getzep/zep

Pattern Findings

The scanner identified 3285 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers1568 hits · 1651 pts

Severity	File	Line	Snippet	Context
LOW⚡	zep-eval-harness/zep_ingest_documents.py	72	def checkpoint_path_for_graph(graph_id: str) -> str:	CODE
LOW⚡	zep-eval-harness/zep_chunk_documents.py	192	def get_next_chunk_set_number() -> int:	CODE
LOW	zep-eval-harness/zep_evaluate.py	673	def calculate_aggregate_statistics(	CODE
LOW	zep-eval-harness/zep_evaluate.py	856	def _get_next_eval_run_number() -> int:	CODE
LOW⚡	zep-eval-harness/zep_evaluate.py	309	async def evaluate_context_completeness(	STRING
LOW	zep-eval-harness/zep_ingest_users.py	85	def load_conversations_for_user(user_id):	CODE
LOW	zep-eval-harness/zep_ingest_users.py	778	async def ingest_user_with_checkpoint(user_def):	STRING
LOW	…al-harness/config/evaluation_config/response_prompt.py	9	def get_response_system_prompt(context: str) -> str:	CODE
LOW⚡	…l-harness/config/document_ingestion_config/ontology.py	169	async def set_document_custom_ontology(zep_client, graph_ids=None):	CODE
LOW⚡	…onfig/document_ingestion_config/custom_instructions.py	67	async def set_document_custom_instructions(zep_client, graph_ids=None):	CODE
LOW⚡	…fig/user_ingestion_config/user_summary_instructions.py	50	async def set_user_summary_instructions(zep_client, user_ids=None):	CODE
LOW	…1T222821/evaluation_config_snapshot/response_prompt.py	9	def get_response_system_prompt(context: str) -> str:	CODE
LOW⚡	…ingestion_config_snapshot/user_summary_instructions.py	50	async def set_user_summary_instructions(zep_client, user_ids=None):	CODE
LOW⚡	…T222500/document_ingestion_config_snapshot/ontology.py	169	async def set_document_custom_ontology(zep_client, graph_ids=None):	CODE
LOW⚡	…ument_ingestion_config_snapshot/custom_instructions.py	67	async def set_document_custom_instructions(zep_client, graph_ids=None):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	42	def test_item_payload_mapping(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	52	def test_stream_order_preserved(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	57	def test_empty_stream_no_api_calls(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	64	def test_default_max_items_per_batch_is_ten_thousand(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	68	def test_rollover_at_max_items_per_batch(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	82	def test_missing_created_batch_id_fails_before_add(self, mock_zep, batch_id):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	92	def test_blank_initial_batch_id_is_rejected(self, mock_zep, batch_id):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	100	def test_rate_limited_add_is_retried(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	107	def test_server_error_add_is_not_retried(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	114	def test_server_error_records_error_and_continues(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	133	def test_add_error_reports_the_server_message_and_adds_nothing(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	143	def test_transient_process_failure_retried(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	153	def test_exhausted_process_retries_record_error_without_raising(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	252	def test_batch_metadata_passed_to_create(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	256	def test_first_batch_failure_still_raises(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_batch_submitter.py	265	def test_rollover_failure_stops_the_run_without_losing_batch_ids(self, mock_zep, status_code):	CODE
LOW	ingestion/tests/test_batch_submitter.py	169	def test_transport_error_on_add_still_processes_and_returns_batch_id(self, mock_zep):	CODE
LOW	ingestion/tests/test_batch_submitter.py	189	def test_connect_error_on_add_is_retried(self, mock_zep):	CODE
LOW	ingestion/tests/test_batch_submitter.py	196	def test_transport_error_on_process_is_retried(self, mock_zep):	CODE
LOW	ingestion/tests/test_batch_submitter.py	207	def test_exhausted_process_transport_retries_record_error_without_raising(self, mock_zep):	CODE
LOW	ingestion/tests/test_batch_submitter.py	216	def test_transport_error_on_rollover_stops_and_keeps_batch_ids(self, mock_zep):	CODE
LOW	ingestion/tests/test_batch_submitter.py	235	def test_transient_error_on_rollover_create_is_retried(self, mock_zep):	CODE
LOW	ingestion/tests/test_batch_submitter.py	287	def test_rollover_without_batch_id_carries_partial_result(self, mock_zep):	CODE
LOW	ingestion/tests/test_dispatch.py	26	def test_uses_batch_when_available(self, mock_zep):	CODE
LOW	ingestion/tests/test_dispatch.py	32	def test_falls_back_to_sequential_when_endpoint_not_found(self, mock_zep, caplog):	CODE
LOW	ingestion/tests/test_dispatch.py	46	def test_no_episodes_lost_on_fallback(self, mock_zep):	CODE
LOW	ingestion/tests/test_dispatch.py	55	def test_refused_probe_propagates_without_fallback(self, mock_zep, status_code):	CODE
LOW	ingestion/tests/test_dispatch.py	67	def test_server_error_on_create_propagates(self, mock_zep):	CODE
LOW	ingestion/tests/test_dispatch.py	72	def test_probe_does_not_retry_ambiguous_server_error(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_dispatch.py	83	def test_persistent_transient_probe_error_raises_without_fallback(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_dispatch.py	93	def test_probe_transport_error_surfaces_without_fallback(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_dispatch.py	102	def test_empty_stream_no_probe(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_dispatch.py	108	def test_probe_without_usable_batch_id_does_not_open_second_batch(self, mock_zep, batch_id):	CODE
LOW⚡	ingestion/tests/test_dispatch.py	119	def test_batch_raises_batch_unavailable_when_endpoint_not_found(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_dispatch.py	125	def test_batch_surfaces_refusal_instead_of_batch_unavailable(self, mock_zep, status_code):	CODE
LOW⚡	ingestion/tests/test_dispatch.py	134	def test_sequential_never_touches_batch(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	101	def test_from_batch_ids_auto_timeout_is_unlimited(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	105	def test_wait_timeout_raises_but_result_usable(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	114	def test_non_finite_wait_timing_refused_before_polling(self, mock_zep, field, value):	CODE
LOW⚡	ingestion/tests/test_result.py	174	def test_status_processing_until_all_processed(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	183	def test_status_succeeded_when_all_processed(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	192	def test_refresh_skips_already_processed_uuids(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	359	def test_failed_items_returns_add_errors(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	366	def test_empty_run_is_succeeded(self, mock_zep):	CODE
LOW⚡	ingestion/tests/test_result.py	370	def test_submitted_work_without_handles_is_untracked(self, mock_zep):	CODE
1508 more matches not shown…

Decorative Section Separators342 hits · 1135 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	67	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	69	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	78	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	80	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	299	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	301	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_documents.py	258	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_documents.py	260	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_documents.py	383	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_documents.py	385	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_documents.py	457	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_documents.py	459	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_documents.py	513	# ============================================================================	STRING
MEDIUM	zep-eval-harness/zep_ingest_documents.py	515	# ============================================================================	STRING
MEDIUM	zep-eval-harness/zep_chunk_documents.py	40	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_chunk_documents.py	42	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_chunk_documents.py	74	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_chunk_documents.py	76	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_chunk_documents.py	187	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_chunk_documents.py	189	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_chunk_documents.py	250	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_chunk_documents.py	252	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_chunk_documents.py	422	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_chunk_documents.py	424	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	68	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	70	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	174	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	176	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	180	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	182	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	218	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	220	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_evaluate.py	38	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_evaluate.py	40	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_evaluate.py	1056	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_evaluate.py	1058	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	304	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	306	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	414	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	416	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	527	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	529	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	636	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_evaluate.py	638	# ============================================================================	STRING
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	218	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	220	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	301	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	303	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	360	# ============================================================================	COMMENT
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	362	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	63	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	65	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	142	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	144	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	445	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	447	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	520	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	522	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	608	# ============================================================================	COMMENT
MEDIUM	zep-eval-harness/zep_ingest_users.py	610	# ============================================================================	COMMENT
282 more matches not shown…

Cross-File Repetition214 hits · 1070 pts

Severity	File	Line	Snippet	Context
HIGH	…onfig/document_ingestion_config/custom_instructions.py	0	zep custom instructions — user graphs custom instructions for user conversation graphs. these describe the domain, termi	STRING
HIGH	…ument_ingestion_config_snapshot/custom_instructions.py	0	zep custom instructions — user graphs custom instructions for user conversation graphs. these describe the domain, termi	STRING
HIGH	…ss/config/user_ingestion_config/custom_instructions.py	0	zep custom instructions — user graphs custom instructions for user conversation graphs. these describe the domain, termi	STRING
HIGH	…/user_ingestion_config_snapshot/custom_instructions.py	0	zep custom instructions — user graphs custom instructions for user conversation graphs. these describe the domain, termi	STRING
HIGH	…grations/ms-agent-framework/python/tests/test_basic.py	0	create a mock asynczep client with async user/thread methods.	STRING
HIGH	…s-agent-framework/python/tests/test_context_builder.py	0	create a mock asynczep client with async user/thread methods.	STRING
HIGH	integrations/adk/python/tests/test_basic.py	0	create a mock asynczep client with async user/thread methods.	STRING
HIGH	…s/ms-agent-framework/python/tests/test_provisioning.py	0	tests for out-of-band zep resource provisioning: ``ensure_user``, ``ensure_thread``, and the ``on_created`` hook contrac	STRING
HIGH	…grations/pydantic-ai/python/tests/test_provisioning.py	0	tests for out-of-band zep resource provisioning: ``ensure_user``, ``ensure_thread``, and the ``on_created`` hook contrac	STRING
HIGH	integrations/strands/python/tests/test_provisioning.py	0	tests for out-of-band zep resource provisioning: ``ensure_user``, ``ensure_thread``, and the ``on_created`` hook contrac	STRING
HIGH	integrations/livekit/python/tests/test_provisioning.py	0	tests for out-of-band zep resource provisioning: ``ensure_user``, ``ensure_thread``, and the ``on_created`` hook contrac	STRING
HIGH	integrations/autogen/python/tests/test_provisioning.py	0	tests for out-of-band zep resource provisioning: ``ensure_user``, ``ensure_thread``, and the ``on_created`` hook contrac	STRING
HIGH	…s/ms-agent-framework/python/tests/test_provisioning.py	0	minimal stand-in for a typed zep sdk error exposing ``status_code``.	STRING
HIGH	integrations/crewai/python/tests/test_provisioning.py	0	minimal stand-in for a typed zep sdk error exposing ``status_code``.	STRING
HIGH	…grations/pydantic-ai/python/tests/test_provisioning.py	0	minimal stand-in for a typed zep sdk error exposing ``status_code``.	STRING
HIGH	integrations/ag2/python/tests/test_provisioning.py	0	minimal stand-in for a typed zep sdk error exposing ``status_code``.	STRING
HIGH	integrations/strands/python/tests/test_provisioning.py	0	minimal stand-in for a typed zep sdk error exposing ``status_code``.	STRING
HIGH	integrations/livekit/python/tests/test_provisioning.py	0	minimal stand-in for a typed zep sdk error exposing ``status_code``.	STRING
HIGH	integrations/autogen/python/tests/test_provisioning.py	0	minimal stand-in for a typed zep sdk error exposing ``status_code``.	STRING
HIGH	…s/ms-agent-framework/python/tests/test_provisioning.py	0	a typed error with a non-conflict status code is a genuine failure no matter what its message says.	STRING
HIGH	integrations/crewai/python/tests/test_provisioning.py	0	a typed error with a non-conflict status code is a genuine failure no matter what its message says.	STRING
HIGH	…grations/pydantic-ai/python/tests/test_provisioning.py	0	a typed error with a non-conflict status code is a genuine failure no matter what its message says.	STRING
HIGH	integrations/livekit/python/tests/test_provisioning.py	0	a typed error with a non-conflict status code is a genuine failure no matter what its message says.	STRING
HIGH	integrations/autogen/python/tests/test_provisioning.py	0	a typed error with a non-conflict status code is a genuine failure no matter what its message says.	STRING
HIGH	…s/ms-agent-framework/python/tests/test_provisioning.py	0	true on genuine creation, false when the user already exists.	STRING
HIGH	integrations/crewai/python/tests/test_provisioning.py	0	true on genuine creation, false when the user already exists.	STRING
HIGH	integrations/ag2/python/tests/test_provisioning.py	0	true on genuine creation, false when the user already exists.	STRING
HIGH	integrations/livekit/python/tests/test_provisioning.py	0	true on genuine creation, false when the user already exists.	STRING
HIGH	integrations/autogen/python/tests/test_provisioning.py	0	true on genuine creation, false when the user already exists.	STRING
HIGH	…s/ms-agent-framework/python/tests/test_provisioning.py	0	a known non-conflict status code (e.g. 401) must raise, regardless of message text.	STRING
HIGH	integrations/crewai/python/tests/test_provisioning.py	0	a known non-conflict status code (e.g. 401) must raise, regardless of message text.	STRING
HIGH	…grations/pydantic-ai/python/tests/test_provisioning.py	0	a known non-conflict status code (e.g. 401) must raise, regardless of message text.	STRING
HIGH	integrations/livekit/python/tests/test_provisioning.py	0	a known non-conflict status code (e.g. 401) must raise, regardless of message text.	STRING
HIGH	integrations/autogen/python/tests/test_provisioning.py	0	a known non-conflict status code (e.g. 401) must raise, regardless of message text.	STRING
HIGH	…rations/ms-agent-framework/python/tests/test_search.py	0	by default (no pins), scope/reranker/limit/mmr_lambda/center_node_uuid are all in the model-facing schema alongside quer	STRING
HIGH	integrations/pydantic-ai/python/tests/test_search.py	0	by default (no pins), scope/reranker/limit/mmr_lambda/center_node_uuid are all in the model-facing schema alongside quer	STRING
HIGH	integrations/autogen/python/tests/test_search.py	0	by default (no pins), scope/reranker/limit/mmr_lambda/center_node_uuid are all in the model-facing schema alongside quer	STRING
HIGH	…ns/ms-agent-framework/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	integrations/langgraph/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	…egrations/pydantic-ai/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	integrations/ag2/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	integrations/strands/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	integrations/livekit/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	integrations/autogen/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	integrations/adk/python/tests/test_integration.py	0	poll zep episodes until all are processed or timeout is reached.	STRING
HIGH	…-framework/python/src/zep_ms_agent_framework/search.py	0	build the model-facing json schema, excluding pinned/hidden parameters.	STRING
HIGH	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	0	build the model-facing json schema, excluding pinned/hidden parameters.	STRING
HIGH	integrations/livekit/python/src/zep_livekit/tools.py	0	build the model-facing json schema, excluding pinned/hidden parameters.	STRING
HIGH	…-framework/python/src/zep_ms_agent_framework/search.py	0	render zep search results as readable text for the model.	STRING
HIGH	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	0	render zep search results as readable text for the model.	STRING
HIGH	integrations/strands/python/src/zep_strands/search.py	0	render zep search results as readable text for the model.	STRING
HIGH	integrations/livekit/python/src/zep_livekit/tools.py	0	render zep search results as readable text for the model.	STRING
HIGH	integrations/autogen/python/src/zep_autogen/tools.py	0	render zep search results as readable text for the model.	STRING
HIGH	…work/python/src/zep_ms_agent_framework/provisioning.py	0	explicit, out-of-band zep resource provisioning. ``zepusermemory``'s lazy call into these helpers (see ``zepusermemory._	STRING
HIGH	…pydantic-ai/python/src/zep_pydantic_ai/provisioning.py	0	explicit, out-of-band zep resource provisioning. ``zepusermemory``'s lazy call into these helpers (see ``zepusermemory._	STRING
HIGH	integrations/ag2/python/src/zep_ag2/provisioning.py	0	explicit, out-of-band zep resource provisioning. ``zepusermemory``'s lazy call into these helpers (see ``zepusermemory._	STRING
HIGH	…rations/autogen/python/src/zep_autogen/provisioning.py	0	explicit, out-of-band zep resource provisioning. ``zepusermemory``'s lazy call into these helpers (see ``zepusermemory._	STRING
HIGH	…work/python/src/zep_ms_agent_framework/provisioning.py	0	detect whether ``exc`` represents a "resource already exists" conflict. handles both typed and message-based shapes retu	STRING
HIGH	…ons/langgraph/python/src/zep_langgraph/provisioning.py	0	detect whether ``exc`` represents a "resource already exists" conflict. handles both typed and message-based shapes retu	STRING
HIGH	…egrations/crewai/python/src/zep_crewai/provisioning.py	0	detect whether ``exc`` represents a "resource already exists" conflict. handles both typed and message-based shapes retu	STRING
154 more matches not shown…

Excessive Try-Catch Wrapping321 hits · 353 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	286	print(f"Error setting document ontology: {e}")	CODE
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	295	print(f"Error setting document custom instructions: {e}")	CODE
LOW⚡	zep-eval-harness/zep_ingest_documents.py	277	except Exception:	CODE
LOW⚡	zep-eval-harness/zep_ingest_documents.py	285	except Exception as e:	CODE
LOW⚡	zep-eval-harness/zep_ingest_documents.py	294	except Exception as e:	CODE
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	600	print("Error: Document custom ontology module could not be loaded")	STRING
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	603	print("Error: Document custom instructions module could not be loaded")	STRING
MEDIUM⚡	zep-eval-harness/zep_ingest_documents.py	608	print("Error: Missing ZEP_API_KEY environment variable")	STRING
LOW	zep-eval-harness/zep_ingest_documents.py	218	except Exception as e:	CODE
LOW	zep-eval-harness/zep_ingest_documents.py	345	except Exception:	CODE
MEDIUM	zep-eval-harness/zep_ingest_documents.py	531	print(f"Error: Checkpoint file not found: {args.resume}")	STRING
MEDIUM	zep-eval-harness/zep_ingest_documents.py	549	print("Error: Missing GOOGLE_API_KEY (required for inline chunking)")	STRING
MEDIUM	zep-eval-harness/zep_ingest_documents.py	560	print("Error: No documents found in data/documents/")	STRING
MEDIUM	zep-eval-harness/zep_ingest_documents.py	584	print(f"Error: {e}")	STRING
LOW	zep-eval-harness/zep_ingest_documents.py	728	except Exception as e:	STRING
MEDIUM⚡	zep-eval-harness/zep_chunk_documents.py	471	print("Error: Missing GOOGLE_API_KEY environment variable")	STRING
MEDIUM⚡	zep-eval-harness/zep_chunk_documents.py	479	print("Error: No documents found in data/documents/")	STRING
MEDIUM⚡	zep-eval-harness/zep_chunk_documents.py	488	print(f"Error: Chunk set directory not found: {args.resume}")	STRING
MEDIUM⚡	zep-eval-harness/zep_chunk_documents.py	492	print(f"Error: No meta.json in {args.resume}")	STRING
MEDIUM	zep-eval-harness/zep_evaluate.py	1102	print("Error: Missing ZEP_API_KEY environment variable")	STRING
MEDIUM	zep-eval-harness/zep_evaluate.py	1106	print("Error: Missing GOOGLE_API_KEY environment variable")	STRING
LOW	zep-eval-harness/zep_evaluate.py	1158	except Exception as e:	STRING
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	192	print(f"Error setting ontology: {e}")	CODE
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	202	print(f"Error setting custom instructions: {e}")	CODE
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	212	print(f"Error setting user summary instructions: {e}")	CODE
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	295	print(f"Error processing conversation {conversation_id}: {e}")	CODE
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	353	print(f"Error adding telemetry batch {batch_num}: {e}")	CODE
MEDIUM	zep-eval-harness/zep_ingest_users.py	76	print(f"Error: {users_file} not found")	CODE
LOW⚡	zep-eval-harness/zep_ingest_users.py	191	except Exception as e:	CODE
LOW⚡	zep-eval-harness/zep_ingest_users.py	201	except Exception as e:	CODE
LOW⚡	zep-eval-harness/zep_ingest_users.py	211	except Exception as e:	CODE
LOW⚡	zep-eval-harness/zep_ingest_users.py	294	except Exception as e:	CODE
LOW⚡	zep-eval-harness/zep_ingest_users.py	352	except Exception as e:	CODE
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	695	print("Error: Custom ontology module could not be loaded")	STRING
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	701	print("Error: Custom instructions module could not be loaded")	STRING
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	707	print("Error: User summary instructions module could not be loaded")	STRING
MEDIUM⚡	zep-eval-harness/zep_ingest_users.py	714	print("Error: Missing ZEP_API_KEY environment variable")	STRING
LOW	zep-eval-harness/zep_ingest_users.py	406	except Exception:	CODE
MEDIUM	zep-eval-harness/zep_ingest_users.py	679	print(f"Error: Checkpoint file not found: {args.resume}")	STRING
MEDIUM	zep-eval-harness/zep_ingest_users.py	726	print("Error: No users found in data/users.json")	STRING
LOW	zep-eval-harness/zep_ingest_users.py	953	except Exception as e:	CODE
LOW	zep-eval-harness/retry.py	31	except Exception as e:	CODE
MEDIUM	zep-eval-harness/zep_graph_inspect.py	182	print("Error: Missing ZEP_API_KEY environment variable")	CODE
LOW	…harness/config/evaluation_config/retrieval_strategy.py	55	except Exception as e:	CODE
LOW	ingestion/scripts/release_smoke_prod.py	92	except Exception as exc: # noqa: BLE001 — smoke script reports all failures	CODE
LOW	ingestion/scripts/release_smoke_prod.py	370	except Exception: # noqa: BLE001	CODE
LOW	ingestion/src/zep_ingest/transforms/contextualizer.py	83	except Exception as error:	CODE
LOW	…ns/ms-agent-framework/python/tests/test_integration.py	98	except Exception as exc:	CODE
LOW	…ns/ms-agent-framework/python/tests/test_integration.py	220	except Exception as exc:	CODE
LOW	…ns/ms-agent-framework/python/tests/test_integration.py	295	except Exception:	CODE
LOW	…ns/ms-agent-framework/python/tests/test_integration.py	342	except Exception:	CODE
LOW⚡	…/python/src/zep_ms_agent_framework/context_provider.py	417	except Exception as exc:	CODE
LOW⚡	…/python/src/zep_ms_agent_framework/context_provider.py	425	except Exception as exc:	CODE
LOW	…/python/src/zep_ms_agent_framework/context_provider.py	560	except Exception:	CODE
LOW⚡	…/python/src/zep_ms_agent_framework/context_provider.py	692	except Exception:	CODE
LOW	…-framework/python/src/zep_ms_agent_framework/search.py	279	except Exception as exc:	CODE
LOW	…work/python/src/zep_ms_agent_framework/provisioning.py	120	except Exception as exc:	CODE
LOW	…work/python/src/zep_ms_agent_framework/provisioning.py	159	except Exception as exc:	CODE
LOW	integrations/langgraph/python/tests/test_integration.py	105	except Exception as exc:	CODE
LOW	integrations/langgraph/python/tests/test_integration.py	136	except Exception as exc:	CODE
261 more matches not shown…

Unused Imports344 hits · 312 pts

Severity	File	Line	Context
LOW	zep-eval-harness/zep_ingest_documents.py	31	CODE
LOW	zep-eval-harness/zep_chunk_documents.py	34	CODE
LOW	zep-eval-harness/zep_evaluate.py	7	CODE
LOW	…harness/config/evaluation_config/retrieval_strategy.py	15	CODE
LOW	ingestion/scripts/release_smoke_prod.py	11	CODE
LOW	ingestion/src/zep_ingest/protocols.py	22	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	32	CODE
LOW	ingestion/src/zep_ingest/__init__.py	42	CODE
LOW	ingestion/src/zep_ingest/__init__.py	43	CODE
LOW	ingestion/src/zep_ingest/__init__.py	44	CODE
LOW	ingestion/src/zep_ingest/__init__.py	45	CODE
LOW	ingestion/src/zep_ingest/__init__.py	45	CODE
LOW	ingestion/src/zep_ingest/__init__.py	45	CODE
LOW	ingestion/src/zep_ingest/__init__.py	46	CODE
LOW	ingestion/src/zep_ingest/__init__.py	47	CODE
LOW	ingestion/src/zep_ingest/__init__.py	48	CODE
LOW	ingestion/src/zep_ingest/__init__.py	48	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	49	CODE
LOW	ingestion/src/zep_ingest/__init__.py	59	CODE
LOW	ingestion/src/zep_ingest/__init__.py	59	CODE
LOW	ingestion/src/zep_ingest/__init__.py	59	CODE
LOW	ingestion/src/zep_ingest/__init__.py	59	CODE
LOW	ingestion/src/zep_ingest/__init__.py	60	CODE
LOW	ingestion/src/zep_ingest/__init__.py	60	CODE
LOW	ingestion/src/zep_ingest/__init__.py	60	CODE
LOW	ingestion/src/zep_ingest/__init__.py	60	CODE
LOW	ingestion/src/zep_ingest/__init__.py	60	CODE
LOW	ingestion/src/zep_ingest/__init__.py	67	CODE
LOW	ingestion/src/zep_ingest/__init__.py	67	CODE
LOW	ingestion/src/zep_ingest/__init__.py	68	CODE
LOW	ingestion/src/zep_ingest/__init__.py	68	CODE
LOW	ingestion/src/zep_ingest/__init__.py	69	CODE
LOW	ingestion/src/zep_ingest/__init__.py	69	CODE
LOW	ingestion/src/zep_ingest/__init__.py	70	CODE
LOW	ingestion/src/zep_ingest/__init__.py	71	CODE
LOW	ingestion/src/zep_ingest/__init__.py	71	CODE
LOW	ingestion/src/zep_ingest/__init__.py	72	CODE
LOW	ingestion/src/zep_ingest/__init__.py	73	CODE
LOW	ingestion/src/zep_ingest/__init__.py	73	CODE
LOW	ingestion/src/zep_ingest/__init__.py	74	CODE
LOW	ingestion/src/zep_ingest/__init__.py	74	CODE
LOW	ingestion/src/zep_ingest/__init__.py	74	CODE
LOW	ingestion/src/zep_ingest/__init__.py	74	CODE
LOW	ingestion/src/zep_ingest/__init__.py	74	CODE
LOW	ingestion/src/zep_ingest/__init__.py	74	CODE
LOW	ingestion/src/zep_ingest/__init__.py	74	CODE
284 more matches not shown…

Docstring Block Structure39 hits · 195 pts

Severity	File	Line	Snippet	Context
HIGH	zep-eval-harness/retry.py	14	Retry an async callable with exponential backoff and jitter. Args: fn: Async function to call	STRING
HIGH	…-framework/python/src/zep_ms_agent_framework/search.py	127	Build a Microsoft Agent Framework tool that searches a Zep knowledge graph. Register the returned tool with an agen	STRING
HIGH	…work/python/src/zep_ms_agent_framework/provisioning.py	79	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	…work/python/src/zep_ms_agent_framework/provisioning.py	136	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	…tegrations/langgraph/python/src/zep_langgraph/tools.py	341	Create an async graph-search tool bound to a user or standalone graph. Pin-or-expose. Every ``graph.search`` pa	STRING
HIGH	…ons/langgraph/python/src/zep_langgraph/provisioning.py	88	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	…ons/langgraph/python/src/zep_langgraph/provisioning.py	145	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	…ons/langgraph/python/src/zep_langgraph/provisioning.py	187	Synchronous variant of :func:`ensure_user`. Uses a synchronous ``Zep`` client and a synchronous ``on_created`` hook	STRING
HIGH	…ons/langgraph/python/src/zep_langgraph/provisioning.py	233	Synchronous variant of :func:`ensure_thread`. Args: client: An initialised synchronous ``Zep`` client.	STRING
HIGH	integrations/crewai/python/src/zep_crewai/tools.py	591	Create a search tool bound to a Zep client. See :class:`ZepSearchTool` for the full pin-or-expose parameter co	STRING
HIGH	integrations/crewai/python/src/zep_crewai/tools.py	635	Create an add data tool bound to a Zep client. Args: client: Zep client instance graph_id: Opt	STRING
HIGH	…egrations/crewai/python/src/zep_crewai/provisioning.py	89	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	…egrations/crewai/python/src/zep_crewai/provisioning.py	146	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	…rations/pydantic-ai/python/src/zep_pydantic_ai/deps.py	347	Create the Zep user and thread if they do not already exist. Uses the same create-then-catch-conflict semantics as	STRING
HIGH	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	131	Build a Pydantic AI tool that searches a Zep knowledge graph. Register the returned tool with an agent:: f	STRING
HIGH	…pydantic-ai/python/src/zep_pydantic_ai/provisioning.py	79	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	…pydantic-ai/python/src/zep_pydantic_ai/provisioning.py	136	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	integrations/adk/python/src/zep_adk/provisioning.py	78	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	integrations/adk/python/src/zep_adk/provisioning.py	135	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	integrations/ag2/python/src/zep_ag2/memory.py	314	Persist a user turn and retrieve memory context in one call. This is the manager's own per-turn seam (	STRING
HIGH	integrations/ag2/python/src/zep_ag2/tools.py	440	Create a tool function for searching Zep conversation memory. The returned function searches the user's knowle	STRING
HIGH	integrations/ag2/python/src/zep_ag2/tools.py	600	Create a tool function for searching the Zep knowledge graph. Exactly one of user_id or graph_id must be provi	STRING
HIGH	integrations/ag2/python/src/zep_ag2/tools.py	702	Create a tool function for adding data to the Zep knowledge graph. Exactly one of user_id or graph_id must be	STRING
HIGH	integrations/ag2/python/src/zep_ag2/provisioning.py	81	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	integrations/ag2/python/src/zep_ag2/provisioning.py	138	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	…rations/strands/python/src/zep_strands/memory_store.py	434	Search the Zep graph for entries matching ``query``. Args: query: The search query text.	STRING
HIGH	…rations/strands/python/src/zep_strands/memory_store.py	487	Add a single piece of content to the Zep graph via ``graph.add``. ``text`` and ``message`` payloads over Zep's	STRING
HIGH	…rations/strands/python/src/zep_strands/memory_store.py	557	Ingest a batch of conversation messages for server-side extraction. Converts Strands messages to Zep thread mes	STRING
HIGH	integrations/strands/python/src/zep_strands/search.py	204	Build a Strands tool that searches a Zep knowledge graph. Register the returned tool with an agent, or return it fr	STRING
HIGH	…rations/strands/python/src/zep_strands/provisioning.py	78	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	…rations/strands/python/src/zep_strands/provisioning.py	135	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	integrations/livekit/python/src/zep_livekit/tools.py	138	Build a LiveKit function tool that searches a Zep knowledge graph. Register the returned tool with an ``Agent``::	STRING
HIGH	…rations/livekit/python/src/zep_livekit/provisioning.py	72	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	…rations/livekit/python/src/zep_livekit/provisioning.py	129	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING
HIGH	integrations/autogen/python/src/zep_autogen/tools.py	215	Build an AutoGen ``FunctionTool`` that searches a Zep knowledge graph. Register the returned tool with an agent::	STRING
HIGH	integrations/autogen/python/src/zep_autogen/tools.py	419	Add data to Zep memory storage. Adds data to either graph memory (if graph_id provided) or user memory (if use	STRING
HIGH	integrations/autogen/python/src/zep_autogen/tools.py	478	Create an add memory data tool bound to a Zep client. Args: client: AsyncZep client instance g	STRING
HIGH	…rations/autogen/python/src/zep_autogen/provisioning.py	79	Idempotently ensure the Zep user exists. Calls ``client.user.add(...)`` directly (create-then-catch-conflict). If	STRING
HIGH	…rations/autogen/python/src/zep_autogen/provisioning.py	136	Idempotently ensure the Zep thread exists. Calls ``client.thread.create(...)`` directly (create-then-catch-conflict	STRING

Self-Referential Comments57 hits · 150 pts

Severity	File	Line	Snippet	Context
MEDIUM	ingestion/examples/email_example.py	29	# Create the graph and set its ontology up front: ingestion writes only into	COMMENT
MEDIUM	ingestion/examples/documents_example.py	51	# Create the graph and set its ontology up front: ingestion writes only into	COMMENT
MEDIUM	ingestion/examples/slack_export_example.py	47	# Create the graph and set its ontology up front: ingestion writes only into	COMMENT
MEDIUM	ingestion/examples/json_records_example.py	34	# Create the graph and set its ontology up front: ingestion writes only into	COMMENT
MEDIUM	integrations/crewai/python/tests/test_basic.py	44	# Create a mock Zep client	COMMENT
MEDIUM	integrations/crewai/python/examples/simple_example.py	128	# Create a simple task	COMMENT
MEDIUM	integrations/crewai/python/examples/crewai_graph.py	54	# Create a unique graph ID for this example	COMMENT
MEDIUM	integrations/ag2/python/examples/ag2_tools_full.py	58	# Create a group chat	COMMENT
MEDIUM	…tions/livekit/python/examples/graph_voice_assistant.py	75	# Create the graph-based memory agent	COMMENT
MEDIUM	integrations/livekit/python/examples/voice_assistant.py	80	# Create the memory-enabled agent	COMMENT
MEDIUM	integrations/autogen/python/tests/test_basic.py	33	# Create a mock AsyncZep client	COMMENT
MEDIUM	examples/python/user_example.py	56	# Create a Thread for the first created user	COMMENT
MEDIUM	examples/python/context-templates-example/ui.py	49	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/context-templates-example/ui.py	78	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/context-templates-example/ui.py	108	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/context-templates-example/ui.py	134	# Initialize agent class in session state	COMMENT
MEDIUM	examples/python/context-templates-example/ui.py	140	# Create a fresh AsyncZep client for the agent to use	COMMENT
MEDIUM	examples/python/context-templates-example/ui.py	154	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/context-templates-example/ui.py	821	# Create the new user	STRING
MEDIUM	examples/python/context-templates-example/ui.py	962	# Create the thread in session state	STRING
MEDIUM	examples/python/context-templates-example/ui.py	1013	# Create a fresh agent with a new AsyncZep client to avoid event loop issues	STRING
MEDIUM⚡	examples/python/context-templates-example/zep_ingest.py	31	# Create the user with default ontology disabled	COMMENT
MEDIUM	examples/python/agent-memory-full-example/ui.py	46	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/agent-memory-full-example/ui.py	75	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/agent-memory-full-example/ui.py	105	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/agent-memory-full-example/ui.py	133	# Create a fresh AsyncZep client for the agent to use	COMMENT
MEDIUM	examples/python/agent-memory-full-example/ui.py	147	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/agent-memory-full-example/ui.py	803	# Create the new user	STRING
MEDIUM	examples/python/agent-memory-full-example/ui.py	944	# Create the thread in session state	STRING
MEDIUM	examples/python/agent-memory-full-example/ui.py	995	# Create a fresh agent with a new AsyncZep client to avoid event loop issues	STRING
MEDIUM	examples/python/chat_history/memory.py	63	# Create a user	COMMENT
MEDIUM	examples/python/user-summary-instructions-example/ui.py	49	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/user-summary-instructions-example/ui.py	78	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/user-summary-instructions-example/ui.py	108	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/user-summary-instructions-example/ui.py	134	# Initialize agent class in session state	COMMENT
MEDIUM	examples/python/user-summary-instructions-example/ui.py	140	# Create a fresh AsyncZep client for the agent to use	COMMENT
MEDIUM	examples/python/user-summary-instructions-example/ui.py	154	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/user-summary-instructions-example/ui.py	821	# Create the new user	STRING
MEDIUM	examples/python/user-summary-instructions-example/ui.py	962	# Create the thread in session state	STRING
MEDIUM	examples/python/user-summary-instructions-example/ui.py	1013	# Create a fresh agent with a new AsyncZep client to avoid event loop issues	STRING
MEDIUM⚡	…python/user-summary-instructions-example/zep_ingest.py	35	# Create the user	COMMENT
MEDIUM	…ython/elevenlabs-zep-example/llm-proxy/proxy_server.py	133	# Create the user message	COMMENT
MEDIUM	examples/python/graph_example/tickets_example.py	23	# Create a user for the playground	COMMENT
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	49	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	78	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	108	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	134	# Initialize agent class in session state	COMMENT
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	140	# Create a fresh AsyncZep client for the agent to use	COMMENT
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	154	# Create a fresh AsyncZep client for this operation	COMMENT
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	821	# Create the new user	STRING
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	962	# Create the thread in session state	STRING
MEDIUM	examples/python/zep-quickstart-dashboard/ui.py	1013	# Create a fresh agent with a new AsyncZep client to avoid event loop issues	STRING
MEDIUM⚡	examples/python/zep-quickstart-dashboard/zep_ingest.py	39	# Create the user with default ontology disabled	COMMENT
MEDIUM	…/python/openai-agents-sdk/openai_agents_sdk_example.py	239	# Define a simple weather tool that doesn't require AsyncZepMemoryManager	STRING
MEDIUM	…/python/openai-agents-sdk/openai_agents_sdk_example.py	300	# Create the agent with memory tools and context-enhanced system message	COMMENT
MEDIUM	…/python/openai-agents-sdk/openai_agents_sdk_example.py	371	# Create a memory agent with the provided parameters	COMMENT
MEDIUM	…/python/openai-agents-sdk/openai_agents_sdk_example.py	465	# Create a memory agent with the provided parameters	COMMENT

Empty Error Handlers26 hits · 130 pts

Severity	File	Line	Snippet	Context
HIGH	zep-eval-harness/zep_ingest_documents.py	237	except (FileNotFoundError, json.JSONDecodeError, KeyError):	CODE
HIGH	zep-eval-harness/zep_ingest_documents.py	345	except Exception:	CODE
HIGH	zep-eval-harness/zep_ingest_users.py	406	except Exception:	CODE
HIGH	…ns/ms-agent-framework/python/tests/test_integration.py	295	except Exception:	CODE
HIGH	…ns/ms-agent-framework/python/tests/test_integration.py	342	except Exception:	CODE
HIGH	integrations/langgraph/python/tests/test_integration.py	297	except Exception:	CODE
HIGH	integrations/langgraph/python/examples/store_agent.py	54	except Exception:	CODE
HIGH	integrations/crewai/python/tests/test_integration.py	272	except Exception:	CODE
HIGH	…egrations/pydantic-ai/python/tests/test_integration.py	248	except Exception:	CODE
HIGH	integrations/ag2/python/tests/test_integration.py	299	except Exception:	CODE
HIGH	integrations/ag2/python/examples/manual_test.py	158	except Exception:	CODE
HIGH	integrations/ag2/python/examples/manual_test.py	221	except Exception:	CODE
HIGH	integrations/ag2/python/examples/manual_test.py	304	except Exception:	CODE
HIGH	integrations/strands/python/tests/test_integration.py	248	except Exception:	CODE
HIGH	integrations/strands/python/tests/test_integration.py	304	except Exception:	CODE
HIGH	integrations/livekit/python/tests/test_integration.py	308	except Exception:	CODE
HIGH	integrations/autogen/python/tests/test_integration.py	258	except Exception:	CODE
HIGH	examples/python/context-templates-example/ui.py	198	except Exception as e:	CODE
HIGH	examples/python/context-templates-example/zep_ingest.py	27	except Exception:	CODE
HIGH	examples/python/agent-memory-full-example/ui.py	191	except Exception as e:	CODE
HIGH	examples/python/user-summary-instructions-example/ui.py	198	except Exception as e:	CODE
HIGH	…python/user-summary-instructions-example/zep_ingest.py	30	except Exception:	CODE
HIGH	…ython/elevenlabs-zep-example/llm-proxy/proxy_server.py	198	except Exception:	CODE
HIGH	…elevenlabs-zep-example/llm-proxy/test_proxy_locally.py	93	except json.JSONDecodeError:	CODE
HIGH	examples/python/zep-quickstart-dashboard/ui.py	198	except Exception as e:	CODE
HIGH	examples/python/zep-quickstart-dashboard/zep_ingest.py	34	except Exception:	CODE

Hallucination Indicators13 hits · 125 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	integrations/ag2/python/tests/test_basic.py	206	assert mock_zep_client.graph.search.call_args.kwargs.get("scope") == "nodes"	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	245	nodes = await ctx.deps.zep.graph.node.get_by_graph_id(	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	279	neighbors = await ctx.deps.zep.graph.node.get_neighbors(	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	312	episode = await ctx.deps.zep.graph.episode.get(uuid)	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	326	node = await ctx.deps.zep.graph.node.get(uuid)	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	355	nodes = await ctx.deps.zep.graph.node.get_by_graph_id(	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	368	neighbors = await ctx.deps.zep.graph.node.get_neighbors(	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	414	neighbors = await ctx.deps.zep.graph.node.get_neighbors(	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	446	products = await ctx.deps.zep.graph.node.get_by_graph_id(	CODE
CRITICAL	examples/python/agent-with-zep/agent_with_zep/tools.py	467	neighbors = await ctx.deps.zep.graph.node.get_neighbors(	CODE
CRITICAL	benchmarks/locomo/evaluation.py	229	grader_response = await self.openai.beta.chat.completions.parse(	CODE
CRITICAL	benchmarks/locomo/evaluation.py	318	result = await self.openai.beta.chat.completions.parse(	STRING
CRITICAL	benchmarks/longmemeval/zep_longmem_eval.py	299	completion = await self.oai_client.beta.chat.completions.parse(	STRING

Structural Annotation Overuse51 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW⚡	zep-eval-harness/zep_evaluate.py	69	# Step 1: Load Run Manifest and Test Cases	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	175	# Step 2: Graph Search / Context Retrieval	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	181	# Step 3: Generate AI Response	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	219	# Step 4: Grade AI Response	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	415	# Step 5: Process Single Query (Pipeline)	STRING
LOW⚡	zep-eval-harness/zep_evaluate.py	475	# Step 4: Grade Response (SECONDARY METRIC) - must wait for AI answer	STRING
LOW⚡	zep-eval-harness/zep_evaluate.py	528	# Step 6: Run Complete Evaluation Pipeline	STRING
LOW⚡	zep-eval-harness/zep_evaluate.py	637	# Step 6: Save and Analyze Results	STRING
LOW	zep-eval-harness/zep_evaluate.py	446	# Step 1: Retrieve context (strategy defined in retrieval_strategy.py)	STRING
LOW⚡	integrations/adk/python/tests/test_integration.py	204	# Step 1: Explicit out-of-band provisioning — ensure_user (with an	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	274	# Step 2: Create the agent. The turn path never creates Zep resources	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	318	# Step 3: Session 1 — seed facts on the already-provisioned thread	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	344	# Step 4: Verify custom ontology was set by the hook	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	375	# Step 5: Verify Zep user was created with correct metadata	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	392	# Step 6: Verify thread 1 exists with messages	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	406	# Step 7: Wait for Zep to process episodes, then wait a second time	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	416	# Step 8: Session 2 — cross-thread memory recall	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	449	# Step 9: Verify thread 2 also has messages	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	489	# Step 10: Session 3 — ZepGraphSearchTool (model-initiated search)	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	524	# Step 11: Verify thread 3 also has messages	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	538	# Step 12: Session 5 — ZepGraphSearchTool with scope="auto"	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	596	# Step 13: Tool-call message persistence — verify only final	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	25	# Step 1: Initialize Zep client	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	28	# Step 2: Create or get user	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	39	# Step 3: Create new thread for this session	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	42	# Step 4: Connect to LiveKit room	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	45	# Step 5: Create agent session with OpenAI components	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	53	# Step 6: Create the memory-enabled agent	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	63	# Step 7: Start the session	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	50	# Step 1: Initialize Zep client	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	53	# Step 2: Create or get graph (if it doesn't exist)	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	60	# Step 3: Set custom ontology for the graph (if needed)	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	69	# Step 4: Connect to LiveKit room	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	72	# Step 5: Create agent session with OpenAI components	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	80	# Step 6: Configure search filters to use Location entity type (relevant for travel)	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	86	# Step 7: Create the graph memory-enabled agent with all possible arguments	COMMENT
LOW	…/python/examples/full-example/zep_graph_voice_agent.py	99	# Step 8: Start the session	COMMENT
LOW⚡	integrations/livekit/python/src/zep_livekit/agent.py	716	# Step 2: Retrieve relevant context	COMMENT
LOW⚡	integrations/livekit/python/src/zep_livekit/agent.py	724	# Step 3: Inject context as system message	COMMENT
LOW	integrations/livekit/python/src/zep_livekit/agent.py	700	# Step 1: Store user message in Zep graph with user identification	COMMENT
LOW⚡	…egrations/vercel-ai/typescript/test/middleware.test.ts	96	// Step 1: the triggering new user turn — last message role is 'user'.	COMMENT
LOW⚡	…egrations/vercel-ai/typescript/test/middleware.test.ts	104	// Step 2: continuation step — model emitted a tool call, last message is 'tool'.	COMMENT
LOW	examples/python/elevenlabs-zep-example/README.md	61	### Step 1: Configure the LLM Proxy	COMMENT
LOW	examples/python/elevenlabs-zep-example/README.md	97	### Step 2: Expose the Proxy with ngrok	COMMENT
LOW	examples/python/elevenlabs-zep-example/README.md	109	### Step 3: Configure Your ElevenLabs Agent	COMMENT
LOW	examples/python/elevenlabs-zep-example/README.md	144	### Step 4: Set Up the React App	COMMENT
LOW	examples/python/elevenlabs-zep-example/README.md	172	### Step 5: Test the Integration	COMMENT
LOW	…ples/python/elevenlabs-zep-example/llm-proxy/README.md	51	### Step 1: Expose Your Proxy Publicly	COMMENT
LOW⚡	…ples/python/elevenlabs-zep-example/llm-proxy/README.md	66	### Step 2: Get Your ElevenLabs API Key	COMMENT
LOW⚡	…ples/python/elevenlabs-zep-example/llm-proxy/README.md	73	### Step 3: Create/Configure an Agent	COMMENT
LOW⚡	…ples/python/elevenlabs-zep-example/llm-proxy/README.md	82	### Step 4: Pass the User ID	COMMENT

Verbosity Indicators42 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW⚡	zep-eval-harness/zep_evaluate.py	69	# Step 1: Load Run Manifest and Test Cases	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	175	# Step 2: Graph Search / Context Retrieval	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	181	# Step 3: Generate AI Response	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	219	# Step 4: Grade AI Response	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	415	# Step 5: Process Single Query (Pipeline)	STRING
LOW⚡	zep-eval-harness/zep_evaluate.py	475	# Step 4: Grade Response (SECONDARY METRIC) - must wait for AI answer	STRING
LOW⚡	zep-eval-harness/zep_evaluate.py	528	# Step 6: Run Complete Evaluation Pipeline	STRING
LOW⚡	zep-eval-harness/zep_evaluate.py	637	# Step 6: Save and Analyze Results	STRING
LOW	zep-eval-harness/zep_evaluate.py	446	# Step 1: Retrieve context (strategy defined in retrieval_strategy.py)	STRING
LOW⚡	integrations/adk/python/tests/test_integration.py	204	# Step 1: Explicit out-of-band provisioning — ensure_user (with an	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	274	# Step 2: Create the agent. The turn path never creates Zep resources	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	318	# Step 3: Session 1 — seed facts on the already-provisioned thread	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	344	# Step 4: Verify custom ontology was set by the hook	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	375	# Step 5: Verify Zep user was created with correct metadata	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	392	# Step 6: Verify thread 1 exists with messages	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	406	# Step 7: Wait for Zep to process episodes, then wait a second time	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	416	# Step 8: Session 2 — cross-thread memory recall	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	449	# Step 9: Verify thread 2 also has messages	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	489	# Step 10: Session 3 — ZepGraphSearchTool (model-initiated search)	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	524	# Step 11: Verify thread 3 also has messages	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	538	# Step 12: Session 5 — ZepGraphSearchTool with scope="auto"	COMMENT
LOW⚡	integrations/adk/python/tests/test_integration.py	596	# Step 13: Tool-call message persistence — verify only final	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	25	# Step 1: Initialize Zep client	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	28	# Step 2: Create or get user	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	39	# Step 3: Create new thread for this session	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	42	# Step 4: Connect to LiveKit room	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	45	# Step 5: Create agent session with OpenAI components	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	53	# Step 6: Create the memory-enabled agent	COMMENT
LOW⚡	…ivekit/python/examples/full-example/zep_voice_agent.py	63	# Step 7: Start the session	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	50	# Step 1: Initialize Zep client	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	53	# Step 2: Create or get graph (if it doesn't exist)	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	60	# Step 3: Set custom ontology for the graph (if needed)	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	69	# Step 4: Connect to LiveKit room	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	72	# Step 5: Create agent session with OpenAI components	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	80	# Step 6: Configure search filters to use Location entity type (relevant for travel)	COMMENT
LOW⚡	…/python/examples/full-example/zep_graph_voice_agent.py	86	# Step 7: Create the graph memory-enabled agent with all possible arguments	COMMENT
LOW	…/python/examples/full-example/zep_graph_voice_agent.py	99	# Step 8: Start the session	COMMENT
LOW⚡	integrations/livekit/python/src/zep_livekit/agent.py	716	# Step 2: Retrieve relevant context	COMMENT
LOW⚡	integrations/livekit/python/src/zep_livekit/agent.py	724	# Step 3: Inject context as system message	COMMENT
LOW	integrations/livekit/python/src/zep_livekit/agent.py	700	# Step 1: Store user message in Zep graph with user identification	COMMENT
LOW⚡	…egrations/vercel-ai/typescript/test/middleware.test.ts	96	// Step 1: the triggering new user turn — last message role is 'user'.	COMMENT
LOW⚡	…egrations/vercel-ai/typescript/test/middleware.test.ts	104	// Step 2: continuation step — model emitted a tool call, last message is 'tool'.	COMMENT

Deep Nesting71 hits · 66 pts

Severity	File	Line	Context
LOW	zep-eval-harness/zep_ingest_documents.py	109	CODE
LOW	zep-eval-harness/zep_ingest_documents.py	304	CODE
LOW	zep-eval-harness/zep_ingest_documents.py	518	CODE
LOW	zep-eval-harness/zep_chunk_documents.py	224	CODE
LOW	zep-eval-harness/zep_ingest_users.py	223	CODE
LOW	zep-eval-harness/zep_ingest_users.py	306	CODE
LOW	zep-eval-harness/zep_ingest_users.py	365	CODE
LOW	zep-eval-harness/zep_ingest_users.py	671	CODE
LOW	ingestion/src/zep_ingest/triples.py	162	CODE
LOW	ingestion/src/zep_ingest/triples.py	69	CODE
LOW	ingestion/src/zep_ingest/result.py	261	CODE
LOW	ingestion/src/zep_ingest/threads.py	213	CODE
LOW	ingestion/src/zep_ingest/threads.py	312	CODE
LOW	ingestion/src/zep_ingest/threads.py	377	CODE
LOW	ingestion/src/zep_ingest/submitters/sequential.py	44	CODE
LOW	ingestion/src/zep_ingest/transforms/_splitting.py	98	CODE
LOW	ingestion/src/zep_ingest/loaders/transcript.py	117	CODE
LOW	ingestion/src/zep_ingest/loaders/email.py	39	CODE
LOW	ingestion/src/zep_ingest/loaders/json_records.py	52	CODE
LOW	ingestion/src/zep_ingest/loaders/json_records.py	144	CODE
LOW	ingestion/src/zep_ingest/loaders/slack.py	399	CODE
LOW	…-framework/python/src/zep_ms_agent_framework/search.py	111	CODE
LOW	…-framework/python/src/zep_ms_agent_framework/search.py	328	CODE
LOW	…-framework/python/src/zep_ms_agent_framework/search.py	230	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/store.py	191	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/store.py	462	CODE
LOW	…ions/langgraph/python/src/zep_langgraph/persistence.py	81	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/tools.py	150	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/tools.py	263	CODE
LOW	integrations/crewai/python/src/zep_crewai/tools.py	201	CODE
LOW	integrations/crewai/python/src/zep_crewai/tools.py	262	CODE
LOW	…rations/pydantic-ai/python/src/zep_pydantic_ai/deps.py	263	CODE
LOW	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	111	CODE
LOW	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	359	CODE
LOW	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	247	CODE
LOW	…tegrations/adk/python/src/zep_adk/graph_search_tool.py	122	CODE
LOW	…tegrations/adk/python/src/zep_adk/graph_search_tool.py	300	CODE
LOW	integrations/ag2/python/src/zep_ag2/memory.py	399	CODE
LOW	integrations/ag2/python/src/zep_ag2/tools.py	215	CODE
LOW	integrations/ag2/python/src/zep_ag2/tools.py	392	CODE
LOW	integrations/ag2/python/src/zep_ag2/graph_memory.py	166	CODE
LOW	integrations/strands/python/src/zep_strands/search.py	122	CODE
LOW	integrations/strands/python/src/zep_strands/search.py	188	CODE
LOW	integrations/strands/python/src/zep_strands/search.py	312	CODE
LOW	integrations/livekit/python/src/zep_livekit/tools.py	126	CODE
LOW	integrations/livekit/python/src/zep_livekit/tools.py	348	CODE
LOW	integrations/livekit/python/src/zep_livekit/tools.py	237	CODE
LOW	integrations/livekit/python/src/zep_livekit/agent.py	310	CODE
LOW	integrations/livekit/python/src/zep_livekit/agent.py	650	CODE
LOW	integrations/autogen/python/src/zep_autogen/memory.py	464	CODE
LOW	integrations/autogen/python/src/zep_autogen/tools.py	128	CODE
LOW	integrations/autogen/python/src/zep_autogen/tools.py	194	CODE
LOW	integrations/autogen/python/src/zep_autogen/tools.py	342	CODE
LOW	examples/python/context-templates-example/ui.py	144	CODE
LOW	examples/python/context-templates-example/ui.py	571	CODE
LOW	examples/python/agent-memory-full-example/ui.py	137	CODE
LOW	examples/python/agent-memory-full-example/ui.py	571	CODE
LOW	examples/python/user-summary-instructions-example/ui.py	144	CODE
LOW	examples/python/user-summary-instructions-example/ui.py	571	CODE
LOW	examples/python/chunking-example/chunk_and_ingest.py	45	CODE
11 more matches not shown…

Modern Structural Boilerplate56 hits · 58 pts

Severity	File	Line	Snippet	Context
LOW	ingestion/src/zep_ingest/__init__.py	92	__all__ = [	CODE
LOW	ingestion/src/zep_ingest/submitters/__init__.py	27	__all__ = ["BatchSubmitter", "Method", "SequentialSubmitter", "submit_episodes"]	CODE
LOW	…t-framework/python/src/zep_ms_agent_framework/_text.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…/python/src/zep_ms_agent_framework/context_provider.py	57	logger = logging.getLogger(__name__)	CODE
LOW	…ramework/python/src/zep_ms_agent_framework/__init__.py	77	__all__ = [	CODE
LOW	…-framework/python/src/zep_ms_agent_framework/search.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…work/python/src/zep_ms_agent_framework/provisioning.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/store.py	56	logger = logging.getLogger(__name__)	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/store.py	477	__all__ = ["ZepStore", "NamespaceTargetResolver", "Item", "SearchItem"]	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/hooks.py	36	logger = logging.getLogger(__name__)	CODE
LOW	…ions/langgraph/python/src/zep_langgraph/persistence.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/tools.py	36	logger = logging.getLogger(__name__)	CODE
LOW	…grations/langgraph/python/src/zep_langgraph/context.py	39	logger = logging.getLogger(__name__)	CODE
LOW	…ons/langgraph/python/src/zep_langgraph/provisioning.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…tegrations/crewai/python/examples/test_context_mock.py	10	logger = logging.getLogger(__name__)	CODE
LOW	…egrations/crewai/python/src/zep_crewai/user_storage.py	23	__all__ = [	CODE
LOW	integrations/crewai/python/src/zep_crewai/limits.py	35	logger = logging.getLogger(__name__)	CODE
LOW	integrations/crewai/python/src/zep_crewai/tools.py	32	logger = logging.getLogger(__name__)	CODE
LOW	…egrations/crewai/python/src/zep_crewai/provisioning.py	37	logger = logging.getLogger(__name__)	CODE
LOW	…rations/pydantic-ai/python/src/zep_pydantic_ai/deps.py	41	logger = logging.getLogger(__name__)	CODE
LOW	…pydantic-ai/python/src/zep_pydantic_ai/capabilities.py	47	logger = logging.getLogger(__name__)	CODE
LOW	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…tic-ai/python/src/zep_pydantic_ai/history_processor.py	55	logger = logging.getLogger(__name__)	CODE
LOW	…tic-ai/python/src/zep_pydantic_ai/history_processor.py	60	__all__ = [	CODE
LOW	…pydantic-ai/python/src/zep_pydantic_ai/provisioning.py	27	logger = logging.getLogger(__name__)	CODE
LOW	integrations/adk/python/src/zep_adk/context_tool.py	118	logger = logging.getLogger(__name__)	CODE
LOW	integrations/adk/python/src/zep_adk/limits.py	34	logger = logging.getLogger(__name__)	CODE
LOW⚡	…tegrations/adk/python/src/zep_adk/graph_search_tool.py	34	logger = logging.getLogger(__name__)	CODE
LOW	integrations/adk/python/src/zep_adk/callbacks.py	27	logger = logging.getLogger(__name__)	CODE
LOW	integrations/adk/python/src/zep_adk/memory_service.py	56	logger = logging.getLogger(__name__)	CODE
LOW	integrations/adk/python/src/zep_adk/provisioning.py	26	logger = logging.getLogger(__name__)	CODE
LOW	integrations/ag2/python/src/zep_ag2/memory.py	43	logger = logging.getLogger(__name__)	CODE
LOW	integrations/ag2/python/src/zep_ag2/tools.py	41	logger = logging.getLogger(__name__)	CODE
LOW	integrations/ag2/python/src/zep_ag2/__init__.py	40	__all__ = [	CODE
LOW	integrations/ag2/python/src/zep_ag2/provisioning.py	29	logger = logging.getLogger(__name__)	CODE
LOW	integrations/ag2/python/src/zep_ag2/graph_memory.py	19	logger = logging.getLogger(__name__)	CODE
LOW	integrations/strands/python/src/zep_strands/_text.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…rations/strands/python/src/zep_strands/memory_store.py	101	logger = logging.getLogger(__name__)	CODE
LOW	…rations/strands/python/src/zep_strands/memory_store.py	666	__all__ = [	CODE
LOW	integrations/strands/python/src/zep_strands/__init__.py	64	__all__ = [	CODE
LOW	integrations/strands/python/src/zep_strands/search.py	28	logger = logging.getLogger(__name__)	CODE
LOW	…rations/strands/python/src/zep_strands/provisioning.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…tions/livekit/python/examples/graph_voice_assistant.py	33	logger = logging.getLogger(__name__)	CODE
LOW	integrations/livekit/python/examples/voice_assistant.py	34	logger = logging.getLogger(__name__)	CODE
LOW	integrations/livekit/python/src/zep_livekit/limits.py	36	logger = logging.getLogger(__name__)	CODE
LOW	integrations/livekit/python/src/zep_livekit/tools.py	37	logger = logging.getLogger(__name__)	CODE
LOW	integrations/livekit/python/src/zep_livekit/__init__.py	21	__all__ = [	CODE
LOW⚡	integrations/livekit/python/src/zep_livekit/agent.py	276	def _setup_session_handlers(self) -> None:	CODE
LOW⚡	integrations/livekit/python/src/zep_livekit/agent.py	616	def _setup_session_handlers(self) -> None:	CODE
LOW	integrations/livekit/python/src/zep_livekit/agent.py	29	logger = logging.getLogger(__name__)	CODE
LOW	…rations/livekit/python/src/zep_livekit/provisioning.py	20	logger = logging.getLogger(__name__)	CODE
LOW	integrations/autogen/python/src/zep_autogen/memory.py	49	logger = logging.getLogger(__name__)	CODE
LOW	integrations/autogen/python/src/zep_autogen/limits.py	36	logger = logging.getLogger(__name__)	CODE
LOW	integrations/autogen/python/src/zep_autogen/tools.py	37	logger = logging.getLogger(__name__)	CODE
LOW	…rations/autogen/python/src/zep_autogen/provisioning.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…ython/elevenlabs-zep-example/llm-proxy/proxy_server.py	43	logger = logging.getLogger(__name__)	CODE

Over-Commented Block52 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	legacy/zep.yaml	21	write_timeout: 30	COMMENT
LOW	legacy/src/golangci.yaml	101	analyze-types: true	COMMENT
LOW	legacy/src/api/routes.go	41		COMMENT
LOW	legacy/src/api/apihandlers/message_handlers.go	21		COMMENT
LOW	legacy/src/api/apihandlers/message_handlers.go	101	// GetMessageHandler retrieves a specific message.	COMMENT
LOW	legacy/src/api/apihandlers/message_handlers.go	161	}	COMMENT
LOW	legacy/src/api/apihandlers/memory_handlers_common.go	21	maxMessageLength = 2500	COMMENT
LOW	legacy/src/api/apihandlers/memory_handlers_common.go	101	handlertools.LogAndRenderError(w, err, http.StatusInternalServerError)	COMMENT
LOW	legacy/src/api/apihandlers/memory_handlers_common.go	181	handlertools.HandleErrorRequestState(w, err)	COMMENT
LOW	legacy/src/api/apihandlers/fact_handlers_common.go	21	// @Summary Returns a fact by UUID	COMMENT
LOW	legacy/src/api/apihandlers/fact_handlers_common.go	81	//	COMMENT
LOW	legacy/src/api/apihandlers/user_handlers.go	21	// @Description Add a user.	COMMENT
LOW	legacy/src/api/apihandlers/user_handlers.go	61	if err = handlertools.EncodeJSON(w, resp); err != nil {	COMMENT
LOW	legacy/src/api/apihandlers/user_handlers.go	121	// UpdateUserHandler godoc	COMMENT
LOW	legacy/src/api/apihandlers/user_handlers.go	181	// @Summary Delete a user	COMMENT
LOW	legacy/src/api/apihandlers/user_handlers.go	221		COMMENT
LOW	legacy/src/api/apihandlers/user_handlers.go	281	}	COMMENT
LOW	legacy/src/api/apihandlers/session_handlers_common.go	21	// @Summary Add a session	COMMENT
LOW	legacy/src/api/apihandlers/session_handlers_common.go	81	handlertools.LogAndRenderError(w, err, http.StatusInternalServerError)	COMMENT
LOW	legacy/src/api/apihandlers/session_handlers_common.go	141	}	COMMENT
LOW	legacy/src/api/apihandlers/session_handlers_common.go	201	// @Description get all sessions with optional limit and cursor for pagination	COMMENT
LOW	legacy/src/api/apihandlers/session_handlers_common.go	261	// @Tags session	COMMENT
LOW	legacy/src/api/apihandlers/session_handlers_common.go	341	// @Description Search sessions for the specified query.	COMMENT
LOW	legacy/src/api/apihandlers/session_handlers_common.go	401	}	COMMENT
LOW	…/python/src/zep_ms_agent_framework/context_provider.py	121	thread_id: str	COMMENT
LOW	…rations/pydantic-ai/python/src/zep_pydantic_ai/deps.py	41	logger = logging.getLogger(__name__)	COMMENT
LOW	…rations/pydantic-ai/python/src/zep_pydantic_ai/deps.py	101	user_message: str	COMMENT
LOW	integrations/adk/go/zep.go	21	const messageTruncateChars = 4000	COMMENT
LOW	integrations/adk/go/tool_test.go	21	)	COMMENT
LOW	integrations/adk/go/search.go	21	zep.GraphSearchScopeThreadSummaries,	COMMENT
LOW	integrations/adk/go/tool.go	81	Reranker *string `json:"reranker,omitempty"`	COMMENT
LOW	integrations/adk/go/tool.go	161	// graph ID overrides the per-user scoping.	COMMENT
LOW	integrations/adk/go/tool.go	241	func WithToolBFSOriginNodeUUIDs(uuids []string) GraphSearchToolOption {	COMMENT
LOW	integrations/adk/go/zepadk.go	1	// Package zepadk integrates [Zep] long-term agent memory with the	COMMENT
LOW	integrations/adk/go/zepadk.go	21	// the user's Zep knowledge graph on demand.	COMMENT
LOW	integrations/adk/go/zepadk.go	61	// (whether retrieved via the default single round-trip or produced by a	COMMENT
LOW	integrations/adk/go/zepadk.go	81	type ContextInput struct {	COMMENT
LOW	integrations/adk/go/zepadk.go	121	// WithContextPrefix overrides the text prepended to the Zep Context Block	COMMENT
LOW	integrations/adk/go/zepadk.go	141		COMMENT
LOW	integrations/adk/go/zepadk.go	201	return strings.ReplaceAll(template, "{context}", contextBlock)	COMMENT
LOW	integrations/adk/go/zepadk.go	221	// [DefaultContextTemplate]).	COMMENT
LOW	integrations/adk/go/zepadk.go	421	//	COMMENT
LOW	integrations/adk/go/zepadk.go	581	// round-trip. Passing a real first name, last name, and email helps Zep	COMMENT
LOW	integrations/adk/go/zepadk.go	621	if _, err := api.AddUser(ctx, req); err != nil {	COMMENT
LOW	integrations/adk/go/zepadk.go	641	// nil.	COMMENT
LOW	integrations/adk/go/examples/main.go	1	// Command example demonstrates wiring Zep long-term memory into a Google ADK	COMMENT
LOW	integrations/adk/python/examples/basic_agent.py	141	after_model_callback=create_after_model_callback(zep_client=zep_client),	COMMENT
LOW	integrations/adk/python/src/zep_adk/context_tool.py	101	tool_context: ToolContext	COMMENT
LOW	integrations/strands/python/src/zep_strands/search.py	41	MAX_SEARCH_LIMIT = 50	COMMENT
LOW	integrations/autogen/python/src/zep_autogen/memory.py	121	#: Error semantics: if the builder raises, ``ZepUserMemory.update_context``	COMMENT
LOW	examples/python/context-templates-example/zep_ingest.py	121	# user_id=user_id,	COMMENT
LOW	…mples/python/claude-prompt-caching-example/scenario.py	581	},	COMMENT

Magic Placeholder Names13 hits · 50 pts

Severity	File	Line	Snippet	Context
HIGH	…ramework/python/src/zep_ms_agent_framework/__init__.py	25	zep = AsyncZep(api_key="your-api-key")	STRING
HIGH	…rations/langgraph/python/src/zep_langgraph/__init__.py	42	zep = AsyncZep(api_key="your-api-key")	STRING
HIGH	integrations/crewai/python/src/zep_crewai/__init__.py	16	zep_client = Zep(api_key="your-api-key")	STRING
HIGH	…ons/pydantic-ai/python/src/zep_pydantic_ai/__init__.py	39	zep = AsyncZep(api_key="your-api-key")	STRING
HIGH	integrations/adk/python/src/zep_adk/__init__.py	22	zep = AsyncZep(api_key="your-api-key")	STRING
HIGH	integrations/strands/python/README.md	23	zep = AsyncZep(api_key="your-api-key")	CODE
HIGH	integrations/strands/python/src/zep_strands/__init__.py	19	zep = AsyncZep(api_key="your-api-key")	STRING
HIGH	examples/python/user_example.py	15	API_KEY = os.environ.get("ZEP_API_KEY") or "YOUR_API_KEY"	CODE
HIGH	examples/python/chat_history/memory.py	31	API_KEY = os.environ.get("ZEP_API_KEY") or "YOUR_API_KEY"	CODE
HIGH	examples/python/graph_example/entity_types.py	15	API_KEY = os.environ.get("ZEP_API_KEY") or "YOUR_API_KEY"	CODE
HIGH	examples/python/graph_example/user_graph_example.py	32	API_KEY = os.environ.get("ZEP_API_KEY") or "YOUR_API_KEY"	CODE
HIGH	examples/python/graph_example/tickets_example.py	18	API_KEY = os.environ.get("ZEP_API_KEY") or "YOUR_API_KEY"	CODE
HIGH	examples/python/graph_example/graph_example.py	28	API_KEY = os.environ.get("ZEP_API_KEY") or "YOUR_API_KEY"	CODE

Cross-Language Confusion7 hits · 41 pts

Severity	File	Line	Snippet	Context
HIGH⚡	zep-eval-harness/zep_evaluate.py	265	- If the response is missing ANY critical information from the golden answer, return false	CODE
HIGH⚡	zep-eval-harness/zep_evaluate.py	266	- If the response adds conversational filler but contains all essential info, return true	CODE
HIGH⚡	zep-eval-harness/zep_evaluate.py	267	- If the response abstains from answering or says it doesn't know, return false	CODE
HIGH⚡	ingestion/tests/test_json_records_loader.py	368	# the API records a non-finite metadata value as null, silently changing	COMMENT
HIGH	ingestion/src/zep_ingest/_validation.py	157	"boolean, null) or arrays of scalars; empty arrays, null array "	CODE
HIGH	integrations/adk/python/tests/test_integration.py	23	source /Users/jackryan/.env.zep_production && uv run python -m pytest tests/test_integration.py -v -s	STRING
HIGH	integrations/adk/python/tests/test_integration.py	25	source /Users/jackryan/.env.zep_production && uv run python tests/test_integration.py	STRING

Redundant / Tautological Comments17 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	zep-eval-harness/zep_ingest_documents.py	232	# Check if chunk set is complete (with graceful handling for missing/partial meta)	COMMENT
LOW⚡	zep-eval-harness/zep_evaluate.py	484	# Print result with PRIMARY metric first	STRING
LOW	examples/python/context-templates-example/ui.py	589	# Check if next message is context (new format) or assistant (historical format)	COMMENT
LOW	examples/python/context-templates-example/agents.py	35	# Check if the class has the required on_receive_message method	COMMENT
LOW⚡	examples/python/context-templates-example/zep_ingest.py	22	# Check if user already exists	COMMENT
LOW	examples/python/agent-memory-full-example/ui.py	589	# Check if next message is context (new format) or assistant (historical format)	COMMENT
LOW	examples/python/user-summary-instructions-example/ui.py	589	# Check if next message is context (new format) or assistant (historical format)	COMMENT
LOW	…les/python/user-summary-instructions-example/agents.py	35	# Check if the class has the required on_receive_message method	COMMENT
LOW⚡	…python/user-summary-instructions-example/zep_ingest.py	22	# Check if user already exists	COMMENT
LOW	…ython/elevenlabs-zep-example/llm-proxy/proxy_server.py	459	# Check if this is a "no graph data" error - that's expected for new users	COMMENT
LOW	examples/python/zep-quickstart-dashboard/ui.py	589	# Check if next message is context (new format) or assistant (historical format)	COMMENT
LOW	examples/python/zep-quickstart-dashboard/agents.py	35	# Check if the class has the required on_receive_message method	COMMENT
LOW⚡	examples/python/zep-quickstart-dashboard/zep_ingest.py	26	# Check if user already exists	COMMENT
LOW	…/python/openai-agents-sdk/openai_agents_sdk_example.py	205	# Check if zep_client is initialized	STRING
LOW	…/python/openai-agents-sdk/openai_agents_sdk_example.py	321	# Check if agent and memory manager are initialized	COMMENT
LOW	…/python/openai-agents-sdk/openai_agents_sdk_example.py	382	# Check if initialization was successful	COMMENT
LOW	benchmarks/longmemeval/zep_longmem_eval.py	559	# Check if at least one action is specified	COMMENT

AI Structural Patterns24 hits · 22 pts

Severity	File	Line	Context
LOW	…l-harness/config/document_ingestion_config/ontology.py	248	CODE
LOW	…-eval-harness/config/user_ingestion_config/ontology.py	263	CODE
LOW	…0331T222436/user_ingestion_config_snapshot/ontology.py	263	CODE
LOW	…T222500/document_ingestion_config_snapshot/ontology.py	248	CODE
LOW	ingestion/src/zep_ingest/pipeline.py	226	CODE
LOW	ingestion/src/zep_ingest/pipeline.py	263	CODE
LOW	ingestion/src/zep_ingest/pipeline.py	334	CODE
LOW	…/python/src/zep_ms_agent_framework/context_provider.py	288	CODE
LOW	…-framework/python/src/zep_ms_agent_framework/search.py	111	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/tools.py	323	CODE
LOW	…tegrations/langgraph/python/src/zep_langgraph/tools.py	436	CODE
LOW	…egrations/crewai/python/src/zep_crewai/user_storage.py	117	CODE
LOW	integrations/crewai/python/src/zep_crewai/tools.py	578	CODE
LOW	integrations/crewai/python/src/zep_crewai/tools.py	332	CODE
LOW	…tions/pydantic-ai/python/src/zep_pydantic_ai/search.py	111	CODE
LOW	integrations/ag2/python/src/zep_ag2/tools.py	585	CODE
LOW	…rations/strands/python/src/zep_strands/memory_store.py	284	CODE
LOW	integrations/strands/python/src/zep_strands/search.py	188	CODE
LOW	integrations/livekit/python/src/zep_livekit/tools.py	126	CODE
LOW	integrations/livekit/python/src/zep_livekit/agent.py	222	CODE
LOW	integrations/livekit/python/src/zep_livekit/agent.py	569	CODE
LOW	integrations/autogen/python/src/zep_autogen/memory.py	168	CODE
LOW	integrations/autogen/python/src/zep_autogen/tools.py	194	CODE
LOW	…nchmarks/longmemeval/Zep Test Harness/zep_responses.py	67	CODE

Fake / Example Data21 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	integrations/crewai/python/tests/test_basic.py	97	metadata={"type": "message", "role": "user", "name": "John Doe"},	CODE
LOW	integrations/crewai/python/tests/test_basic.py	111	assert message.name == "John Doe"	CODE
LOW	integrations/crewai/python/tests/test_basic.py	132	metadata={"type": "message", "role": "user", "name": "John Doe"},	CODE
LOW	integrations/crewai/python/examples/simple_example.py	79	metadata={"type": "message", "role": "user", "name": "John Doe"},	CODE
LOW	integrations/crewai/python/examples/simple_example.py	95	metadata={"type": "message", "role": "user", "name": "John Doe"},	CODE
LOW	integrations/crewai/python/examples/simple_example.py	100	"John Doe's budget constraint: Total budget is around $2000 for the entire trip including flights and accommodat	CODE
LOW	integrations/adk/python/tests/test_memory_service.py	218	assert "Acme Corp" in response.memories[0].content.parts[0].text	CODE
LOW	integrations/adk/python/tests/test_basic.py	207	assert identity.user_display_name == "Jane Doe"	CODE
LOW	integrations/adk/python/tests/test_basic.py	1806	assert "Acme Corp" in formatted	CODE
LOW	integrations/adk/typescript/test/identity.test.ts	30	expect(id.displayName).toBe("Jane Doe");	CODE
LOW	…ns/livekit/python/examples/full-example/user_data.json	3	"name": "John Doe",	CODE
LOW	…ivekit/python/examples/full-example/populate_memory.py	14	USER_FULL_NAME = "John Doe"	CODE
LOW	examples/python/chat_history/memory.py	67	email="user@example.com",	CODE
LOW⚡	examples/python/agent-with-zep-adk/tests/test_guards.py	65	validate_grade(_grade(rationale="placeholder"), 3)	CODE
LOW	examples/python/agent-with-zep-adk/eval/run_eval.py	74	if not rationale or rationale.lower() == "placeholder":	CODE
LOW	examples/python/agent-with-zep-adk/eval/run_eval.py	75	raise ValueError("rationale must be a non-empty explanation, not empty or 'placeholder'.")	CODE
LOW	examples/python/graph_example/entity_types.py	74	Message(content="I'm planning to visit Tokyo, Japan next month for a business trip. Tokyo is in the Kanto region	CODE
LOW	examples/python/graph_example/entity_types.py	76	Message(content="I'll be traveling to Tokyo on March 15th, 2024 for business meetings. After that, I'm thinking	CODE
LOW⚡	examples/python/agent-with-zep/tests/test_guards.py	72	validate_grade(_grade(rationale="placeholder"), 3)	CODE
LOW	examples/python/agent-with-zep/eval/run_eval.py	56	if not rationale or rationale.lower() == "placeholder":	CODE
LOW	examples/python/agent-with-zep/eval/run_eval.py	57	raise ModelRetry("rationale must be a non-empty explanation, not empty or 'placeholder'.")	CODE

AI Slop Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	mcp/zep-mcp-server/.golangci.yml	8	- test # Test harness needs MCP SDK update	CODE
MEDIUM	integrations/crewai/python/examples/crewai_user.py	174	# Create tasks that leverage user-specific memory	COMMENT
MEDIUM	integrations/crewai/python/examples/crewai_graph.py	171	# Create tasks that leverage the graph knowledge	COMMENT

Slop Phrases3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…-full-example/pre-populate-memories/conversations.json	19	{"role": "assistant", "content": "You're welcome! Let me know if you need anything else."},	CODE
MEDIUM	…-full-example/pre-populate-memories/conversations.json	189	{"role": "assistant", "content": "Enjoy your listening! Let me know if you need anything else."}	CODE
MEDIUM	…-full-example/pre-populate-memories/conversations.json	245	{"role": "assistant", "content": "Great financial discipline! Let me know if you need anything else."}	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ples/python/agent-with-zep-adk/tests/test_ui_stream.py	145		CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings