topoteretes/cognee

27.2

Adjusted Score

27.2

Raw Score

100%

Time Factor

2026-07-14

Last Push

27.8K

Stars

Python

Language

353.7K

Lines of Code

2.4K

Files

7.1K

Pattern Hits

2026-07-14

Scan Date

0.12

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 1HIGH 279MEDIUM 605LOW 6233

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 7118 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers3550 hits · 3588 pts

Severity	File	Line	Snippet	Context
LOW	cognee/context_global_variables.py	43	async def set_session_user_context_variable(user):	CODE
LOW	cognee/context_global_variables.py	47	def multi_user_support_possible():	CODE
LOW	cognee/context_global_variables.py	96	def backend_access_control_enabled():	CODE
LOW	cognee/context_global_variables.py	147	async def apply_database_context_variables(	CODE
LOW	cognee/context_global_variables.py	303	def set_database_global_context_variables(	CODE
LOW	cognee/run_migrations.py	11	async def run_relational_migrations():	CODE
LOW	cognee/tasks/memify/cognify_agent_trace_feedback.py	12	async def cognify_agent_trace_feedback(	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	28	async def extract_agent_trace_feedbacks(	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	13	def _build_datapoint_type_index_mapping() -> Dict[str, List[str]]:	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	72	def _extract_relationship_text(	CODE
LOW	cognee/tasks/memify/apply_frequency_weights.py	94	async def _mark_frequency_processed(	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
LOW	…mify/global_context_index/bucketing/graph/placement.py	188	def _normalize_existing_graph_buckets(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	209	def _has_positive_entity_weight(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	216	def _build_entity_to_bucket_ids(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	246	def _build_entity_to_summary_ids(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	257	def _choose_existing_graph_bucket(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	323	def _first_available_misc_bucket(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	379	def _assign_summary_to_graph_bucket(	CODE
LOW	…mify/global_context_index/bucketing/graph/placement.py	394	def _assign_summary_to_misc_bucket(	CODE
3490 more matches not shown…

Decorative Section Separators441 hits · 1515 pts

Severity	File	Line	Snippet	Context
MEDIUM	cognee/__init__.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/__init__.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/__init__.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/__init__.py	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/resolve_dlt_sources.py	209	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/resolve_dlt_sources.py	211	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	69	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	71	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/connectors/gmail.py	123	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/connectors/gmail.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	212	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	214	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/connectors/gmail.py	268	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tasks/ingestion/connectors/gmail.py	270	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	406	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tasks/ingestion/connectors/gmail.py	408	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	132	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	136	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	210	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	212	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	287	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	289	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	303	# ------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/test_delete_two_documents_empty_store.py	305	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	125	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	173	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	276	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/tasks/test_gmail_connector.py	278	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/tasks/test_gmail_connector.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/tasks/test_gmail_connector.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…e/tests/unit/tasks/memify/test_global_context_index.py	1388	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…e/tests/unit/tasks/memify/test_global_context_index.py	1390	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	8	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	10	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/pipelines/test_bound_task_pipeline.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/api/test_api_error_responses.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/api/test_api_error_responses.py	142	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	169	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	245	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	247	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	317	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	319	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	367	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_api_error_responses.py	369	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cognee/tests/unit/api/test_delete_ontology.py	24	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/api/test_delete_ontology.py	61	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/api/test_delete_ontology.py	63	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/api/test_delete_ontology.py	164	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cognee/tests/unit/api/test_delete_ontology.py	166	# ---------------------------------------------------------------------------	COMMENT
381 more matches not shown…

Unused Imports1214 hits · 1160 pts

Severity	File	Line	Context
LOW	cognee/root_dir.py	2	CODE
LOW	cognee/__init__.py	21	CODE
LOW	cognee/__init__.py	22	CODE
LOW	cognee/__init__.py	23	CODE
LOW	cognee/__init__.py	24	CODE
LOW	cognee/__init__.py	25	CODE
LOW	cognee/__init__.py	26	CODE
LOW	cognee/__init__.py	27	CODE
LOW	cognee/__init__.py	28	CODE
LOW	cognee/__init__.py	29	CODE
LOW	cognee/__init__.py	30	CODE
LOW	cognee/__init__.py	31	CODE
LOW	cognee/__init__.py	31	CODE
LOW	cognee/__init__.py	32	CODE
LOW	cognee/__init__.py	32	CODE
LOW	cognee/__init__.py	32	CODE
LOW	cognee/__init__.py	32	CODE
LOW	cognee/__init__.py	32	CODE
LOW	cognee/__init__.py	39	CODE
LOW	cognee/__init__.py	42	CODE
LOW	cognee/__init__.py	43	CODE
LOW	cognee/__init__.py	46	CODE
LOW	cognee/__init__.py	47	CODE
LOW	cognee/__init__.py	50	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	55	CODE
LOW	cognee/__init__.py	69	CODE
LOW	cognee/__init__.py	69	CODE
LOW	cognee/__init__.py	69	CODE
LOW	cognee/__init__.py	69	CODE
LOW	cognee/__init__.py	73	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	85	CODE
LOW	cognee/__init__.py	88	CODE
LOW	cognee/__init__.py	88	CODE
LOW	cognee/__init__.py	89	CODE
LOW	cognee/low_level.py	1	CODE
LOW	cognee/low_level.py	2	CODE
LOW	cognee/context_global_variables.py	11	CODE
LOW	cognee/context_global_variables.py	18	CODE
LOW	cognee/tasks/memify/__init__.py	9	CODE
LOW	cognee/tasks/memify/__init__.py	10	CODE
LOW	cognee/tasks/memify/__init__.py	11	CODE
LOW	cognee/tasks/memify/__init__.py	12	CODE
LOW	cognee/tasks/memify/__init__.py	13	CODE
LOW	cognee/tasks/memify/__init__.py	14	CODE
1154 more matches not shown…

Cross-File Repetition197 hits · 985 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	…es/custom_pipelines/custom_cognify_pipeline_example.py	0	natural language processing (nlp) is an interdisciplinary subfield of computer science and information retrieval.	STRING
HIGH	examples/demos/simple_cognee_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	…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	STRING
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	STRING
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	STRING
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	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
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	legacy get_all_qas returns same as get_all_qa_entries.	STRING
HIGH	…rastructure/databases/cache/test_redis_adapter_crud.py	0	legacy get_latest_qa returns same as get_latest_qa_entries.	STRING
HIGH	…infrastructure/databases/cache/test_fs_adapter_crud.py	0	legacy get_latest_qa returns same as get_latest_qa_entries.	STRING
HIGH	…nfrastructure/databases/cache/test_sql_adapter_crud.py	0	legacy get_latest_qa returns same as get_latest_qa_entries.	STRING
137 more matches not shown…

Excessive Try-Catch Wrapping818 hits · 819 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	53	except Exception as error:	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	114	except Exception as error:	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	129	except Exception as error:	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	243	except Exception as e:	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	279	except Exception as e:	CODE
LOW	cognee/tasks/memify/cognify_session.py	52	except Exception as e:	CODE
LOW	cognee/tasks/memify/extract_user_sessions.py	69	except Exception as e:	CODE
LOW	cognee/tasks/memify/extract_user_sessions.py	79	except Exception as e:	CODE
LOW	…completion/entity_extractors/regex_entity_extractor.py	70	except Exception as e:	CODE
LOW	…y_completion/entity_extractors/llm_entity_extractor.py	70	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/resolve_dlt_sources.py	369	except Exception:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	112	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	134	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	153	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/ingest_dlt_source.py	265	except Exception as e:	CODE
LOW	cognee/tasks/ingestion/utils.py	24	except Exception:	CODE
LOW⚡	cognee/tasks/ingestion/connectors/gmail.py	132	except Exception: # pragma: no cover - defensive	CODE
LOW	cognee/tasks/ingestion/connectors/gmail.py	252	except Exception as exc: # pragma: no cover - network/permission dependent	CODE
LOW⚡	cognee/tasks/ingestion/connectors/gmail.py	263	except Exception as exc: # pragma: no cover - network dependent	CODE
LOW	cognee/tasks/ingestion/connectors/gmail.py	343	except Exception as exc:	CODE
LOW	…nee/tasks/temporal_awareness/index_graphiti_objects.py	19	except Exception as e:	CODE
MEDIUM	…nee/tasks/temporal_awareness/index_graphiti_objects.py	12	def index_and_transform_graphiti_nodes_and_edges():	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	125	except Exception:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	206	except Exception as e:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	254	except Exception as e:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	276	except Exception:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	307	except Exception as exc:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	371	except Exception as exc:	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	444	except Exception as e:	CODE
LOW	cognee/tasks/web_scraper/utils.py	81	except Exception as e:	CODE
LOW	cognee/tasks/translation/translate_content.py	174	except Exception as e:	CODE
LOW	cognee/tasks/translation/detect_language.py	162	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	102	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/llm_provider.py	142	except Exception:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	41	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	51	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	100	except Exception as e:	CODE
LOW	cognee/tasks/translation/providers/google_provider.py	156	except Exception as e:	CODE
LOW	cognee/tasks/storage/index_graph_edges.py	88	except Exception as e:	CODE
LOW	cognee/tasks/chunks/create_chunk_associations.py	67	except Exception as e:	CODE
LOW	cognee/tasks/chunks/create_chunk_associations.py	166	except Exception as e:	CODE
LOW	cognee/tasks/chunks/create_chunk_associations.py	181	except Exception as e:	CODE
LOW	cognee/tasks/chunks/create_chunk_associations.py	225	except Exception as e:	CODE
LOW	cognee/tasks/cleanup/cleanup_unused_data.py	162	except Exception as e:	CODE
LOW	cognee/tests/test_shared_node_preservation.py	458	except Exception as e:	CODE
LOW	cognee/tests/test_chunk_associations.py	32	except Exception:	CODE
LOW	cognee/tests/test_delete_by_id.py	141	except Exception as e:	CODE
LOW	cognee/tests/test_delete_by_id.py	158	except Exception as e:	CODE
LOW	cognee/tests/test_delete_by_id.py	175	except Exception as e:	CODE
LOW	cognee/tests/test_delete_by_id.py	194	except Exception as e:	CODE
LOW	cognee/tests/test_delete_by_id.py	220	except Exception as e:	CODE
LOW	cognee/tests/test_delete_by_id.py	244	except Exception as e:	CODE
LOW	cognee/tests/test_delete_by_id.py	292	except Exception as e:	CODE
LOW	cognee/tests/test_search_db.py	49	except Exception:	CODE
LOW	cognee/tests/test_agent_memory_e2e.py	28	except Exception:	CODE
LOW	cognee/tests/test_subprocess_rss.py	185	except Exception:	CODE
LOW	cognee/tests/test_usage_logger_e2e.py	22	except Exception:	CODE
758 more matches not shown…

Self-Referential Comments85 hits · 260 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	8	# 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	75	# Create the dataset so search can find it by name	COMMENT
MEDIUM	cognee/tests/test_graph_visualization_permissions.py	114	# Create a user without any permissions to the dataset	COMMENT
MEDIUM	cognee/tests/test_graph_model_from_schema.py	12	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/tests/test_graph_model_from_schema.py	25	# Define a custom graph model for programming languages.	COMMENT
MEDIUM	cognee/tests/test_custom_model.py	14	# 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_telemetry.py	27	# Create the file with a test ID if it doesn't exist	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	22	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	…unit/entity_extraction/regex_entity_extraction_test.py	265	# Create a minimal test config file	COMMENT
MEDIUM⚡	…frastructure/test_embedding_rate_limiting_realistic.py	34	# Create a fresh config instance and verify settings	COMMENT
MEDIUM⚡	…frastructure/test_embedding_rate_limiting_realistic.py	41	# Create a mock embedding engine	COMMENT
MEDIUM⚡	…frastructure/test_embedding_rate_limiting_realistic.py	51	# Create a list of tasks to simulate concurrent requests	COMMENT
MEDIUM	…frastructure/test_embedding_rate_limiting_realistic.py	170	# Create a mock engine configured to fail every 3rd request	COMMENT
MEDIUM	…sts/unit/infrastructure/databases/test_rate_limiter.py	106	# Create a fresh instance	COMMENT
MEDIUM	…sts/unit/infrastructure/databases/test_rate_limiter.py	127	# Create a fresh instance	COMMENT
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	168	# Create a second edge for extension rounds	COMMENT
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	632	# Create a second edge for extension rounds	COMMENT
MEDIUM	…l/graph_completion_retriever_context_extension_test.py	881	# Create a second edge for extension rounds	COMMENT
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	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	26	# Create an event loop and run the coroutine	COMMENT
MEDIUM	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	26	# Create an event loop and run the coroutine	COMMENT
MEDIUM	cognee/tests/api/test_backend_auth.py	52	# Create an API key using the bearer token	COMMENT
MEDIUM	cognee/tests/api/test_backend_auth.py	138	# Create an API key with HASH_API_KEY=True active	COMMENT
MEDIUM	cognee/tests/e2e/postgres/test_postgres_adapter.py	338	# Create a fake type with __name__ == "Entity"	COMMENT
MEDIUM	cognee/shared/graph_model_utils.py	176	# Create a clean slate for cognee -- reset data and system state	COMMENT
MEDIUM	cognee/shared/graph_model_utils.py	189	# Define a custom graph model for programming languages.	COMMENT
MEDIUM	cognee/shared/utils.py	323	# Create the server	COMMENT
MEDIUM	cognee/shared/logging_utils.py	188	# Create the log entry	COMMENT
MEDIUM	cognee/shared/logging_utils.py	531	# 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	97	# Create a temporary script file	COMMENT
MEDIUM	cognee/api/v1/ui/ui.py	244	# 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	131	# Create a format the dispatcher can handle	COMMENT
MEDIUM	cognee/api/v1/responses/routers/get_responses_router.py	159	# Create the response object with all processed tool calls	COMMENT
MEDIUM	cognee/api/v1/agents/agents.py	53	# Create an agent with read/write on a dataset	STRING
MEDIUM	cognee/api/v1/serve/management_api.py	140	# Create a new key with retries	COMMENT
MEDIUM	cognee/api/v1/sync/sync.py	728	# Create a temporary file-like object from the bytes	COMMENT
MEDIUM⚡	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	431	# Create a MetaData instance to load table information	COMMENT
MEDIUM⚡	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	435	# Define the full table name	COMMENT
MEDIUM	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	655	# Create a MetaData instance to load table information	COMMENT
MEDIUM	cognee/infrastructure/databases/dataset_queue/queue.py	162	# Create the slot dict for this task up front so callers can write	COMMENT
MEDIUM	…frastructure/databases/graph/neptune_driver/adapter.py	581	# Create the bulk-edge OpenCypher query using UNWIND	STRING
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	69	# Define an Enum for LLM Providers	COMMENT
MEDIUM	cognee/modules/storage/utils/__init__.py	47	# Create a base class with the same configuration as DataPoint	COMMENT
MEDIUM	cognee/modules/storage/utils/__init__.py	51	# Create the model inheriting from the configured base	COMMENT
MEDIUM	evals/old/mem0_01042025/hotpot_qa_mem0.py	29	# Create a conversation that includes the document content	COMMENT
MEDIUM	evals/src/analysis/analyze_results.py	48	# Create a copy with just the metric mean, sorted descending	COMMENT
MEDIUM	evals/src/qa/qa_benchmark_cognee.py	90	# Create a clean slate for cognee	COMMENT
MEDIUM	…-frontend/src/app/(app)/onboarding/ConnectionSteps.tsx	540	"# Create an API key",	CODE
25 more matches not shown…

Docstring Block Structure46 hits · 230 pts

Severity	File	Line	Snippet	Context
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	STRING
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	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	133	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	347	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	382	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	184	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	280	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	322	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	389	Fetch and extract content from URLs using BeautifulSoup or Playwright. Args: urls: A single URL, li	STRING
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	STRING
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])	STRING
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.	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	66	Integrate chunk graphs with ontology validation and store in databases. This function processes document chunks and	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	259	Inner decorator that wraps the function with usage logging. Args: func: The async function to wrap	STRING
HIGH	cognee/shared/usage_logger.py	280	Wrapper function that executes the original function and logs usage. This wrapper: - Extracts u	STRING
HIGH	cognee/api/v1/ontologies/ontologies.py	95	Upload ontology files with their respective keys. Args: ontology_key: List of unique keys	STRING
HIGH	cognee/api/v1/ontologies/ontologies.py	130	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	78	Search and query the knowledge graph for insights, information, and connections. This is the final step in the	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	3551	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	cognee/infrastructure/engine/models/DataPoint.py	334	Convert the DataPoint instance to a dictionary representation. This method uses the model's built-in f	STRING
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	STRING
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	STRING
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	STRING
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	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	259	Extract content from HTML using BeautifulSoup or lxml XPath. Args: html: The HTML content to extrac	STRING
HIGH	cognee/infrastructure/loaders/external/pypdf_loader.py	38	Load PDF file and extract text content. Args: file_path: Path to the PDF file	STRING
HIGH	…infrastructure/loaders/external/unstructured_loader.py	75	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	13	Create and return an ontology resolver instance based on environment parameters. Currently, this function supp	STRING
HIGH	cognee/modules/search/methods/search.py	64	Args: query_text: query_type: datasets: user: system_prompt_path:	STRING
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	STRING
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	STRING
HIGH	cognee/modules/sync/methods/update_sync_operation.py	15	Retry database operations with exponential backoff for transient failures. Args: operation_func: Async	STRING
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	STRING

Deep Nesting186 hits · 170 pts

Severity	File	Line	Context
LOW	cognee/tasks/codingagents/coding_rule_associations.py	55	CODE
LOW	cognee/tasks/memify/extract_agent_trace_feedbacks.py	28	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	13	CODE
LOW	cognee/tasks/memify/get_triplet_datapoints.py	169	CODE
LOW	cognee/tasks/memify/apply_feedback_weights.py	71	CODE
LOW	cognee/tasks/memify/extract_user_sessions.py	12	CODE
LOW	cognee/tasks/memify/apply_frequency_weights.py	51	CODE
LOW	…ify/global_context_index/bucketing/vector/placement.py	179	CODE
LOW	cognee/tasks/ingestion/save_data_item_to_storage.py	28	CODE
LOW	cognee/tasks/ingestion/resolve_data_directories.py	10	CODE
LOW	cognee/tasks/ingestion/data_item_to_text_file.py	36	CODE
LOW	cognee/tasks/ingestion/migrate_relational_database.py	155	CODE
LOW	cognee/tasks/ingestion/connectors/gmail.py	301	CODE
LOW	cognee/tasks/web_scraper/default_url_crawler.py	319	CODE
LOW	cognee/tasks/translation/translate_content.py	17	CODE
LOW	cognee/tasks/storage/index_data_points.py	73	CODE
LOW	cognee/tasks/chunks/chunk_by_sentence.py	32	CODE
LOW	cognee/tests/test_relational_db_migration.py	68	CODE
LOW	cognee/tests/test_relational_db_migration.py	234	CODE
LOW	cognee/tests/test_release_multi_user_e2e.py	507	CODE
LOW	…infrastructure/session/test_session_sdk_integration.py	59	CODE
LOW	cognee/tests/utils/filter_overlapping_entities.py	1	CODE
LOW	cognee/tests/utils/filter_overlapping_relationships.py	4	CODE
LOW	cognee/tests/performance/locust_performance_analysis.py	321	CODE
LOW	cognee/tests/performance/batch_add_cognify_test.py	105	CODE
LOW	cognee/shared/usage_logger.py	114	CODE
LOW	cognee/shared/cache.py	247	CODE
LOW	cognee/shared/logging_utils.py	271	CODE
LOW	cognee/shared/logging_utils.py	157	CODE
LOW	cognee/cli/minimal_cli.py	16	CODE
LOW	cognee/cli/api_dispatch.py	159	CODE
LOW	cognee/cli/api_dispatch.py	229	CODE
LOW	cognee/cli/api_dispatch.py	279	CODE
LOW	cognee/cli/_cognee.py	124	CODE
LOW	cognee/cli/_cognee.py	208	CODE
LOW	cognee/cli/_cognee.py	218	CODE
LOW	cognee/cli/commands/delete_command.py	34	CODE
LOW	cognee/cli/commands/delete_command.py	87	CODE
LOW	cognee/cli/commands/remember_command.py	59	CODE
LOW	cognee/cli/commands/remember_command.py	65	CODE
LOW	cognee/cli/commands/search_command.py	81	CODE
LOW	cognee/cli/commands/cognify_command.py	74	CODE
LOW	cognee/cli/commands/cognify_command.py	104	CODE
LOW	cognee/cli/commands/recall_command.py	68	CODE
LOW	cognee/cli/commands/config_command.py	58	CODE
LOW	cognee/cli/commands/config_command.py	87	CODE
LOW	cognee/exceptions/exceptions.py	10	CODE
LOW	…ee/memify_pipelines/consolidate_entity_descriptions.py	60	CODE
LOW	cognee/eval_framework/analysis/metrics_calculator.py	31	CODE
LOW	…gnee/eval_framework/benchmark_adapters/beam_adapter.py	81	CODE
LOW	…gnee/eval_framework/benchmark_adapters/beam_adapter.py	192	CODE
LOW	cognee/api/client.py	131	CODE
LOW	cognee/api/v1/ui/node_setup.py	32	CODE
LOW	cognee/api/v1/ui/node_setup.py	76	CODE
LOW	cognee/api/v1/ui/node_setup.py	141	CODE
LOW	cognee/api/v1/ui/node_setup.py	210	CODE
LOW	cognee/api/v1/ui/ui.py	79	CODE
LOW	cognee/api/v1/ui/ui.py	193	CODE
LOW	cognee/api/v1/ui/ui.py	424	CODE
LOW	cognee/api/v1/ui/ui.py	95	CODE
126 more matches not shown…

Structural Annotation Overuse65 hits · 116 pts

Severity	File	Line	Snippet	Context
LOW⚡	README.md	113	### Step 1: Install Cognee	COMMENT
LOW⚡	README.md	121	### Step 2: Configure the LLM	COMMENT
LOW⚡	README.md	130	### Step 3: Run the Pipeline	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	160	# Step 1: Upload two ontologies (one-by-one)	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	189	# Step 2: Verify ontologies are listed	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	196	# 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	65	# Step 1: Evaluate answers if requested	COMMENT
LOW⚡	…nee/eval_framework/evaluation/run_evaluation_module.py	71	# Step 2: Calculate metrics if requested	COMMENT
LOW⚡	cognee/api/v1/add/add.py	125	# Step 1: Add your data (text content or file path)	STRING
LOW⚡	cognee/api/v1/add/add.py	130	# Step 2: Process into knowledge graph	STRING
LOW⚡	cognee/api/v1/add/add.py	133	# Step 3: Search and query	STRING
LOW	cognee/api/v1/serve/serve.py	136	# Step 1: Check for saved credentials	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	174	# Step 2: Device Code Flow	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	185	# Step 3: Discover or create tenant	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	195	# Step 4: Get service URL	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	198	# Step 5: Get or create API key	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	201	# Step 6: Save credentials	COMMENT
LOW	cognee/api/v1/serve/serve.py	215	# Step 7: Connect	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	66	# Step 1: Request device code	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	88	# Step 2: Show the user what to do	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	99	# 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	1283	// Step 1: Collect all nodes	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1287	// Step 2: Find all connected components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1297	// Step 3: Aggregate components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1300	// Step 4: Identify the largest connected component	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1307	// Step 5: Find nodes not in the largest connected component	COMMENT
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1891	# Step 2: Fetch all nodes	STRING
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1903	# Step 3: Fetch all edges between collected nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	732	# Step 2: Fetch all nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	741	# Step 3: Fetch all edges between collected nodes	STRING
LOW	…frastructure/databases/graph/neptune_driver/adapter.py	712	# Step 1: Find all neighbor node IDs within depth hops	STRING
LOW⚡	cognee/modules/truth_subspace/build.py	130	# Step 1: accepted learning statements from session_learnings.	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	211	# Step 5: LOAD nodes — ALL DocumentChunk nodes in the dataset (the chunk	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	252	# Step 6: EMBED node texts (batched) and compute coords per node.	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	273	# Step 7: PERSIST per-node coordinate vectors.	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	53	// Step 1: Verify connection	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	82	// Step 2: SDK quickstart	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	119	// Step 3: Test from UI	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	205	// Step 4: Done	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	90	# Step 1: Install Cognee (streamed)	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	95	# Step 2: Kill any existing server, then start fresh	COMMENT
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	164	# Step 1: Reset data and system state	STRING
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	173	# Step 2: Add text	STRING
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	180	# Step 3: Create knowledge graph	STRING
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	185	# Step 4: Query insights	STRING
LOW⚡	…mporal_awareness_example/temporal_awareness_example.py	17	# Step 1: Reset data and system state	COMMENT
LOW⚡	…mporal_awareness_example/temporal_awareness_example.py	20	# Step 2: Remember text and create temporal knowledge graph memory	COMMENT
LOW	…mporal_awareness_example/temporal_awareness_example.py	36	# Step 3: Query insights	COMMENT
LOW	…vocabulary/ontology_as_reference_vocabulary_example.py	23	# Step 1: Reset data and system state	COMMENT
5 more matches not shown…

Redundant / Tautological Comments79 hits · 110 pts

Severity	File	Line	Snippet	Context
LOW	cognee/root_dir.py	24	# Check if it's an S3 URL - S3 URLs are absolute by definition	COMMENT
LOW	cognee/tasks/ingestion/resolve_data_directories.py	42	if isinstance(item, str): # Check if the item is a path	CODE
LOW	cognee/tasks/ingestion/ingest_data.py	196	# Check if data is already in dataset	COMMENT
LOW	cognee/tasks/translation/detect_language.py	146	# Check if translation is needed	COMMENT
LOW	cognee/tasks/translation/providers/llm_provider.py	140	# Check if API key is configured (required for most providers)	COMMENT
LOW	cognee/tests/test_shared_node_preservation.py	266	# Check if Germany is still in vector index	COMMENT
LOW	cognee/tests/test_custom_data_label.py	36	# Display results	STRING
LOW	cognee/tests/test_custom_data_label.py	57	# 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	141	# Check if Triplet_text collection was created	COMMENT
LOW	cognee/tests/test_graph_model_from_schema.py	64	# 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_telemetry.py	21	# Check if .anon_id exists in the project root	COMMENT
LOW	cognee/tests/test_telemetry.py	105	# Set ENV to dev which should disable telemetry	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	33	# Check if server started with errors	COMMENT
LOW	…sts/unit/infrastructure/databases/test_rate_limiter.py	145	# Print the results	COMMENT
LOW	cognee/shared/graph_model_utils.py	228	# Display results	COMMENT
LOW	cognee/shared/cache.py	174	# 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	334	# Check if this is a LiteLLM-related logger	COMMENT
LOW	cognee/shared/logging_utils.py	404	# Check if there's an exc_info that needs to be processed	COMMENT
LOW	cognee/shared/logging_utils.py	525	# 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	235	# Check if nvm is installed	COMMENT
LOW	cognee/api/v1/ui/node_setup.py	318	# Check if nvm is installed	COMMENT
LOW	cognee/api/v1/ui/ui.py	207	# Check if already downloaded and up to date	COMMENT
LOW	cognee/api/v1/ui/ui.py	732	# Check if process is still running	COMMENT
LOW	cognee/api/v1/datasets/routers/get_datasets_router.py	540	# Check if matching_data contains an element	COMMENT
LOW	cognee/api/v1/responses/routers/get_responses_router.py	118	# 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	26	# 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	79	# 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	279	# Check if the constraint covers ONLY the target column	STRING
LOW	…ons/46a6ce2bd2b2_expand_dataset_database_with_json_.py	286	# Check if the constraint covers ONLY the target column	STRING
LOW	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	356	# Check if any references to this data_id still exist in the DatasetData table	COMMENT
LOW	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	375	# Check if other data objects point to the same raw data location	COMMENT
LOW⚡	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	440	# Check if table is in list of tables for the given schema	COMMENT
LOW	cognee/infrastructure/databases/graph/config.py	99	# Check if absolute path is provided	COMMENT
LOW	cognee/infrastructure/llm/config.py	153	# Check if BAML is selected as structured output framework but not available	COMMENT
LOW	…tructured_output_framework/baml/baml_client/runtime.py	129	# Check if already aborted	COMMENT
LOW	…tructured_output_framework/baml/baml_client/runtime.py	158	# Check if already aborted	COMMENT
LOW	…ured_output_framework/baml/baml_client/async_client.py	88	# Check if on_tick is provided	COMMENT
LOW	…tured_output_framework/baml/baml_client/sync_client.py	101	# Check if on_tick is provided	COMMENT
LOW	…put_framework/litellm_instructor/llm/get_llm_client.py	386	# 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	24	# 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	16	# 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	…infrastructure/loaders/external/advanced_pdf_loader.py	88	# Check if there is any content	COMMENT
LOW	…odules/graph/methods/delete_dataset_nodes_and_edges.py	25	# 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	35	# 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	380	# Check if retriever info is found for the given query type	COMMENT
LOW	cognee/modules/search/methods/search.py	271	# Check if graph for dataset is empty and log warnings if necessary	COMMENT
LOW	cognee/modules/retrieval/graph_completion_retriever.py	131	# Check if all triplets are empty, in case of batch queries	COMMENT
LOW	cognee/modules/retrieval/graph_completion_retriever.py	240	# Check if all triplets are empty, in case of batch queries	COMMENT
LOW	…modules/users/methods/store_principal_configuration.py	30	# Check if a configuration with this name already exists for the principal	COMMENT
LOW	…sers/permissions/methods/give_permission_on_dataset.py	55	# Check if the ACL entry already exists to avoid duplicates	COMMENT
19 more matches not shown…

Verbosity Indicators62 hits · 109 pts

Severity	File	Line	Snippet	Context
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	160	# Step 1: Upload two ontologies (one-by-one)	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	189	# Step 2: Verify ontologies are listed	COMMENT
LOW⚡	cognee/tests/unit/api/test_ontology_endpoint.py	196	# 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	65	# Step 1: Evaluate answers if requested	COMMENT
LOW⚡	…nee/eval_framework/evaluation/run_evaluation_module.py	71	# Step 2: Calculate metrics if requested	COMMENT
LOW⚡	cognee/api/v1/add/add.py	125	# Step 1: Add your data (text content or file path)	STRING
LOW⚡	cognee/api/v1/add/add.py	130	# Step 2: Process into knowledge graph	STRING
LOW⚡	cognee/api/v1/add/add.py	133	# Step 3: Search and query	STRING
LOW	cognee/api/v1/serve/serve.py	136	# Step 1: Check for saved credentials	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	174	# Step 2: Device Code Flow	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	185	# Step 3: Discover or create tenant	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	195	# Step 4: Get service URL	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	198	# Step 5: Get or create API key	COMMENT
LOW⚡	cognee/api/v1/serve/serve.py	201	# Step 6: Save credentials	COMMENT
LOW	cognee/api/v1/serve/serve.py	215	# Step 7: Connect	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	66	# Step 1: Request device code	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	88	# Step 2: Show the user what to do	COMMENT
LOW	cognee/api/v1/serve/device_auth.py	99	# 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	1283	// Step 1: Collect all nodes	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1287	// Step 2: Find all connected components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1297	// Step 3: Aggregate components	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1300	// Step 4: Identify the largest connected component	COMMENT
LOW⚡	…infrastructure/databases/graph/neo4j_driver/adapter.py	1307	// Step 5: Find nodes not in the largest connected component	COMMENT
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1891	# Step 2: Fetch all nodes	STRING
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1903	# Step 3: Fetch all edges between collected nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	732	# Step 2: Fetch all nodes	STRING
LOW⚡	…frastructure/databases/graph/neptune_driver/adapter.py	741	# Step 3: Fetch all edges between collected nodes	STRING
LOW	…frastructure/databases/graph/neptune_driver/adapter.py	712	# Step 1: Find all neighbor node IDs within depth hops	STRING
LOW⚡	cognee/modules/truth_subspace/build.py	130	# Step 1: accepted learning statements from session_learnings.	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	211	# Step 5: LOAD nodes — ALL DocumentChunk nodes in the dataset (the chunk	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	252	# Step 6: EMBED node texts (batched) and compute coords per node.	COMMENT
LOW⚡	cognee/modules/truth_subspace/build.py	273	# Step 7: PERSIST per-node coordinate vectors.	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	53	// Step 1: Verify connection	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	82	// Step 2: SDK quickstart	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	119	// Step 3: Test from UI	COMMENT
LOW	…-frontend/src/app/(app)/onboarding/ServeOnboarding.tsx	205	// Step 4: Done	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	90	# Step 1: Install Cognee (streamed)	COMMENT
LOW⚡	distributed/deploy/daytona_sandbox.py	95	# Step 2: Kill any existing server, then start fresh	COMMENT
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	164	# Step 1: Reset data and system state	STRING
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	173	# Step 2: Add text	STRING
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	180	# Step 3: Create knowledge graph	STRING
LOW⚡	…_pipelines/dynamic_steps_resume_analysis_hr_example.py	185	# Step 4: Query insights	STRING
LOW⚡	…mporal_awareness_example/temporal_awareness_example.py	17	# Step 1: Reset data and system state	COMMENT
LOW⚡	…mporal_awareness_example/temporal_awareness_example.py	20	# Step 2: Remember text and create temporal knowledge graph memory	COMMENT
LOW	…mporal_awareness_example/temporal_awareness_example.py	36	# Step 3: Query insights	COMMENT
LOW	…vocabulary/ontology_as_reference_vocabulary_example.py	23	# Step 1: Reset data and system state	COMMENT
LOW⚡	…vocabulary/ontology_as_reference_vocabulary_example.py	37	# Step 2: Remember text using the ontology-backed graph config.	COMMENT
LOW⚡	…vocabulary/ontology_as_reference_vocabulary_example.py	42	# Step 3: Query insights	COMMENT
LOW⚡	notebooks/data/guido_contributions.json	698	"before_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\	CODE
2 more matches not shown…

Magic Placeholder Names17 hits · 85 pts

Severity	File	Line	Snippet	Context
HIGH	CLAUDE.md	348	LLM_API_KEY="your_api_key"	CODE
HIGH	CLAUDE.md	386	BAML_LLM_API_KEY="your_api_key"	CODE
HIGH	cognee/api/v1/config/config.py	108	cognee.config.set_llm_api_key("your-api-key")	STRING
HIGH	cognee-frontend/src/app/(app)/api-keys/ApiKeysPage.tsx	249	<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	250	<CopyBtn id="header" text={`X-Api-Key: <your-api-key>${tenantId ? `\nX-Tenant-Id: ${tenantId}` : ""}`} copiedF	CODE
HIGH	…gnee-frontend/src/app/(app)/dashboard/OverviewPage.tsx	1128	const resolvedKey = apiKey \|\| "your-api-key";	CODE
HIGH	cognee-frontend/src/app/(app)/integrations/page.tsx	357	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	cognee-frontend/src/app/(app)/onboarding/page.tsx	723	const resolvedKey = apiKey \|\| "<your-api-key>";	CODE
HIGH	…example/user_permissions_and_access_control_example.py	24	# os.environ["LLM_API_KEY"] = "your-api-key"	COMMENT
HIGH	…/comprehensive_example/cognee_comprehensive_example.py	9	os.environ["LLM_API_KEY"] = "your_api_key"	CODE

Modern Structural Boilerplate80 hits · 79 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tasks/memify/global_context_index/__init__.py	4	__all__ = ["extract_global_context_index_input", "update_global_context_index"]	CODE
LOW	cognee/tasks/ingestion/migrate_relational_database.py	15	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tasks/ingestion/connectors/__init__.py	17	__all__ = ["gmail_source"]	CODE
LOW	…poral_awareness/build_graph_with_temporal_awareness.py	12	logger = logging.getLogger(__name__)	CODE
LOW	cognee/tasks/web_scraper/__init__.py	28	__all__ = [	CODE
LOW	cognee/tasks/translation/__init__.py	67	__all__ = [	CODE
LOW	cognee/tasks/translation/providers/__init__.py	6	__all__ = [	CODE
LOW	cognee/tasks/documents/extract_chunks_from_documents.py	15	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/unit/processing/chunks/test_input.py	112	__all__ = ["pad"]	CODE
LOW	…frastructure/test_embedding_rate_limiting_realistic.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/pipelines/__init__.py	40	__all__ = [	CODE
LOW	cognee/shared/cache.py	21	logger = logging.getLogger(__name__)	CODE
LOW	cognee/cli/__init__.py	6	__all__ = [	CODE
LOW	cognee/api/v1/llm/__init__.py	3	__all__ = ["get_llm_router"]	CODE
LOW	cognee/api/v1/llm/routers/__init__.py	3	__all__ = ["get_llm_router"]	CODE
LOW	cognee/api/v1/ontologies/__init__.py	4	__all__ = ["OntologyService", "get_ontology_router"]	CODE
LOW	cognee/api/v1/config/config.py	576	def set_graph_db_config(config_dict: dict) -> None:	CODE
LOW	cognee/api/v1/responses/dispatch_function.py	16	logger = logging.getLogger(__name__)	CODE
LOW	cognee/api/v1/responses/__init__.py	3	__all__ = ["get_responses_router"]	CODE
LOW	cognee/api/v1/responses/routers/__init__.py	3	__all__ = ["get_responses_router"]	CODE
LOW	cognee/api/v1/agents/__init__.py	3	__all__ = ["get_agents_router"]	CODE
LOW	cognee/api/v1/visualize/routers/__init__.py	3	__all__ = ["get_schema_router"]	CODE
LOW	cognee/api/v1/push/__init__.py	3	__all__ = ["PushResult", "push"]	CODE
LOW	cognee/api/v1/sessions/__init__.py	3	__all__ = ["get_sessions_router"]	CODE
LOW	cognee/api/v1/skills/__init__.py	3	__all__ = ["list_skills"]	CODE
LOW	cognee/api/v1/skills/routers/__init__.py	3	__all__ = ["get_skills_router"]	CODE
LOW	cognee/api/v1/serve/state.py	19	def set_remote_client(client: Optional["CloudClient"]) -> None:	CODE
LOW	cognee/api/v1/sync/__init__.py	10	__all__ = [	CODE
LOW	cognee/api/v1/sync/routers/__init__.py	3	__all__ = ["get_sync_router"]	CODE
LOW	cognee/api/v1/export/__init__.py	3	__all__ = ["export", "ExportResult"]	CODE
LOW	cognee/api/v1/proposals/routers/__init__.py	3	__all__ = ["get_proposals_router"]	CODE
LOW	cognee/api/v1/session/__init__.py	16	__all__ = [	CODE
LOW	cognee/infrastructure/locks/__init__.py	3	__all__ = ["release_improve_lock", "session_lock", "try_acquire_improve_lock"]	CODE
LOW	cognee/infrastructure/databases/cache/__init__.py	5	__all__ = ["get_cache_engine", "get_cache_config", "SessionQAEntry", "SessionAgentTraceEntry"]	CODE
LOW	…e/infrastructure/databases/cache/cache_db_interface.py	188	async def set_value(self, key: str, value: str, ttl: int \| None = None) -> None:	CODE
LOW	cognee/infrastructure/databases/cache/tapes/__init__.py	3	__all__ = ["TapesCacheAdapter"]	CODE
LOW⚡	…e/infrastructure/databases/cache/redis/RedisAdapter.py	498	async def set_value(self, key: str, value: str, ttl: int \| None = None) -> None:	CODE
LOW⚡	…frastructure/databases/cache/fscache/FsCacheAdapter.py	395	async def set_value(self, key: str, value: str, ttl: int \| None = None) -> None:	CODE
LOW	cognee/infrastructure/databases/cache/sql/__init__.py	3	__all__ = ["SqlCacheAdapter"]	CODE
LOW	…/infrastructure/databases/cache/sql/SqlCacheAdapter.py	1030	async def set_value(self, key: str, value: str, ttl: Optional[int] = None) -> None:	CODE
LOW	…nee/infrastructure/databases/dataset_queue/__init__.py	12	__all__ = ["dataset_queue"]	CODE
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	1617	async def set_graph_metadata(self, metadata: dict[str, str]) -> None:	CODE
LOW	…rastructure/databases/graph/ladybug/ladybug_migrate.py	23	__all__ = [	CODE
LOW	cognee/infrastructure/databases/graph/kuzu/adapter.py	19	__all__ = [	CODE
LOW	…nee/infrastructure/databases/graph/postgres/adapter.py	1476	async def set_graph_metadata(self, metadata: dict[str, str]) -> None:	STRING
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	1006	async def set_graph_metadata(self, metadata: dict[str, str]) -> None:	STRING
LOW	…rastructure/databases/graph/neptune_driver/__init__.py	11	__all__ = [	CODE
LOW	cognee/infrastructure/databases/unified/__init__.py	6	__all__ = [	CODE
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	96	logger = logging.getLogger(__name__)	CODE
LOW	cognee/infrastructure/databases/provenance/__init__.py	24	__all__ = [	CODE
LOW	…tructured_output_framework/baml/baml_client/tracing.py	26	__all__ = ["trace", "set_tags", "flush", "on_log_event"]	CODE
LOW	…structured_output_framework/baml/baml_client/config.py	88	__all__ = [	CODE
LOW	…tructured_output_framework/baml/baml_client/globals.py	37	__all__ = []	CODE
LOW	…ructured_output_framework/baml/baml_client/__init__.py	49	__all__ = [	STRING
LOW	…t_framework/litellm_instructor/llm/bedrock/__init__.py	5	__all__ = ["BedrockAdapter"]	CODE
LOW	cognee/infrastructure/engine/models/DataPoint.py	12	logger = logging.getLogger(__name__)	CODE
LOW	cognee/infrastructure/engine/models/DataPoint.py	287	def update_version(self) -> None:	CODE
LOW	cognee/infrastructure/loaders/__init__.py	18	__all__ = ["get_loader_engine", "use_loader", "LoaderInterface"]	CODE
20 more matches not shown…

Cross-Language Confusion19 hits · 78 pts

Severity	File	Line	Snippet	Context
HIGH	cognee/tests/test_neptune_analytics_vector.py	124	# Always return true	COMMENT
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	cognee/cli/commands/push_command.py	99	return await cognee.push(	STRING
HIGH	cognee/api/v1/recall/routers/get_recall_router.py	41	"Dataset names to search within. Omit (null) to search all datasets "	CODE
HIGH	cognee/api/v1/push/push.py	27	"""Outcome of a ``cognee.push()`` call."""	STRING
HIGH	cognee/api/v1/remember/remember.py	720	"cognee.push() to upload the data to the remote instance."	CODE
HIGH	cognee/api/v1/remember/routers/get_remember_router.py	40	"""Import uploaded COGX archive tarballs (produced by ``cognee.push()``)."""	STRING
HIGH	cognee/modules/retrieval/utils/references.py	72	Missing, null, non-string, or empty/whitespace-only values are treated as	STRING
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	97	sandbox.process.exec("pkill -f uvicorn \|\| true", timeout=5)	CODE
HIGH	cognee-mcp/src/server.py	1394	"Build it with: cd cognee-mcp/apps-src && npm install && npm run build"	CODE

AI Structural Patterns76 hits · 72 pts

Severity	File	Line	Context
LOW	cognee/tasks/web_scraper/default_url_crawler.py	47	CODE
LOW	cognee/cli/api_client.py	285	CODE
LOW	…s/logistics_system_utils/utils/world_creation_utils.py	635	CODE
LOW	…rk_adapters/logistics_system_utils/entities/package.py	93	CODE
LOW	cognee/api/v1/agents/agents.py	158	CODE
LOW	cognee/api/v1/agents/agents.py	214	CODE
LOW	cognee/api/v1/agents/routers/get_agents_router.py	94	CODE
LOW	cognee/api/v1/cognify/cognify.py	43	CODE
LOW	cognee/api/v1/recall/recall.py	336	CODE
LOW	cognee/api/v1/search/search.py	31	CODE
LOW	cognee/api/v1/add/add.py	25	CODE
LOW	cognee/api/v1/remember/remember.py	625	CODE
LOW	cognee/api/v1/remember/routers/get_remember_router.py	109	CODE
LOW	…e/infrastructure/databases/cache/cache_db_interface.py	133	CODE
LOW	…nee/infrastructure/databases/cache/get_cache_engine.py	63	CODE
LOW	…e/infrastructure/databases/cache/redis/RedisAdapter.py	24	CODE
LOW	…e/infrastructure/databases/cache/redis/RedisAdapter.py	176	CODE
LOW	…e/infrastructure/databases/cache/redis/RedisAdapter.py	357	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	326	CODE
LOW	…/infrastructure/databases/cache/sql/SqlCacheAdapter.py	599	CODE
LOW	…nee/infrastructure/databases/graph/get_graph_engine.py	243	CODE
LOW	…nee/infrastructure/databases/graph/get_graph_engine.py	380	CODE
LOW	…/databases/vector/embeddings/LiteLLMEmbeddingEngine.py	62	CODE
LOW	…ured_output_framework/baml/baml_client/async_client.py	160	CODE
LOW	…ured_output_framework/baml/baml_client/async_client.py	183	CODE
LOW	…tured_output_framework/baml/baml_client/sync_client.py	172	CODE
LOW	…tured_output_framework/baml/baml_client/sync_client.py	195	CODE
LOW	…put_framework/litellm_instructor/llm/gemini/adapter.py	55	CODE
LOW	…work/litellm_instructor/llm/generic_llm_api/adapter.py	90	CODE
LOW	…amework/litellm_instructor/llm/azure_openai/adapter.py	53	CODE
LOW	…_framework/litellm_instructor/llm/llama_cpp/adapter.py	70	CODE
LOW	…put_framework/litellm_instructor/llm/openai/adapter.py	69	CODE
LOW	…nee/infrastructure/files/storage/FileBufferedReader.py	16	CODE
LOW	cognee/infrastructure/session/session_manager.py	310	CODE
LOW	cognee/infrastructure/session/session_manager.py	574	CODE
LOW	cognee/modules/agent_memory/decorator.py	29	CODE
LOW	cognee/modules/memify/memify.py	25	CODE
LOW	cognee/modules/session_lifecycle/metrics.py	370	CODE
LOW	cognee/modules/graph/cognee_graph/CogneeGraph.py	226	CODE
LOW	cognee/modules/agents/registry.py	126	CODE
LOW	cognee/modules/pipelines/operations/pipeline.py	82	CODE
LOW	cognee/modules/pipelines/operations/pipeline.py	123	CODE
LOW	cognee/modules/pipelines/operations/run_tasks.py	58	CODE
LOW	…/modules/pipelines/operations/run_tasks_distributed.py	89	CODE
LOW	…/modules/pipelines/operations/run_tasks_distributed.py	86	CODE
LOW	cognee/modules/search/methods/search.py	40	CODE
LOW	cognee/modules/search/methods/search.py	153	CODE
LOW	cognee/modules/search/methods/search.py	213	CODE
LOW	cognee/modules/search/methods/search.py	241	CODE
LOW	cognee/modules/retrieval/agentic_retriever.py	82	CODE
LOW	cognee/modules/retrieval/agentic_retriever.py	290	CODE
LOW	…/retrieval/graph_completion_decomposition_retriever.py	33	CODE
LOW	cognee/modules/retrieval/graph_completion_retriever.py	44	CODE
LOW	cognee/modules/retrieval/hybrid_retriever.py	36	CODE
LOW	…odules/retrieval/graph_summary_completion_retriever.py	20	CODE
LOW	cognee/modules/retrieval/temporal_retriever.py	36	CODE
LOW	…rieval/graph_completion_context_extension_retriever.py	21	CODE
LOW	…ee/modules/retrieval/graph_completion_cot_retriever.py	53	CODE
16 more matches not shown…

Over-Commented Block79 hits · 70 pts

Severity	File	Line	Snippet	Context
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/tasks/storage/add_data_points.py	101		COMMENT
LOW	cognee/api/v1/responses/default_tools.py	61	# "type": "function",	COMMENT
LOW	…e/databases/relational/sqlalchemy/SqlAlchemyAdapter.py	81		COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	321	# this — see ``close()``'s docstring for the cross-loop reason.	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	641	# Submit + check-closed atomically under	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	901	# Idempotent — a second close() sees the flag and returns.	COMMENT
LOW	…gnee/infrastructure/databases/graph/ladybug/adapter.py	3261	# those files, so it MUST hold the same lock — otherwise a peer	COMMENT
LOW	…infrastructure/databases/graph/neo4j_driver/adapter.py	61		COMMENT
LOW	…infrastructure/databases/unified/get_unified_engine.py	61	embedding_engine=embedding_engine,	COMMENT
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	121	# generous on purpose: reaching it means the close is wedged or its completion	COMMENT
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	241	# ``asyncio.wrap_future`` yields control so this task can run (no deadlock).	COMMENT
LOW	…ee/infrastructure/databases/utils/closing_lru_cache.py	461	raise TypeError("maxsize must be an int or None")	COMMENT
LOW	…e/infrastructure/databases/vector/get_vector_engine.py	21	if the old one was evicted (recovery path). Code that stores the return	COMMENT
LOW	…nfrastructure/databases/vector/create_vector_engine.py	81	# Check USE_UNIFIED_PROVIDER outside the cache so it's always re-read	COMMENT
LOW	…rastructure/databases/vector/lancedb/LanceDBAdapter.py	81		COMMENT
LOW	…rastructure/databases/vector/lancedb/LanceDBAdapter.py	181	# Guards lifecycle state — the ``connection``, ``_session`` and	COMMENT
LOW	…ured_output_framework/baml/baml_client/type_builder.py	1	# ----------------------------------------------------------------------------	COMMENT
LOW	cognee/modules/visualization/views/inspector.js	1	// Schema type inspector side panel (PR3 + instance drill-down).	COMMENT
LOW	cognee/modules/visualization/views/semantic_map.js	1	// Semantic-map view — a meaning-space scatter of the graph.	COMMENT
LOW	cognee/modules/visualization/views/schema_view.js	1	// Schema view (Phase 2 redesign): explicit-position ontology diagram.	COMMENT
LOW	cognee/modules/visualization/views/memory_map.js	1	// Memory-map view (STEP 2).	COMMENT
LOW	cognee/modules/graph/methods/upsert_nodes.py	61	for start_index in range(0, len(node_rows), UPSERT_BATCH_SIZE):	COMMENT
LOW	…e/modules/graph/utils/get_model_instance_from_graph.py	1	from collections import OrderedDict	COMMENT
LOW	cognee/modules/graph/models/Edge.py	41	DateTime(timezone=True), default=lambda: datetime.now(timezone.utc), nullable=False	COMMENT
LOW	cognee/modules/graph/models/Node.py	41	)	COMMENT
LOW	cognee/modules/graph/models/Node.py	61	# event.listen(Node.__table__, "after_create", enable_node_rls)	COMMENT
LOW	cognee/modules/migration/sources/base.py	41	# facts) to keep memory bounded. Set False on one-shot sources (e.g. live	COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	21	// remove(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	41	// computeBoundingBox(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	81	// static DEFAULT_MATRIX_AUTO_UPDATE: boolean;	COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	101		COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	261	// function toArray(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	421	// function transformDirection(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	441	// name: string;	COMMENT
LOW	cognee-frontend/types/troika-three-utils.d.ts	461	// name: string;	COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	21	// remove(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	41	// computeBoundingBox(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	81	// static DEFAULT_MATRIX_AUTO_UPDATE: boolean;	COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	101		COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	261	// function toArray(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	421	// function transformDirection(...args: any[]): void;	COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	441	// name: string;	COMMENT
LOW	cognee-frontend/types/troika-three-text.d.ts	461	// name: string;	COMMENT
LOW	cognee-frontend/src/app/(app)/onboarding/page.tsx	221		COMMENT
LOW	cognee-frontend/src/app/(graph)/GraphVisualization.tsx	81	}	COMMENT
LOW	cognee-frontend/src/app/(graph)/GraphVisualization.tsx	101	// }	COMMENT
LOW	cognee-frontend/src/modules/datasets/cognifyDataset.ts	41	...(options?.llmModel && { llmModel: options.llmModel }),	COMMENT
LOW	cognee-frontend/src/modules/datasets/cognifyDataset.ts	61	// const data = JSON.parse(event.data);	COMMENT
LOW	cognee-frontend/src/data/prompts.ts	461	// plugin/skill's remember tools).	COMMENT
LOW	tools/check-package.sh	1	##!/usr/bin/env bash	COMMENT
LOW	tools/check-package.sh	21	# fi	COMMENT
LOW	distributed/deploy/daytona.yaml	1	# Daytona is now an SDK-based cloud sandbox platform.	COMMENT
LOW	deployment/helm/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	deployment/helm/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to	COMMENT
LOW	examples/demos/pipeline_api_proposal.py	21	# Before (current):	COMMENT
LOW	examples/demos/pipeline_api_proposal.py	161	# 4a. Semaphore-based concurrency (replaces batch-based parallelism)	COMMENT
19 more matches not shown…

Fake / Example Data47 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tests/unit/test_context_global_variables.py	80	fake_user = SimpleNamespace(id=user_id, tenant_id=None)	CODE
LOW⚡	cognee/tests/unit/test_context_global_variables.py	96	return fake_user	CODE
LOW⚡	cognee/tests/unit/test_agents_sdk_cli.py	450	fake_user = _make_user()	CODE
LOW⚡	cognee/tests/unit/test_agents_sdk_cli.py	453	return fake_user	CODE
LOW	cognee/tests/unit/test_agents_sdk_cli.py	466	assert user is fake_user	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	22	deal = DealBrief(deal_name="Acme Corp", health="Good")	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	26	assert payload.completion.deal_name == "Acme Corp"	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	27	assert payload.model_dump()["completion"] == {"deal_name": "Acme Corp", "health": "Good"}	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	52	completion={"deal_name": "Acme Corp", "health": "Good"},	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	55	assert payload.completion == {"deal_name": "Acme Corp", "health": "Good"}	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	56	assert payload.model_dump()["completion"] == {"deal_name": "Acme Corp", "health": "Good"}	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	63	deal = DealBrief(deal_name="Acme Corp", health="Good")	CODE
LOW⚡	cognee/tests/unit/search/test_search_result_payload.py	66	assert dumped["completion"] == {"deal_name": "Acme Corp", "health": "Good"}	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	…/unit/modules/users/test_conditional_authentication.py	46	email="user@example.com",	CODE
LOW	…/unit/modules/users/test_conditional_authentication.py	68	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	48	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	10	Verifies that the current branch can search the v0.5.7 cognified data, then adds + cognifies new Lorem Ipsum data with	STRING
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	21	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	21	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	27	Lorem ipsum is placeholder text commonly used in the graphic, print, and publishing industries for	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	32	SEARCH_QUERY = "What is Lorem Ipsum and where does it come from?"	STRING
LOW⚡	cognee/tests/backwards_compatibility/phase1_seed.py	42	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	64	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	64	Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	70	Lorem ipsum is placeholder text commonly used in the graphic, print, and publishing industries for	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	74	Loren Ipsum Dolor sit amet, Lorem ipsum.	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	74	Loren Ipsum Dolor sit amet, Lorem ipsum.	CODE
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	78	SEARCH_QUERY = "What is Lorem Ipsum and where does it come from?"	STRING
LOW⚡	cognee/tests/backwards_compatibility/phase2_verify.py	463	print("\n[Step 2] Re-adding + cognifying Lorem Ipsum with current branch...")	CODE
LOW	cognee/tests/api/test_agent_mode.py	24	_DUMMY_USER = User(email="test@test.com", hashed_password="!")	CODE
LOW⚡	…ee/infrastructure/databases/vector/embeddings/utils.py	32	dummy_value = "."	CODE
LOW⚡	…ee/infrastructure/databases/vector/embeddings/utils.py	34	return [t if is_embeddable(t) else dummy_value for t in text_list]	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
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	CODE
LOW	cognee-starter-kit/src/data/people.json	3	"name": "John Doe",	CODE
LOW	…om_pipelines/organizational_hierarchy/data/people.json	3	"name": "John Doe",	CODE

Modern AI Meta-Vocabulary14 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	cognee/skill.md	309	### What Cognee gives agentic workflows	COMMENT
MEDIUM⚡	…it/modules/retrieval/test_include_references_wiring.py	29	# CompletionRetriever (RAG / chunk evidence)	COMMENT
MEDIUM⚡	cognee/cli/_cognee.py	353	# in-process. This is the correct mode for concurrent / multi-agent use	COMMENT
MEDIUM	cognee/api/v1/recall/query_router.py	93	# --- Reasoning / chain-of-thought ---	COMMENT
MEDIUM	…s/vector/embeddings/OpenAICompatibleEmbeddingEngine.py	159	# Handle context window exceeded by splitting input	COMMENT
MEDIUM	cognee/infrastructure/llm/tokenizer/resolver.py	154	# (e.g. a newly released embedding model), so guard the "never raises"	COMMENT
MEDIUM	cognee/infrastructure/llm/tokenizer/resolver.py	194	# override wins, otherwise use the embedding model's own repo.	COMMENT
MEDIUM	cognee/modules/retrieval/agentic_retriever.py	263	# Ungraded agentic executions use the neutral default score until	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/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⚡	evals/src/qa/qa_benchmark_base.py	103	# Get answer from RAG system	COMMENT
MEDIUM	evals/src/qa/qa_benchmark_base.py	133	# Initialize RAG system	COMMENT
MEDIUM	…pelines/memify_coding_agent_rule_extraction_example.py	73	# 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	101	# the invoices related to the two customers, without any hallucinations or additional information	COMMENT

AI Slop Vocabulary20 hits · 38 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	302	# Force the merged detag query to fail. Whitelist the harness	COMMENT
LOW⚡	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	493	# Should not raise exception, just return	COMMENT
LOW⚡	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	522	# Should not raise exception, just return with error message	COMMENT
LOW	…ee/tests/cli_tests/cli_unit_tests/test_cli_commands.py	572	# Should not raise exception, just return with error message	COMMENT
MEDIUM	cognee/api/v1/health/health.py	245	"""Get comprehensive health status."""	STRING
MEDIUM	…ee/infrastructure/databases/utils/closing_lru_cache.py	214	# (a proxy finalizer can fire at exit). That's fine: harness's	COMMENT
LOW	…structure/databases/vector/pgvector/PGVectorAdapter.py	492	# If limit is still 0, no need to do the search, just return empty results	COMMENT
MEDIUM	cognee/modules/visualization/semantic_clusters.py	144	label the seam then discards, and no dependency on the #3601 harness.	STRING
LOW	cognee/modules/storage/utils/__init__.py	17	# if the obj is uuid, we simply return the value of uuid	COMMENT
MEDIUM	cognee/modules/cognify/rollback.py	214	# Important ordering for robust retries:	COMMENT
LOW⚡	…/users/authentication/api_key/get_api_key_transport.py	22	# No login response for API key auth — just return unchanged	COMMENT
LOW⚡	…/users/authentication/api_key/get_api_key_transport.py	26	# No logout response for API key auth — just return unchanged	COMMENT
MEDIUM	cognee/modules/sync/models/SyncOperation.py	92	"""Get comprehensive progress information."""	STRING
LOW	…hierarchy/organizational_hierarchy_pipeline_example.py	62	# No manual dict-based deduplication needed — just create instances freely.	COMMENT
MEDIUM	cognee-mcp/apps-src/package-lock.json	2255	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	cognee_db_workers/lancedb_worker.py	139	# 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

Slop Phrases13 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	cognee/tests/test_lancedb.py	306	# Note: make sure to call test_vector_engine_search_with_nodeset_filtering()	COMMENT
LOW	cognee/tests/test_pgvector.py	321	# Note: make sure to call test_vector_engine_search_with_nodeset_filtering()	STRING
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	266	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	42	# NOTE: If you don't have a DB you want to migrate you can try it out with our	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…e/tests/unit/infrastructure/llm/test_ollama_adapter.py	57	adapter.aclient.chat.completions.create.assert_awaited_once()	CODE

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	evals/src/qa/qa_benchmark_cognee.py	166	# Example usage	COMMENT
LOW	evals/src/qa/qa_benchmark_mem0.py	103	# Example usage	COMMENT
LOW	evals/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

TODO Padding2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	cognee/api/v1/sync/sync.py	904	# TODO: consider adding retries	COMMENT
LOW⚡	cognee/api/v1/sync/sync.py	908	# TODO: consider adding retries	COMMENT

Overly Generic Function Names2 hits · 1 pts

Severity	File	Line	Snippet	Context
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

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings