def my_function():
LOW	…utput_framework/litellm_instructor/llm/rate_limiter.py	26	def my_function():

Score History

Severity Breakdown

Pattern Findings