microsoft/semantic-kernel

Pattern Findings

The scanner identified 7312 distinct pattern matches across 27 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 Identifiers3364 hits · 3542 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/tests/conftest.py	64	def kernel_with_default_service(kernel: "Kernel", default_service: "AIServiceClientBase") -> "Kernel":	CODE
LOW⚡	python/tests/conftest.py	70	def not_decorated_native_function() -> Callable:	CODE
LOW⚡	python/tests/conftest.py	71	def not_decorated_native_function(arg1: str) -> str:	CODE
LOW⚡	python/tests/conftest.py	78	def decorated_native_function() -> Callable:	CODE
LOW⚡	python/tests/conftest.py	82	def decorated_native_function(arg1: str) -> str:	CODE
LOW⚡	python/tests/conftest.py	94	def decorated_native_function(self) -> str:	CODE
LOW⚡	python/tests/conftest.py	101	def experimental_plugin_class():	CODE
LOW⚡	python/tests/conftest.py	108	def decorated_native_function(self) -> str:	CODE
LOW⚡	python/tests/conftest.py	115	def auto_function_invocation_filter() -> Callable:	CODE
LOW⚡	python/tests/conftest.py	119	async def auto_function_invocation_filter(context: AutoFunctionInvocationContext, next):	CODE
LOW	python/tests/conftest.py	215	def azure_openai_unit_test_env(monkeypatch, exclude_list, override_env_param_dict):	CODE
LOW	python/tests/conftest.py	313	def dataclass_vector_data_model(	CODE
LOW	python/tests/conftest.py	403	def record_type_with_key_as_key_field(	CODE
LOW	python/tests/utils.py	45	def is_service_setup_for_testing(env_var_names: list[str], raise_if_not_set: bool \| None = None) -> bool:	CODE
LOW	python/tests/utils.py	74	def is_test_running_on_supported_platforms(platforms: list[str]) -> bool:	CODE
LOW	python/tests/unit/test_serialization.py	164	def test_usage_as_optional_field(	CODE
LOW	python/tests/unit/test_serialization.py	181	def test_usage_as_required_field(	CODE
LOW	python/tests/unit/connectors/conftest.py	56	def azure_ai_search_unit_test_env(monkeypatch, exclude_list, override_env_param_dict):	CODE
LOW	python/tests/unit/connectors/conftest.py	129	def google_search_unit_test_env(monkeypatch, exclude_list, override_env_param_dict):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	40	def mock_ensure_collection_exists():	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	47	def mock_ensure_collection_deleted():	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	54	def mock_list_collection_names():	CODE
LOW	…n/tests/unit/connectors/memory/test_azure_ai_search.py	152	def test_init_with_search_index_client(azure_ai_search_unit_test_env, definition):	CODE
LOW	…n/tests/unit/connectors/memory/test_azure_ai_search.py	173	def test_init_with_search_index_client_fail(azure_ai_search_unit_test_env, definition):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	232	async def test_ensure_collection_deleted(collection, mock_ensure_collection_deleted):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	237	async def test_create_index_from_index(collection, mock_ensure_collection_exists):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	245	async def test_create_index_from_definition(collection, mock_ensure_collection_exists):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	255	async def test_create_index_from_index_fail(collection, mock_ensure_collection_exists):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	262	def test_definition_to_azure_ai_search_index(definition):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	275	async def test_vector_store_list_collection_names(vector_store, mock_list_collection_names):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	282	async def test_vector_store_collection_existss(vector_store, mock_list_collection_names):	CODE
LOW⚡	…n/tests/unit/connectors/memory/test_azure_ai_search.py	289	async def test_vector_store_ensure_collection_deleted(vector_store, mock_ensure_collection_deleted):	CODE
LOW	…n/tests/unit/connectors/memory/test_azure_ai_search.py	309	def test_get_collection_with_provided_search_index_client(azure_ai_search_unit_test_env, definition):	CODE
LOW	…n/tests/unit/connectors/memory/test_azure_ai_search.py	333	def test_get_search_index_client(azure_ai_search_unit_test_env):	CODE
LOW	…n/tests/unit/connectors/memory/test_azure_ai_search.py	374	async def test_search_vectorized_search(collection, mock_search, include_vectors):	CODE
LOW	…n/tests/unit/connectors/memory/test_azure_ai_search.py	394	async def test_search_vectorizable_search(collection, mock_search, include_vectors):	CODE
LOW	…n/tests/unit/connectors/memory/test_azure_ai_search.py	417	async def test_search_keyword_hybrid_search(collection, mock_search, include_vectors, keywords):	CODE
LOW	python/tests/unit/connectors/memory/conftest.py	10	def mongodb_atlas_unit_test_env(monkeypatch, exclude_list, override_env_param_dict):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	85	async def test_list_collection_names_with_schema(oracle_store):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	90	def test_get_collection_returns_oracle_collection(oracle_store):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	101	async def test_collection_exists_true(oracle_store, mock_connection_pool):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	115	async def test_collection_exists_false(oracle_store, mock_connection_pool):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	129	async def test_ensure_collection_exists_creates_when_missing(oracle_store, mock_connection_pool):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	139	async def test_create_table_with_get_collection(oracle_store, mock_connection_pool):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	187	async def test_index_creation_distance_with_get_collection(oracle_store, mock_connection_pool):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	207	async def test_ensure_collection_deleted(oracle_store, mock_connection_pool):	CODE
LOW	python/tests/unit/connectors/memory/test_oracle.py	245	async def test_get_with_include_vectors(oracle_store, mock_connection_pool):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	32	def test_chroma_collection_initialization(chroma_collection):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	37	def test_chroma_store_initialization(chroma_store):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	41	def test_chroma_collection_get_collection(chroma_collection, mock_client):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	47	def test_chroma_store_get_collection(chroma_store, mock_client, definition):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	53	async def test_chroma_collection_collection_exists(chroma_collection, mock_client):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	59	async def test_chroma_store_list_collection_names(chroma_store, mock_client):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	67	async def test_chroma_collection_ensure_collection_exists(chroma_collection, mock_client):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	74	async def test_chroma_collection_ensure_collection_deleted(chroma_collection, mock_client):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	79	async def test_chroma_collection_upsert(chroma_collection, mock_client):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_chroma.py	86	async def test_chroma_collection_get(chroma_collection, mock_client):	CODE
LOW	python/tests/unit/connectors/memory/test_chroma.py	98	async def test_chroma_collection_delete(chroma_collection, mock_client):	CODE
LOW	python/tests/unit/connectors/memory/test_chroma.py	104	async def test_chroma_collection_search(chroma_collection, mock_client, include_vectors):	CODE
LOW⚡	python/tests/unit/connectors/memory/test_in_memory.py	116	async def test_valid_lambda_filter_attribute_access(collection):	CODE
3304 more matches not shown…

Cross-File Repetition592 hits · 2960 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	python/README.md	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ion/step05_chat_completion_agent_plugin_with_kernel.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…mpletion/step04_chat_completion_agent_plugin_simple.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…completion/step11_chat_completion_agent_declarative.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ts/azure_ai_agent/step08_azure_ai_agent_declarative.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…_agents/azure_ai_agent/step02_azure_ai_agent_plugin.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ith_agents/openai_assistant/step2_assistant_plugins.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…agents/openai_assistant/step6_assistant_declarative.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…/openai_responses/step8_responses_agent_declarative.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ents/openai_responses/step3_responses_agent_plugins.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…n_agent/chat_completion_agent_streaming_token_usage.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…nt/chat_completion_agent_message_callback_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…on_agent/chat_completion_agent_function_termination.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…_completion_agent/chat_completion_agent_token_usage.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…letion_agent/chat_completion_agent_message_callback.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…zure_ai_agent_auto_func_invocation_filter_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…_agent/azure_ai_agent_retrieve_messages_from_thread.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…epts/agents/azure_ai_agent/azure_ai_agent_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ure_ai_agent_declarative_function_calling_from_file.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…_ai_agent/azure_ai_agent_message_callback_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ents/azure_ai_agent/azure_ai_agent_message_callback.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ai_agent/azure_ai_agent_auto_func_invocation_filter.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…/openai_assistant/openai_assistant_message_callback.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…/agents/openai_assistant/openai_assistant_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…sistant/openai_assistant_message_callback_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ai_assistant_declarative_function_calling_from_file.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…istant/openai_assistant_auto_func_invocation_filter.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…nai_assistant_auto_func_invocation_filter_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ai_assistant_declarative_function_calling_from_file.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…oncepts/agents/mixed_chat/mixed_chat_agents_plugins.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…s/openai_responses/responses_agent_message_callback.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…esponses/responses_agent_message_callback_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ponses_agent_declarative_function_calling_from_file.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…/openai_responses/responses_agent_plugins_streaming.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…ponses_agent_declarative_function_calling_from_file.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	python/samples/demos/mcp_server/agent_as_server.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…les/Concepts/Agents/OpenAIAssistant_FunctionFilters.cs	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…tnet/samples/Concepts/Agents/AzureAIAgent_Streaming.cs	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…amples/Concepts/Agents/ChatCompletion_Serialization.cs	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…/Concepts/Agents/ChatCompletion_FunctionTermination.cs	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…t/samples/Concepts/Agents/OpenAIAssistant_Streaming.cs	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…nTests/Agents/CommonInterfaceConformance/MenuPlugin.cs	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	python/tests/conftest.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…les/concepts/filtering/auto_function_invoke_filters.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…tion_agent/chat_completion_agent_as_kernel_function.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…on_agent/chat_completion_agent_function_termination.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…zure_ai_agent_auto_func_invocation_filter_streaming.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…ai_agent/azure_ai_agent_auto_func_invocation_filter.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…ts/azure_ai_agent/azure_ai_agent_as_kernel_function.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…istant/openai_assistant_auto_func_invocation_filter.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…nai_assistant_auto_func_invocation_filter_streaming.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…o_function_calling/functions_defined_in_json_prompt.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…o_function_calling/functions_defined_in_yaml_prompt.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…/samples/concepts/auto_function_calling/nexus_raven.py	0	a filter that will be called for each function call in the response.	STRING
HIGH	…le/google_ai/services/test_google_ai_text_embedding.py	0	test that the service initializes and generates embeddings correctly.	STRING
HIGH	…le/vertex_ai/services/test_vertex_ai_text_embedding.py	0	test that the service initializes and generates embeddings correctly.	STRING
HIGH	…ctors/ai/ollama/services/test_ollama_text_embedding.py	0	test that the service initializes and generates embeddings correctly.	STRING
HIGH	…le/google_ai/services/test_google_ai_text_embedding.py	0	test that the service initializes and generates embeddings correctly with a list of prompts.	STRING
HIGH	…le/vertex_ai/services/test_vertex_ai_text_embedding.py	0	test that the service initializes and generates embeddings correctly with a list of prompts.	STRING
532 more matches not shown…

Self-Referential Comments431 hits · 1122 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/tests/unit/connectors/memory/test_pinecone.py	111	# Create a Pinecone store	COMMENT
MEDIUM	python/tests/unit/connectors/memory/test_pinecone.py	127	# Create a Pinecone store	COMMENT
MEDIUM	python/tests/unit/connectors/memory/test_pinecone.py	146	# Create a collection	COMMENT
MEDIUM	…ests/unit/connectors/ai/test_completion_token_usage.py	8	# Create a CompletionUsage object	COMMENT
MEDIUM	…ests/unit/connectors/ai/test_completion_token_usage.py	28	# Create a CompletionUsage object with empty values	COMMENT
MEDIUM⚡	…/mistral_ai/services/test_mistralai_chat_completion.py	565	# Create a mock settings object.	COMMENT
MEDIUM⚡	…/mistral_ai/services/test_mistralai_chat_completion.py	567	# Create a function choice config with some available functions.	COMMENT
MEDIUM	…le/google_ai/services/test_google_ai_text_embedding.py	215	# Create a custom client with a fake API key for testing	COMMENT
MEDIUM	…e/google_ai/services/test_google_ai_chat_completion.py	143	# Create a custom client with a fake API key for testing	COMMENT
MEDIUM	…e/google_ai/services/test_google_ai_chat_completion.py	301	# Create a custom client with a fake API key for testing	COMMENT
MEDIUM	…e/google_ai/services/test_google_ai_chat_completion.py	623	# Create a mock Part that lacks 'thought_signature' attribute entirely	COMMENT
MEDIUM	…e/google_ai/services/test_google_ai_text_completion.py	128	# Create a custom client with a fake API key for testing	COMMENT
MEDIUM	…e/google_ai/services/test_google_ai_text_completion.py	191	# Create a custom client with a fake API key for testing	COMMENT
MEDIUM	…e/vertex_ai/services/test_vertex_ai_chat_completion.py	420	# Create a mock Part whose to_dict() returns thought_signature	COMMENT
MEDIUM	…t/connectors/ai/nvidia/services/test_nvidia_handler.py	138	# Create a handler with invalid model type by bypassing validation	COMMENT
MEDIUM	…i/open_ai/services/test_openai_chat_completion_base.py	451	# Define a mock response format	COMMENT
MEDIUM	…i/open_ai/services/test_openai_chat_completion_base.py	670	# Define a mock response format	COMMENT
MEDIUM⚡	python/tests/unit/connectors/ai/anthropic/conftest.py	378	# Create an AsyncMock for the stream	COMMENT
MEDIUM	…tors/ai/ollama/services/test_ollama_text_completion.py	74	# Create a proper async iterator mock for streaming	COMMENT
MEDIUM	…ests/unit/connectors/openapi_plugin/test_sk_openapi.py	965	# Define a dummy predicate callback	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	95	# Create a FunctionIdBlock with the function name	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	101	# Define the function to be invoked, which modifies the canary	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	148	# Create a FunctionIdBlock with the function name and a	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	156	# Define the function to be invoked, which modifies the canary variable	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	163	# Create an KernelFunction with the invoke function as its delegate	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	171	# Create a CodeBlock with the FunctionIdBlock and VarBlock,	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	185	# Define a value to be used in the test	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	188	# Create a FunctionIdBlock with the function name and a ValBlock with the value	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	195	# Define the function to be invoked, which modifies the canary variable	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	202	# Create an KernelFunction with the invoke function as its delegate	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	210	# Create a CodeBlock with the FunctionIdBlock and ValBlock,	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	239	# Define the function to be invoked, which modifies the canary variable	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	246	# Create an KernelFunction with the invoke function as its delegate	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	254	# Create a CodeBlock with the FunctionIdBlock and ValBlock,	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	275	# Define the function to be invoked, which modifies the canary variable	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	282	# Create an KernelFunction with the invoke function as its delegate	COMMENT
MEDIUM⚡	…n/tests/unit/template_engine/blocks/test_code_block.py	290	# Create a CodeBlock with the FunctionIdBlock and ValBlock,	COMMENT
MEDIUM	…n/tests/unit/template_engine/blocks/test_code_block.py	114	# Create an KernelFunction with the invoke function as its delegate	COMMENT
MEDIUM	…n/tests/unit/template_engine/blocks/test_code_block.py	122	# Create a CodeBlock with the FunctionIdBlock and render it with the context	COMMENT
MEDIUM	…n/tests/unit/template_engine/blocks/test_code_block.py	224	# Define a value to be used in the test	COMMENT
MEDIUM	…n/tests/unit/template_engine/blocks/test_code_block.py	313	# Create an KernelFunction with the invoke function as its delegate	COMMENT
MEDIUM	…n/tests/unit/template_engine/blocks/test_code_block.py	321	# Create a CodeBlock with the FunctionIdBlock and ValBlock,	COMMENT
MEDIUM⚡	…tests/unit/core_plugins/test_sessions_python_plugin.py	194	# Create a real file in a temp directory for the test	COMMENT
MEDIUM	…tests/unit/core_plugins/test_sessions_python_plugin.py	258	# Create a real file in a temp directory for the test	COMMENT
MEDIUM	…tests/unit/core_plugins/test_sessions_python_plugin.py	320	# Create a real file in a temp directory for the test	COMMENT
MEDIUM	…tests/unit/core_plugins/test_sessions_python_plugin.py	366	# Create a real file in a temp directory for the test	COMMENT
MEDIUM	…/tests/unit/processes/local_runtime/test_local_step.py	229	# Create a function that requires one parameter	COMMENT
MEDIUM	…enai_responses/test_openai_responses_thread_actions.py	519	# Create a chat history with a message containing text and multiple images	COMMENT
MEDIUM⚡	…nit/agents/bedrock_agent/test_bedrock_agent_channel.py	153	# Create a dummy agent that is not BedrockAgent	COMMENT
MEDIUM	python/tests/unit/kernel/test_kernel.py	744	# Create a plugin directory with UTF-8 content	COMMENT
MEDIUM	…/completions/test_azure_oai_chat_service_extensions.py	52	# Create an index and populate it with some data	COMMENT
MEDIUM⚡	…/completions/test_azure_oai_chat_service_extensions.py	118	# Create the semantic function	COMMENT
MEDIUM⚡	…/completions/test_azure_oai_chat_service_extensions.py	129	# Create an index and populate it with some data	COMMENT
MEDIUM	…_agent_orchestration/step4c_handoff_mix_agent_types.py	136	# Define the handoff relationships between agents	COMMENT
MEDIUM	…ith_agents/multi_agent_orchestration/step5_magentic.py	49	# Create an OpenAI Assistant agent with code interpreter capability	COMMENT
MEDIUM	…on/step4b_handoff_streaming_agent_response_callback.py	104	# Define the handoff relationships between agents	COMMENT
MEDIUM	…with_agents/multi_agent_orchestration/observability.py	51	# Create a logging handler to write logging records, in OTLP format, to the exporter.	COMMENT
MEDIUM	…with_agents/multi_agent_orchestration/step4_handoff.py	95	# Define the handoff relationships between agents	COMMENT
MEDIUM	…gent_orchestration/step4a_handoff_structured_inputs.py	101	# Define the handoff relationships between agents	COMMENT
MEDIUM	…etion/step12_chat_completion_agent_code_interpreter.py	32	# Define the resources directory for file uploads	COMMENT
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Over-Commented Block1105 hits · 1086 pts

Severity	File	Line	Snippet	Context
LOW	python/tests/integration/memory/data_records.py	21	# fields={	COMMENT
LOW	python/tests/integration/memory/data_records.py	41	# fields={	COMMENT
LOW	python/tests/integration/memory/data_records.py	61	# @dataclass	COMMENT
LOW	python/tests/integration/memory/data_records.py	81		COMMENT
LOW	python/tests/integration/memory/data_records.py	101	# content: Annotated[	COMMENT
LOW	python/tests/integration/memory/data_records.py	121	# id: Annotated[str, VectorStoreRecordKeyField()] = field(default_factory=lambda: str(uuid4()))	COMMENT
LOW	python/tests/integration/memory/data_records.py	141	# other: str \| None = None	COMMENT
LOW	…ents/openai_responses/step3_responses_agent_plugins.py	81	# User: 'What is the special soup?'	COMMENT
LOW	python/samples/concepts/memory/complex_memory.py	81	# - weaviate: Weaviate	COMMENT
LOW	python/samples/concepts/memory/data_models.py	21	# The purpose of these models is to be what you pass to and get back from a vector store.	COMMENT
LOW	…ory/azure_ai_search_hotel_samples/2_use_as_a_plugin.py	41		COMMENT
LOW	…hon/samples/concepts/plugins/crew_ai/crew_ai_plugin.py	101	# INFO:semantic_kernel.functions.kernel_function:Function EnterpriseContentMarketingCrew-kickoff_and_wait	COMMENT
LOW	…amples/concepts/chat_history/serialize_chat_history.py	21	# - Services.OPENAI	COMMENT
LOW	…oncepts/chat_history/store_chat_history_in_cosmosdb.py	101	# - Services.AZURE_OPENAI	COMMENT
LOW	python/samples/concepts/setup/openai_env_setup.py	1	# Copyright (c) Microsoft. All rights reserved.	COMMENT
LOW	python/samples/concepts/setup/openai_env_setup.py	21	# OPENAI_API_KEY are not found	COMMENT
LOW	…_agent/azure_ai_agent_retrieve_messages_from_thread.py	101	# User: Thank you	COMMENT
LOW	…ai_assistant_declarative_function_calling_from_file.py	81	# Cleanup: Delete the thread and agent	COMMENT
LOW	…ponses_agent_declarative_function_calling_from_file.py	81	# Cleanup: Delete the thread	COMMENT
LOW	…s/bedrock_agent/bedrock_mixed_chat_agents_streaming.py	101	finally:	COMMENT
LOW	…s/bedrock_agent/bedrock_agent_with_code_interpreter.py	61	# This is a defense-in-depth measure against directory traversal attacks	COMMENT
LOW	…epts/agents/bedrock_agent/bedrock_mixed_chat_agents.py	101	# AuthorRole.USER: 'A slogan for a new line of electric cars.'	COMMENT
LOW	…hon/samples/concepts/chat_completion/simple_chatbot.py	1	# Copyright (c) Microsoft. All rights reserved.	COMMENT
LOW	…s/concepts/chat_completion/simple_chatbot_streaming.py	1	# Copyright (c) Microsoft. All rights reserved.	COMMENT
LOW	…tbot_with_summary_history_reducer_keep_func_content.py	21	# - a ChatCompletionService: This component is responsible for generating responses to user messages.	COMMENT
LOW	…tbot_with_summary_history_reducer_keep_func_content.py	61		COMMENT
LOW	…tbot_with_summary_history_reducer_keep_func_content.py	81	# prompt_execution_settings=request_settings,	COMMENT
LOW	…epts/chat_completion/simple_chatbot_kernel_function.py	21	# To build a basic chatbot, it is sufficient to use a ChatCompletionService with a chat history directly.	COMMENT
LOW	…pletion/simple_chatbot_with_summary_history_reducer.py	21	# functionality to reduce the history.	COMMENT
LOW	…pletion/simple_chatbot_with_summary_history_reducer.py	61	# The chat_history, which is a ChatHistory object, will be serialized to a string internally	COMMENT
LOW	…pletion/simple_chatbot_with_summary_history_reducer.py	81		COMMENT
LOW	…ple_chatbot_with_summary_history_reducer_autoreduce.py	21	# functionality to reduce the history.	COMMENT
LOW	…ple_chatbot_with_summary_history_reducer_autoreduce.py	61	# The chat_history, which is a ChatHistory object, will be serialized to a string internally	COMMENT
LOW	…ple_chatbot_with_summary_history_reducer_autoreduce.py	81		COMMENT
LOW	…_chatbot_with_truncation_history_reducer_autoreduce.py	21	# a prompt and will be invoked by Semantic Kernel.	COMMENT
LOW	…_chatbot_with_truncation_history_reducer_autoreduce.py	81	service=kernel.get_service(),	COMMENT
LOW	…/concepts/chat_completion/simple_chatbot_with_image.py	21	# - Services.AZURE_AI_INFERENCE	COMMENT
LOW	…/concepts/chat_completion/simple_chatbot_with_image.py	101	# Continue the chat. The chat loop will continue until the user types "exit".	COMMENT
LOW	…tion/simple_chatbot_with_truncation_history_reducer.py	21	# a prompt and will be invoked by Semantic Kernel.	COMMENT
LOW	…tion/simple_chatbot_with_truncation_history_reducer.py	81	service=kernel.get_service(),	COMMENT
LOW	python/samples/concepts/mcp/mcp_as_plugin.py	41		COMMENT
LOW	…ealtime/realtime_agent_with_function_calling_webrtc.py	81	# For WebRTC the audio_track is required	COMMENT
LOW	…unction_calling/function_calling_with_required_type.py	21		COMMENT
LOW	…hat_completion_with_auto_function_calling_streaming.py	41	kernel.add_plugin(MathPlugin(), plugin_name="math")	COMMENT
LOW	…o_function_calling/functions_defined_in_json_prompt.py	21		COMMENT
LOW	…o_function_calling/functions_defined_in_json_prompt.py	41	# "time.time",	COMMENT
LOW	…o_function_calling/functions_defined_in_yaml_prompt.py	21	from semantic_kernel.functions import KernelArguments	COMMENT
LOW	…alling/chat_completion_with_manual_function_calling.py	61	# - Services.BEDROCK	COMMENT
LOW	…ples/concepts/audio/03-chat_with_audio_input_output.py	21	# services to create a chat bot that can communicate with the user using both audio input and output.	COMMENT
LOW	…/concepts/on_your_data/azure_chat_gpt_with_data_api.py	21	logging.basicConfig(level=logging.INFO)	COMMENT
LOW	…ed_outputs/json_structured_outputs_function_calling.py	81	steps: list[Step]	COMMENT
LOW	…concepts/structured_outputs/json_structured_outputs.py	61	# You can select from the following chat completion services:	COMMENT
LOW	…amples/concepts/token_usage/simple_chat_token_usage.py	1	# Copyright (c) Microsoft. All rights reserved.	COMMENT
LOW	…cepts/token_usage/simple_chat_token_usage_streaming.py	81	print(f"Total tokens used: {running_total}")	COMMENT
LOW	python/samples/demos/call_automation/call_automation.py	1	# Copyright (c) Microsoft. All rights reserved.	COMMENT
LOW	python/samples/demos/process_with_dapr/README.md	61	##### BStep ran.	COMMENT
LOW	python/semantic_kernel/connectors/google_search.py	41	# Date Restrict, Restricts results to URLs based on date. Supported values include:	COMMENT
LOW	docs/decisions/0053-dotnet-structured-outputs.md	141	// },	COMMENT
LOW	docs/decisions/0062-open-api-payload.md	61	The caller does not need to provide the payload when invoking the OpenAPI function. However, the caller must provide the	COMMENT
LOW	docs/decisions/0062-open-api-payload.md	121	EnablePayloadNamespacing = true	COMMENT
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Unused Imports606 hits · 580 pts

Severity	File	Line	Context
LOW	python/tests/conftest.py	19	CODE
LOW	…ts/unit/connectors/ai/test_function_choice_behavior.py	9	CODE
LOW	python/tests/unit/processes/test_step_utils.py	12	CODE
LOW	python/tests/unit/processes/test_process_builder.py	108	CODE
LOW	python/tests/unit/processes/test_process_builder.py	172	CODE
LOW	python/tests/unit/processes/test_process_builder.py	194	CODE
LOW	…ests/unit/agents/test_group_chat/test_agent_channel.py	6	CODE
LOW	…est_group_chat_strategies/test_termination_strategy.py	7	CODE
LOW	…nit/agents/copilot_studio/test_copilot_studio_agent.py	13	CODE
LOW	python/tests/unit/utils/model_diagnostics/conftest.py	17	CODE
LOW	python/tests/unit/utils/model_diagnostics/conftest.py	19	CODE
LOW	python/tests/unit/utils/model_diagnostics/conftest.py	20	CODE
LOW	python/tests/unit/utils/model_diagnostics/conftest.py	21	CODE
LOW	python/tests/unit/utils/model_diagnostics/conftest.py	22	CODE
LOW	python/tests/unit/utils/model_diagnostics/conftest.py	23	CODE
LOW	…ests/unit/functions/test_kernel_function_decorators.py	13	CODE
LOW	…tests/integration/memory/postgres/test_postgres_int.py	29	CODE
LOW	…tests/integration/memory/postgres/test_postgres_int.py	30	CODE
LOW	python/tests/integration/mcp/test_mcp_integration.py	11	CODE
LOW	python/samples/__init__.py	3	CODE
LOW	python/samples/__init__.py	4	CODE
LOW	python/samples/concepts/resources/__init__.py	3	CODE
LOW	…hon/samples/concepts/setup/text_completion_services.py	7	CODE
LOW	…hon/samples/concepts/setup/text_completion_services.py	8	CODE
LOW	…thon/samples/concepts/setup/text_embedding_services.py	5	CODE
LOW	…thon/samples/concepts/setup/text_embedding_services.py	6	CODE
LOW	…hon/samples/concepts/setup/chat_completion_services.py	9	CODE
LOW	…hon/samples/concepts/setup/chat_completion_services.py	10	CODE
LOW	…ents/openai_assistant/openai_assistant_sample_utils.py	8	CODE
LOW	…ents/openai_assistant/openai_assistant_sample_utils.py	9	CODE
LOW	…ents/openai_assistant/openai_assistant_sample_utils.py	9	CODE
LOW	…unction_calling/function_calling_with_required_type.py	20	CODE
LOW	…o_function_calling/functions_defined_in_json_prompt.py	23	CODE
LOW	…o_function_calling/functions_defined_in_yaml_prompt.py	24	CODE
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	24	CODE
LOW	…s/concepts/service_selector/custom_service_selector.py	10	CODE
LOW	…s/concepts/service_selector/custom_service_selector.py	11	CODE
LOW	…s/concepts/service_selector/custom_service_selector.py	15	CODE
LOW	…s/concepts/service_selector/custom_service_selector.py	17	CODE
LOW	…ng_started_with_processes/step03/processes/__init__.py	3	CODE
LOW	…ng_started_with_processes/step03/processes/__init__.py	4	CODE
LOW	…ng_started_with_processes/step03/processes/__init__.py	5	CODE
LOW	…tting_started_with_processes/step03/models/__init__.py	3	CODE
LOW	…tting_started_with_processes/step03/models/__init__.py	4	CODE
LOW	…etting_started_with_processes/step03/steps/__init__.py	3	CODE
LOW	…etting_started_with_processes/step03/steps/__init__.py	4	CODE
LOW	…etting_started_with_processes/step03/steps/__init__.py	5	CODE
LOW	…etting_started_with_processes/step03/steps/__init__.py	6	CODE
LOW	…etting_started_with_processes/step03/steps/__init__.py	7	CODE
LOW	…etting_started_with_processes/step03/steps/__init__.py	7	CODE
LOW	…on/samples/demos/process_with_dapr/process/__init__.py	3	CODE
LOW	…on/samples/demos/process_with_dapr/process/__init__.py	4	CODE
LOW	…on/samples/demos/process_with_dapr/process/__init__.py	4	CODE
LOW	…on/samples/demos/process_with_dapr/process/__init__.py	4	CODE
LOW	…on/samples/demos/process_with_dapr/process/__init__.py	4	CODE
LOW	…hon/samples/demos/process_with_dapr/process/process.py	17	CODE
LOW	…emos/document_generator/custom_termination_strategy.py	17	CODE
LOW	…emos/document_generator/custom_termination_strategy.py	18	CODE
LOW	…/demos/document_generator/custom_selection_strategy.py	18	CODE
LOW	…/demos/document_generator/custom_selection_strategy.py	19	CODE
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Hallucination Indicators34 hits · 340 pts

Severity	File	Line	Snippet	Context
CRITICAL	python/tests/unit/connectors/memory/test_sql_server.py	426	mock_connection.cursor.return_value.__enter__.return_value.execute.assert_called_with(	CODE
CRITICAL	python/tests/unit/connectors/memory/test_sql_server.py	491	mock_connection.cursor.return_value.__enter__.return_value.execute.assert_called_with(	CODE
CRITICAL	python/tests/unit/connectors/memory/test_sql_server.py	556	mock_connection.cursor.return_value.__enter__.return_value.execute.assert_called_with(	CODE
CRITICAL	python/tests/unit/connectors/memory/test_sql_server.py	580	mock_connection.cursor.return_value.__enter__.return_value.execute.assert_called_with(	CODE
CRITICAL	…nit/agents/azure_ai_agent/test_agent_thread_actions.py	291	agent.client.agents.runs.submit_tool_outputs.assert_awaited_once()	CODE
CRITICAL	…nit/agents/azure_ai_agent/test_agent_thread_actions.py	641	agent.client.agents.runs.create.assert_not_awaited()	CODE
CRITICAL	…ents/openai_assistant/test_assistant_thread_actions.py	730	client.beta.threads.runs.stream.assert_called_once_with(	CODE
CRITICAL	…ents/openai_assistant/test_assistant_thread_actions.py	741	client.beta.threads.runs.stream.reset_mock()	CODE
CRITICAL	…ents/openai_assistant/test_assistant_thread_actions.py	754	client.beta.threads.runs.stream.assert_called_once_with(	CODE
CRITICAL	…ents/openai_assistant/test_assistant_thread_actions.py	765	client.beta.threads.runs.stream.reset_mock()	CODE
CRITICAL	…nts/openai_assistant/test_open_ai_assistant_channel.py	257	mock_client.beta.threads.messages.list.assert_awaited_once_with(thread_id=thread_id, limit=100, order="desc")	CODE
CRITICAL	…nts/openai_assistant/test_open_ai_assistant_channel.py	286	mock_client.beta.threads.messages.list.assert_awaited_once_with(thread_id=thread_id, limit=100, order="desc")	CODE
CRITICAL	…nts/openai_assistant/test_open_ai_assistant_channel.py	319	mock_client.beta.threads.messages.list.assert_awaited_once_with(thread_id=thread_id, limit=100, order="desc")	CODE
CRITICAL	…thon/samples/demos/assistants_group_chat/group_chat.py	86	await assistant_agent.client.beta.vector_stores.files.create(	CODE
CRITICAL	…ognitive_search/azure_cognitive_search_memory_store.py	10	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	232	run = await agent.client.beta.threads.runs.create(	CODE
CRITICAL	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	283	await agent.client.beta.threads.runs.submit_tool_outputs(	CODE
CRITICAL	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	291	steps_response = await agent.client.beta.threads.runs.steps.list(run_id=run.id, thread_id=thread_id)	CODE
CRITICAL	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	467	stream = agent.client.beta.threads.runs.stream(	CODE
CRITICAL	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	539	stream = agent.client.beta.threads.runs.submit_tool_outputs_stream(	CODE
CRITICAL	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	672	message = await agent.client.beta.threads.messages.retrieve(thread_id=thread_id, message_id=message_id)	CODE
CRITICAL	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	759	run = await agent.client.beta.threads.runs.retrieve(run.id, thread_id=thread_id)	CODE
CRITICAL	…ic_kernel/agents/channels/open_ai_assistant_channel.py	99	thread_messages = await self.client.beta.threads.messages.list(	CODE
CRITICAL	…kernel/utils/authentication/entra_id_authentication.py	6	from azure.core.exceptions import ClientAuthenticationError	CODE
CRITICAL	docs/decisions/0057-python-structured-output.md	170	return self.client.beta.chat.completions.stream(	CODE
CRITICAL	…s/Plugins.MsGraph/Connectors/MicrosoftToDoConnector.cs	40	var initialPage = await this._graphServiceClient.Me.Todo.Lists.GetAsync(cancellationToken: cancellationToken).Co	CODE
CRITICAL	…Plugins.MsGraph/Connectors/OutlookCalendarConnector.cs	42	var result = await this._graphServiceClient.Me.Calendar.Events.GetAsync(config =>	CODE
CRITICAL	…/Functions/Functions.UnitTests/Grpc/GrpcRunnerTests.cs	47	this._httpMessageHandlerStub.ResponseToReturn.Content.Headers.Add("Content-Type", "application/grpc");	CODE
CRITICAL	…/Functions/Functions.UnitTests/Grpc/GrpcRunnerTests.cs	81	this._httpMessageHandlerStub.ResponseToReturn.Content.Headers.Add("Content-Type", "application/grpc");	CODE
CRITICAL	…/Functions/Functions.UnitTests/Grpc/GrpcRunnerTests.cs	116	this._httpMessageHandlerStub.ResponseToReturn.Content.Headers.Add("Content-Type", "application/grpc");	CODE
CRITICAL	…/Functions/Functions.UnitTests/Grpc/GrpcRunnerTests.cs	176	this._httpMessageHandlerStub.ResponseToReturn.Content.Headers.Add("Content-Type", "application/grpc");	CODE
CRITICAL	…/Functions/Functions.UnitTests/Grpc/GrpcRunnerTests.cs	209	this._httpMessageHandlerStub.ResponseToReturn.Content.Headers.Add("Content-Type", "application/grpc");	CODE
CRITICAL	…/Functions/Functions.UnitTests/Grpc/GrpcRunnerTests.cs	242	this._httpMessageHandlerStub.ResponseToReturn.Content.Headers.Add("Content-Type", "application/grpc");	CODE
CRITICAL	…/Functions/Functions.UnitTests/Grpc/GrpcRunnerTests.cs	382	this._httpMessageHandlerStub.ResponseToReturn.Content.Headers.Add("Content-Type", "application/grpc");	CODE

Docstring Block Structure66 hits · 330 pts

Severity	File	Line	Snippet	Context
HIGH	python/DEV_SETUP.md	206	Compares two strings and returns True if they are the same. Here is extra explanation of the logic involved. A	STRING
HIGH	python/tests/integration/agents/agent_test_base.py	50	Execute an async callable with retry/backoff logic. Args: coro: The async function to call arg	STRING
HIGH	python/semantic_kernel/connectors/azure_cosmos_db.py	111	Creates a default indexing policy for the Azure Cosmos DB NoSQL container. A default indexing policy is created bas	STRING
HIGH	python/semantic_kernel/connectors/azure_cosmos_db.py	159	Creates a default vector embedding policy for the Azure Cosmos DB NoSQL container. A default vector embedding polic	STRING
HIGH	…nnectors/memory_stores/usearch/usearch_memory_store.py	149	Get the path for the given collection name and file type. Args: collection_name (str): Name of the	STRING
HIGH	…nnectors/memory_stores/usearch/usearch_memory_store.py	313	Upsert a batch of MemoryRecords and return their IDs. Args: collection_name (str): Name of the coll	STRING
HIGH	…nnectors/memory_stores/usearch/usearch_memory_store.py	478	Get the nearest matches to a given embedding. By default it is approximately search, see `exact` param descript	STRING
HIGH	…connectors/memory_stores/milvus/milvus_memory_store.py	272	_summary_. Args: collection_name (str): The collection name. records (List[MemoryRecord	STRING
HIGH	…connectors/memory_stores/milvus/milvus_memory_store.py	316	Get the MemoryRecords corresponding to the keys. Args: collection_name (str): _description_	STRING
HIGH	…connectors/memory_stores/milvus/milvus_memory_store.py	392	Find the nearest `limit` matches for an embedding. Args: collection_name (str): The collection to s	STRING
HIGH	python/semantic_kernel/connectors/ai/onnx/utils.py	31	Apply the specified ONNX template to the given chat history. Args: history (ChatHistory): The chat history	STRING
HIGH	python/semantic_kernel/connectors/ai/onnx/utils.py	153	Generates a formatted string for the Gemma model based on the provided chat history. Args: history (ChatHis	STRING
HIGH	…nnectors/ai/open_ai/settings/azure_open_ai_settings.py	113	Retrieve a Microsoft Entra Auth Token for a given token endpoint for the use with Azure OpenAI. The required ro	STRING
HIGH	python/semantic_kernel/contents/binary_content.py	182	Create BinaryContent from a file. Args: file_path: Path to the file to read mime_type:	STRING
HIGH	python/semantic_kernel/contents/chat_history.py	395	Restores a ChatHistory instance from a JSON string. Args: chat_history_json (str): The JSON string	STRING
HIGH	…on/semantic_kernel/template_engine/blocks/val_block.py	25	Create a value block. A value block is used to represent a value in a template. It can be used to represent any	STRING
HIGH	…antic_kernel/template_engine/blocks/named_arg_block.py	27	Create a named argument block. A named arg block is used to add arguments to a function call. It needs to be co	STRING
HIGH	…on/semantic_kernel/template_engine/blocks/var_block.py	26	Create a variable block. A variable block is used to add a variable to a template. It gets rendered from Kernel	STRING
HIGH	python/semantic_kernel/core_plugins/http_plugin.py	145	Validate and normalize the URL before sending a request. Always checks that the URL is non-empty, uses an allow	STRING
HIGH	…ntic_kernel/core_plugins/crew_ai/crew_ai_enterprise.py	129	Wait for the completion of a Crew AI task. Args: kickoff_id (str): The ID of the kickoff response.	STRING
HIGH	…ugins/sessions_python_tool/sessions_python_settings.py	71	Retrieve a Microsoft Entra Auth Token for a given token endpoint for the use with an Azure Container App. The r	STRING
HIGH	…plugins/sessions_python_tool/sessions_python_plugin.py	188	Validate local path is within allowed upload directories. Args: local_file_path: The path to valida	STRING
HIGH	…plugins/sessions_python_tool/sessions_python_plugin.py	225	Validate local path is within allowed download directories (optional protection). Args: local_file_	STRING
HIGH	…plugins/sessions_python_tool/sessions_python_plugin.py	274	Executes the provided Python code. Args: code (str): The valid Python code to execute Retur	STRING
HIGH	…plugins/sessions_python_tool/sessions_python_plugin.py	339	Upload a file to the session pool. Args: remote_file_path (str): The path to the file in the sessio	STRING
HIGH	…plugins/sessions_python_tool/sessions_python_plugin.py	425	Download a file from the session pool. Args: remote_file_name: The unescaped name of the file to do	STRING
HIGH	python/semantic_kernel/processes/step_utils.py	54	Loads and validates a KernelProcessStep class from a fully qualified name. This function validates that the loaded	STRING
HIGH	python/semantic_kernel/agents/agent.py	731	Create a single agent instance from a YAML string. Args: yaml_str: The YAML string defining the age	STRING
HIGH	python/semantic_kernel/agents/agent.py	791	Create a single agent instance from a dictionary. Args: data: The dictionary defining the agent fie	STRING
HIGH	python/semantic_kernel/agents/agent.py	847	Create a single agent instance from a YAML file. Args: file_path: Path to the YAML file defining th	STRING
HIGH	…/semantic_kernel/agents/group_chat/agent_chat_utils.py	17	Generate a hash from a list of keys. Args: keys: A list of keys to generate the hash from.	STRING
HIGH	…tegies/selection/kernel_function_selection_strategy.py	49	Select the next agent to interact with. Args: agents: The list of agents to select from.	STRING
HIGH	…emantic_kernel/agents/azure_ai/agent_thread_actions.py	880	Get messages from a thread. Args: client: The client to use to get the messages. thread	STRING
HIGH	…on/semantic_kernel/agents/runtime/core/core_runtime.py	38	Send a message to an agent and get a response. Args: message (Any): The message to send.	STRING
HIGH	…on/semantic_kernel/agents/runtime/core/core_runtime.py	112	Try to get the underlying agent instance by name and namespace. This is generally discouraged (hence the long n	STRING
HIGH	…on/semantic_kernel/agents/runtime/core/subscription.py	53	Map a topic_id to an agent. Should only be called if `is_match` returns True for the given topic_id. Args:	STRING
HIGH	python/semantic_kernel/agents/runtime/core/agent.py	28	Message handler for the agent. This should only be called by the runtime, not by other agents. Args:	STRING
HIGH	…emantic_kernel/prompt_template/prompt_template_base.py	63	Encode argument value if necessary, or throw an exception if encoding is not supported. Args: name:	STRING
HIGH	…nel/prompt_template/utils/template_function_helpers.py	34	Create a helper function for both the Handlebars and Jinja2 templating engines from a kernel function. Args:	STRING
HIGH	…semantic_kernel/functions/kernel_function_extension.py	73	Adds a plugin to the kernel's collection of plugins. If a plugin is provided, it uses that instance instead of	STRING
HIGH	…semantic_kernel/functions/kernel_function_extension.py	234	Add a plugin from the OpenAPI manifest. Args: plugin_name: The name of the plugin opena	STRING
HIGH	…semantic_kernel/functions/kernel_function_extension.py	260	Get a plugin by name. Args: plugin_name (str): The name of the plugin Returns:	STRING
HIGH	…semantic_kernel/functions/kernel_function_extension.py	277	Get a function by plugin_name and function_name. Args: plugin_name (str \| None): The name of the pl	STRING
HIGH	…semantic_kernel/functions/kernel_function_extension.py	314	Get a function by its fully qualified name (<plugin_name>-<function_name>). Args: fully_qualified_f	STRING
HIGH	python/semantic_kernel/functions/kernel_plugin.py	261	Create a plugin from a specified directory. This method does not recurse into subdirectories beyond one level d	STRING
HIGH	python/semantic_kernel/functions/kernel_plugin.py	354	Create a plugin from an OpenAPI document. Args: plugin_name: The name of the plugin ope	STRING
HIGH	python/semantic_kernel/data/vector.py	1179	Upsert the records, this should be overridden by the child class. Args: records: The records, the f	STRING
HIGH	python/semantic_kernel/data/vector.py	1206	Get the records, this should be overridden by the child class. Args: keys: The keys to get.	STRING
HIGH	python/semantic_kernel/data/vector.py	1287	Upsert one or more records. If the key of the record already exists, the existing record will be updated.	STRING
HIGH	python/semantic_kernel/data/vector.py	1335	Get records based on the ordering and selection criteria. Args: include_vectors: Include the vector	STRING
HIGH	python/semantic_kernel/data/vector.py	1369	Get a record if it exists. Args: key: The key to get. include_vectors: Include the vect	STRING
HIGH	python/semantic_kernel/data/vector.py	1395	Get a batch of records whose keys exist in the collection, i.e. keys that do not exist are ignored. Args:	STRING
HIGH	python/semantic_kernel/data/vector.py	1421	Get a batch of records whose keys exist in the collection, i.e. keys that do not exist are ignored. Args:	STRING
HIGH	python/semantic_kernel/data/vector.py	1640	Inner search method. This is the main search method that should be implemented, and will be called by the publi	STRING
HIGH	python/semantic_kernel/data/vector.py	2161	Check if the collection exists. Args: **kwargs: Additional arguments. Returns:	STRING
HIGH	python/semantic_kernel/data/vector.py	2192	Get a batch of records whose keys exist in the collection, i.e. keys that do not exist are ignored. Args:	STRING
HIGH	python/semantic_kernel/data/vector.py	2226	Upsert one or more records. If the key of the record already exists, the existing record will be updated.	STRING
HIGH	python/semantic_kernel/data/vector.py	2279	Search the vector store for records that match the given value and filter. Args: values: The values	STRING
HIGH	python/semantic_kernel/data/vector.py	2319	Search the vector store for records that match the given values and filter using hybrid search. Args:	STRING
HIGH	python/semantic_kernel/data/_shared.py	102	Create search options. If options are supplied, they are checked for the right type, and the kwargs are used to upd	STRING
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Excessive Try-Catch Wrapping255 hits · 270 pts

Severity	File	Line	Snippet	Context
LOW	python/tests/utils.py	34	except Exception as e:	CODE
LOW	python/tests/integration/memory/test_vector_store.py	339	except Exception as exc:	CODE
LOW	python/tests/integration/memory/test_vector_store.py	344	except Exception as exc:	CODE
LOW	python/tests/integration/memory/test_vector_store.py	360	except Exception as exc:	CODE
LOW	…/tests/integration/completions/test_text_completion.py	341	except Exception as ex:	CODE
LOW	…s/integration/completions/chat_completion_test_base.py	235	except Exception as ex:	CODE
LOW	…/completions/test_azure_oai_chat_service_extensions.py	74	except Exception as e:	CODE
LOW⚡	…/completions/test_azure_oai_chat_service_extensions.py	122	except Exception as e:	CODE
LOW	…/completions/test_azure_oai_chat_service_extensions.py	156	except Exception as e:	CODE
LOW	python/tests/integration/agents/agent_test_base.py	70	except Exception:	CODE
LOW	…agents/bedrock_agent/test_bedrock_agent_integration.py	33	except Exception as e:	CODE
LOW	…agents/bedrock_agent/test_bedrock_agent_integration.py	41	except Exception as e:	CODE
LOW	…ests/integration/cross_language/test_cross_language.py	753	except Exception:	CODE
LOW⚡	…_orchestration/step2a_sequential_cancellation_token.py	88	except Exception as e:	CODE
LOW	…ples/concepts/filtering/function_invocation_filters.py	68	except Exception as e:	CODE
LOW	…ncepts/filtering/function_invocation_filters_stream.py	46	except Exception as e:	CODE
MEDIUM	…ncepts/filtering/function_invocation_filters_stream.py	42	def override_stream(stream):	CODE
LOW	python/samples/concepts/filtering/retry_with_filters.py	62	except Exception as e:	CODE
LOW	…mples/concepts/filtering/retry_with_different_model.py	41	except Exception as ex:	CODE
LOW	…amples/concepts/chat_history/serialize_chat_history.py	45	except Exception:	CODE
LOW	…amples/concepts/chat_history/serialize_chat_history.py	108	except Exception:	CODE
LOW	…oncepts/chat_history/store_chat_history_in_cosmosdb.py	185	except Exception:	CODE
LOW⚡	…ents/openai_assistant/openai_assistant_sample_utils.py	32	except Exception as e:	CODE
MEDIUM⚡	…ents/openai_assistant/openai_assistant_sample_utils.py	33	print(f"An error occurred while downloading file {file_id}: {str(e)}")	CODE
LOW	…s/agents/openai_responses/responses_agent_reasoning.py	124	except Exception as e:	CODE
LOW	…s/agents/openai_responses/responses_agent_reasoning.py	143	except Exception as e:	CODE
LOW	…penai_responses/responses_agent_reasoning_streaming.py	132	except Exception as e:	CODE
LOW	…penai_responses/responses_agent_reasoning_streaming.py	157	except Exception as e:	CODE
LOW	python/samples/concepts/realtime/utils.py	102	except Exception as e:	CODE
LOW	python/samples/concepts/realtime/utils.py	155	except Exception as e:	CODE
LOW	…t_completion_with_manual_function_calling_streaming.py	170	except Exception as e:	STRING
MEDIUM	…t_completion_with_manual_function_calling_streaming.py	171	print(f"Error processing chunks for function_invoke_attempt {attempt}: {e}")	STRING
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	124	except Exception as e:	CODE
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	392	except Exception:	CODE
MEDIUM⚡	…rted_with_processes/step03/step03a_food_preparation.py	107	print(f"Error reading state file '{file_path.resolve()}': {ex}")	CODE
LOW⚡	…rted_with_processes/step03/step03a_food_preparation.py	106	except Exception as ex:	CODE
LOW	python/samples/demos/call_automation/call_automation.py	119	except Exception:	CODE
LOW⚡	…_conversations/guided_conversation/plugins/artifact.py	159	except Exception as e:	CODE
LOW	…versations/guided_conversation/utils/base_model_llm.py	35	except Exception:	CODE
LOW	…es/demos/copilot_studio_agent/src/direct_line_agent.py	79	except Exception as ex:	CODE
LOW	python/samples/demos/telemetry/scenarios.py	97	except Exception as e:	CODE
MEDIUM	python/samples/demos/telemetry/scenarios.py	99	print(f"Error running AI service: {e}")	CODE
LOW⚡	python/samples/demos/telemetry/scenarios.py	141	except Exception as e:	CODE
MEDIUM⚡	python/samples/demos/telemetry/scenarios.py	143	print(f"Error running kernel plugin: {e}")	CODE
LOW	python/samples/demos/telemetry/scenarios.py	191	except Exception as e:	CODE
MEDIUM	python/samples/demos/telemetry/scenarios.py	193	print(f"Error running auto function invocation: {e}")	CODE
LOW	python/samples/demos/process_with_dapr/fastapi_app.py	80	except Exception:	CODE
LOW	python/samples/demos/process_with_dapr/flask_app.py	58	except Exception:	CODE
MEDIUM	python/samples/demos/process_with_dapr/flask_app.py	42	def start_process(process_id):	CODE
LOW	…/demos/mcp_with_oauth/server/mcp_simple_auth/server.py	164	except Exception:	CODE
LOW	…cp_with_oauth/server/mcp_simple_auth/token_verifier.py	80	except Exception as e:	CODE
LOW	…/samples/demos/copilot_studio_skill/src/api/adapter.py	53	except Exception as exception:	CODE
LOW	…/samples/demos/copilot_studio_skill/src/api/adapter.py	69	except Exception as exception:	CODE
LOW	…thon/samples/demos/copilot_studio_skill/src/api/app.py	54	except Exception as error:	CODE
LOW⚡	…n/samples/learn_resources/agent_docs/assistant_code.py	58	except Exception as e:	CODE
MEDIUM⚡	…n/samples/learn_resources/agent_docs/assistant_code.py	59	print(f"An error occurred while downloading file {file_id}: {str(e)}")	CODE
LOW	…ples/learn_resources/agent_docs/agent_collaboration.py	168	except Exception:	STRING
LOW	…ples/learn_resources/agent_docs/agent_collaboration.py	181	except Exception as e:	STRING
MEDIUM	…ples/learn_resources/agent_docs/agent_collaboration.py	182	print(f"Error during chat invocation: {e}")	STRING
LOW	python/semantic_kernel/kernel.py	206	except Exception as exc:	CODE
195 more matches not shown…

Modern AI Meta-Vocabulary73 hits · 218 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/unit/agents/orchestration/test_orchestration_base.py	400	# Cancel the orchestration before completion	COMMENT
MEDIUM	…hon/tests/unit/agents/orchestration/test_sequential.py	153	# Wait for the orchestration to complete	COMMENT
MEDIUM	python/tests/unit/agents/orchestration/test_handoff.py	689	# Wait for the orchestration to complete	COMMENT
MEDIUM	…hon/tests/unit/agents/orchestration/test_group_chat.py	282	# Wait for the orchestration to complete	COMMENT
MEDIUM	…hon/tests/unit/agents/orchestration/test_concurrent.py	155	# Wait for the orchestration to complete	COMMENT
MEDIUM	…pletions/test_chat_completion_with_function_calling.py	472	# Anthropic will often include a chain of thought in the tool call by default.	COMMENT
MEDIUM	…pletions/test_chat_completion_with_function_calling.py	473	# If this is not in the message, it will complain about the missing chain of thought.	COMMENT
MEDIUM	…_agent_orchestration/step4c_handoff_mix_agent_types.py	194	# 1. Create a handoff orchestration with multiple agents	COMMENT
MEDIUM	…_agent_orchestration/step4c_handoff_mix_agent_types.py	208	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…ith_agents/multi_agent_orchestration/step5_magentic.py	75	# 1. Create a Magentic orchestration with two agents and a Magentic manager	COMMENT
MEDIUM	…ith_agents/multi_agent_orchestration/step5_magentic.py	92	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM⚡	…_orchestration/step2a_sequential_cancellation_token.py	67	# 1. Create a sequential orchestration with multiple agents	COMMENT
MEDIUM⚡	…_orchestration/step2a_sequential_cancellation_token.py	75	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM⚡	…_orchestration/step2a_sequential_cancellation_token.py	81	# 4. Cancel the orchestration before it finishes	COMMENT
MEDIUM⚡	…h_agents/multi_agent_orchestration/step1_concurrent.py	44	# 1. Create a concurrent orchestration with multiple agents	COMMENT
MEDIUM⚡	…h_agents/multi_agent_orchestration/step1_concurrent.py	52	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM⚡	…h_agents/multi_agent_orchestration/step1_concurrent.py	60	# as the order of the agents in the orchestration.	COMMENT
MEDIUM	…h_agents/multi_agent_orchestration/step3_group_chat.py	65	# 1. Create a group chat orchestration with a round robin manager	COMMENT
MEDIUM	…h_agents/multi_agent_orchestration/step3_group_chat.py	78	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…on/step4b_handoff_streaming_agent_response_callback.py	178	# 1. Create a handoff orchestration with multiple agents	COMMENT
MEDIUM	…on/step4b_handoff_streaming_agent_response_callback.py	191	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…tion/step3b_group_chat_with_chat_completion_manager.py	312	# 1. Create a group chat orchestration with the custom group chat manager	COMMENT
MEDIUM	…tion/step3b_group_chat_with_chat_completion_manager.py	329	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…tarted_with_agents/multi_agent_orchestration/README.md	1	# Multi-agent orchestration	COMMENT
MEDIUM	…h_agents/multi_agent_orchestration/step2_sequential.py	69	# 1. Create a sequential orchestration with multiple agents and an agent	COMMENT
MEDIUM	…h_agents/multi_agent_orchestration/step2_sequential.py	81	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…with_agents/multi_agent_orchestration/step4_handoff.py	149	# 1. Create a handoff orchestration with multiple agents	COMMENT
MEDIUM	…with_agents/multi_agent_orchestration/step4_handoff.py	162	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…step2b_sequential_streaming_agent_response_callback.py	85	# 1. Create a sequential orchestration with multiple agents and an agent	COMMENT
MEDIUM	…step2b_sequential_streaming_agent_response_callback.py	98	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…t_orchestration/step3a_group_chat_human_in_the_loop.py	106	# 1. Create a group chat orchestration with a round robin manager	COMMENT
MEDIUM	…t_orchestration/step3a_group_chat_human_in_the_loop.py	122	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…gent_orchestration/step4a_handoff_structured_inputs.py	155	# 1. Create a handoff orchestration with multiple agents	COMMENT
MEDIUM	…gent_orchestration/step4a_handoff_structured_inputs.py	158	# and the generic types for the orchestration,	COMMENT
MEDIUM	…gent_orchestration/step4a_handoff_structured_inputs.py	170	# 3. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	…_orchestration/step1a_concurrent_structured_outputs.py	59	# 1. Create a concurrent orchestration with multiple agents	COMMENT
MEDIUM	…_orchestration/step1a_concurrent_structured_outputs.py	62	# and the generic types for the orchestration.	COMMENT
MEDIUM	…_orchestration/step1a_concurrent_structured_outputs.py	80	# 4. Invoke the orchestration with a task and the runtime	COMMENT
MEDIUM	python/samples/concepts/README.md	218	### RAG - Different ways of `RAG` (Retrieval-Augmented Generation)	COMMENT
MEDIUM⚡	python/samples/concepts/memory/simple_memory.py	18	# it needs openai api key and embedding model id	COMMENT
MEDIUM	…ples/concepts/local_models/lm_studio_text_embedding.py	14	# to applications with a local embedding model running in LM studio: https://lmstudio.ai/	COMMENT
MEDIUM	…ided_conversation/plugins/guided_conversation_agent.py	100	# Send message will be executed first and since the orchestration step returns, end conversation will not be e	COMMENT
MEDIUM	…ided_conversation/plugins/guided_conversation_agent.py	158	# Run a step of the orchestration logic based on the plugins called by the model.	COMMENT
MEDIUM	python/samples/learn_resources/your_first_prompt.py	103	# <FewShotPrompt> 3.0 Provide examples with few-shot prompting	COMMENT
MEDIUM	python/semantic_kernel/connectors/ai/bedrock/README.md	75	- [Guardrail](https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.html)	CODE
MEDIUM	…ntic_kernel/agents/orchestration/orchestration_base.py	214	# This unique topic type is used to isolate the orchestration run from others.	COMMENT
MEDIUM	docs/decisions/0069-mcp.md	31	\| [Sampling](https://modelcontextprotocol.io/docs/concepts/sampling) \| get_chat_message_content \| Sampling is a powerful	CODE
MEDIUM	docs/decisions/0069-mcp.md	47	\| [Sampling](https://modelcontextprotocol.io/docs/concepts/sampling) \| Unclear \| Sampling is a powerful MCP feature that	CODE
MEDIUM	docs/decisions/0072-agents-with-memory.md	150	### Using a RAG component	COMMENT
MEDIUM	docs/decisions/0034-rag-in-sk.md	9	# Retrieval-Augmented Generation (RAG) in Semantic Kernel	COMMENT
MEDIUM	docs/decisions/0064-hybrid-model-orchestration.md	24	### Option 1: IChatClient implementation per orchestration strategy	COMMENT
MEDIUM	docs/decisions/0064-hybrid-model-orchestration.md	80	### Option 2: HybridChatClient class with chat completion handler(s) per orchestration strategy	COMMENT
MEDIUM	docs/decisions/0071-multi-agent-orchestration.md	130	- Topics mentioned in the [Open Discussions](#open-discussions) section will not be addressed in the initial implementat	CODE
MEDIUM	docs/decisions/0071-multi-agent-orchestration.md	130	- Topics mentioned in the [Open Discussions](#open-discussions) section will not be addressed in the initial implementat	CODE
MEDIUM	docs/decisions/0071-multi-agent-orchestration.md	409	We mentioned in the [State management](#state-management) section that orchestrations do not manage the state of the age	CODE
MEDIUM	docs/decisions/0071-multi-agent-orchestration.md	411	An option is to have a context provider that provides agent contexts given an agent ID. The context provider will be att	CODE
MEDIUM	docs/decisions/0071-multi-agent-orchestration.md	429	> The group chat orchestration has an experimental feature that allows input from users. Please refer to the [Group Chat	CODE
MEDIUM	docs/decisions/0071-multi-agent-orchestration.md	457	Safety is also a priority. A powerful orchestration may accomplish a lot of things, but it may also do a lot of harm. We	CODE
MEDIUM	dotnet/samples/Concepts/README.md	214	### RAG - Retrieval-Augmented Generation	COMMENT
MEDIUM	dotnet/samples/Demos/VectorStoreRAG/README.md	1	# Vector Store RAG Demo	CODE
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Slop Phrases82 hits · 170 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/samples/concepts/memory/simple_memory.py	17	# This sample uses openai text embeddings, so make sure to have your environment variables set up	COMMENT
MEDIUM⚡	python/samples/concepts/memory/simple_memory.py	23	# you can also use a pydantic model, or a vanilla python class, see "data_models.py" for more examples	COMMENT
MEDIUM	python/samples/concepts/memory/data_models.py	33	# Or you can use the definition in container mode with something like a Pandas Dataframe.	COMMENT
MEDIUM	…ples/concepts/filtering/function_invocation_filters.py	61	# you can use both the literal term and the FilterTypes enum	COMMENT
LOW	…hon/samples/concepts/plugins/crew_ai/crew_ai_plugin.py	127	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…amples/concepts/chat_history/serialize_chat_history.py	32	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…oncepts/chat_history/store_chat_history_in_cosmosdb.py	111	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…amples/concepts/embedding/text_embedding_generation.py	22	# Please make sure you have configured your environment correctly for the selected text embedding service.	COMMENT
MEDIUM	python/samples/concepts/setup/openai_env_setup.py	10	# After installing the semantic-kernel package, you can use the following code to setup OpenAI Connector	COMMENT
MEDIUM	python/samples/concepts/setup/openai_env_setup.py	55	# the loader that we use is case insensitive, so you can use any case you want in your env variables	COMMENT
MEDIUM	…tion_agent/chat_completion_agent_as_kernel_function.py	35	# The filter is used for demonstration purposes to show the function invocation.	COMMENT
MEDIUM	…ts/azure_ai_agent/azure_ai_agent_as_kernel_function.py	67	# The filter is used for demonstration purposes to show the function invocation.	COMMENT
MEDIUM⚡	…ents/openai_assistant/openai_assistant_sample_utils.py	24	f"{file_id}.{file_extension}", # You can modify this to use the actual filename with proper extension	CODE
MEDIUM	…nai_responses/responses_agent_binary_content_upload.py	41	"""Create sample text content for demonstration purposes.	STRING
MEDIUM	…nai_responses/responses_agent_binary_content_upload.py	86	# Create a temporary text file for demonstration purposes	STRING
LOW	…hon/samples/concepts/chat_completion/simple_chatbot.py	26	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…s/concepts/chat_completion/simple_chatbot_streaming.py	27	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…tbot_with_summary_history_reducer_keep_func_content.py	49	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW⚡	…/concepts/chat_completion/simple_chatbot_logit_bias.py	25	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…epts/chat_completion/simple_chatbot_kernel_function.py	35	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…pletion/simple_chatbot_with_summary_history_reducer.py	44	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…ple_chatbot_with_summary_history_reducer_autoreduce.py	44	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…_chatbot_with_truncation_history_reducer_autoreduce.py	39	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW⚡	…/concepts/chat_completion/simple_chatbot_with_image.py	29	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW⚡	…/concepts/chat_completion/simple_chatbot_with_image.py	34	# make sure to use a service that supports image input from a URI.	COMMENT
LOW	…tion/simple_chatbot_with_truncation_history_reducer.py	39	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…cepts/chat_completion/simple_chatbot_store_metadata.py	24	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	python/samples/concepts/mcp/mcp_as_plugin.py	57	# Please make sure you have configured your environment correctly for the selected chat completion service.	STRING
MEDIUM	python/samples/concepts/mcp/mcp_as_plugin.py	107	# instead of using this async context manager, you can also use:	STRING
LOW	…hat_completion_with_auto_function_calling_streaming.py	63	# Please make sure you have configured your environment correctly for the selected chat completion service.	STRING
LOW	…_calling/chat_completion_with_auto_function_calling.py	64	# Please make sure you have configured your environment correctly for the selected chat completion service.	STRING
LOW	…alling/chat_completion_with_manual_function_calling.py	68	# Please make sure you have configured your environment correctly for the selected chat completion service.	STRING
LOW	…/concepts/text_completion/text_completion_streaming.py	21	# Please make sure you have configured your environment correctly for the selected text embedding service.	COMMENT
LOW	…on/samples/concepts/text_completion/text_completion.py	21	# Please make sure you have configured your environment correctly for the selected text embedding service.	COMMENT
LOW	…ed_outputs/json_structured_outputs_function_calling.py	100	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…concepts/structured_outputs/json_structured_outputs.py	74	# Please make sure you have configured your environment correctly for the selected chat completion service.	STRING
LOW	…amples/concepts/token_usage/simple_chat_token_usage.py	26	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…cepts/token_usage/simple_chat_token_usage_streaming.py	28	# Please make sure you have configured your environment correctly for the selected chat completion service.	COMMENT
LOW	…ed_conversations/guided_conversation/plugins/agenda.py	62	kernel (Kernel): The Semantic Kernel instance to use for calling the LLM. Don't forget to set your	STRING
LOW	…_conversations/guided_conversation/plugins/artifact.py	65	kernel (Kernel): The Semantic Kernel instance to use for calling the LLM. Don't forget to set your	STRING
MEDIUM	…/demos/mcp_with_oauth/server/mcp_simple_auth/server.py	9	NOTE: this is a simplified example for demonstration purposes.	STRING
MEDIUM	…h_oauth/server/mcp_simple_auth/simple_auth_provider.py	7	for demonstration purposes. No external authentication provider is required.	STRING
MEDIUM	…h_oauth/server/mcp_simple_auth/simple_auth_provider.py	9	NOTE: this is a simplified example for demonstration purposes.	STRING
MEDIUM	…s/mcp_with_oauth/server/mcp_simple_auth/auth_server.py	9	NOTE: this is a simplified example for demonstration purposes.	STRING
MEDIUM	…_with_oauth/server/mcp_simple_auth/legacy_as_server.py	9	NOTE: this is a simplified example for demonstration purposes.	STRING
MEDIUM	…cp_with_oauth/server/mcp_simple_auth/token_verifier.py	16	This is a simple example implementation for demonstration purposes.	STRING
LOW	python/samples/learn_resources/templates.py	24	# and make sure to add the user message to the history before invoking.	COMMENT
LOW	…hon/samples/learn_resources/plugins/MathPlugin/Math.py	36	description="Multiply two numbers. When increasing by a percentage, don't forget to add 1 to the percentage.",	CODE
MEDIUM⚡	…n/samples/learn_resources/agent_docs/assistant_code.py	50	f"{file_id}.png", # You can modify this to use the actual filename with proper extension	CODE
MEDIUM	python/semantic_kernel/connectors/oracle.py	431	# if you only want to set these in certain circumstances you can add a parameter to	COMMENT
MEDIUM	…hAgents/BedrockAgent/Step05_BedrockAgent_FileSearch.cs	49	// Feel free to modify the user query according to the information in your knowledge base.	COMMENT
MEDIUM	…edWithAgents/BedrockAgent/Step04_BedrockAgent_Trace.cs	67	/// This only outputs the orchestration trace for demonstration purposes.	COMMENT
MEDIUM	…net/samples/Concepts/Filtering/MaxTokensWithFilters.cs	20	/// <summary>Output max tokens value for demonstration purposes.</summary>	COMMENT
MEDIUM	…net/samples/Concepts/Filtering/MaxTokensWithFilters.cs	112	/// <summary>Movie plugin for demonstration purposes.</summary>	COMMENT
MEDIUM	dotnet/samples/Concepts/Filtering/PIIDetection.cs	122	// Define instructions for LLM how to react when certain conditions are met for demonstration purposes	COMMENT
MEDIUM	dotnet/samples/Concepts/Filtering/PIIDetection.cs	253	/// PII entities Presidio Text Analyzer is capable of detecting. Only some of them are defined here for demonstratio	COMMENT
MEDIUM	dotnet/samples/Concepts/Filtering/PIIDetection.cs	269	/// Request model for Text Analyzer. Only required properties are defined here for demonstration purposes.	COMMENT
MEDIUM	dotnet/samples/Concepts/Filtering/PIIDetection.cs	284	/// Response model from Text Analyzer. Only required properties are defined here for demonstration purposes.	COMMENT
MEDIUM	dotnet/samples/Concepts/Filtering/PIIDetection.cs	447	/// Contact model for demonstration purposes.	COMMENT
MEDIUM	dotnet/samples/Concepts/Filtering/PIIDetection.cs	457	/// Search Plugin to be called from prompt for demonstration purposes.	COMMENT
22 more matches not shown…

Modern Structural Boilerplate154 hits · 154 pts

Severity	File	Line	Snippet	Context
LOW	python/tests/utils.py	10	logger = logging.getLogger(__name__)	CODE
LOW	…ts/unit/template_engine/blocks/test_named_arg_block.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…on/tests/unit/template_engine/blocks/test_var_block.py	14	logger = logging.getLogger(__name__)	CODE
LOW	python/tests/integration/completions/conftest.py	7	logger = logging.getLogger(__name__)	CODE
LOW	…ests/integration/cross_language/test_cross_language.py	25	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/__init__.py	6	__all__ = ["add_service", "ServiceSettings"]	CODE
LOW	…ples/concepts/filtering/function_invocation_filters.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…ncepts/filtering/function_invocation_filters_stream.py	15	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/concepts/filtering/retry_with_filters.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…mples/concepts/filtering/retry_with_different_model.py	21	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/concepts/resources/__init__.py	5	__all__ = ["Colors"]	CODE
LOW	…pletion_agent_truncate_history_reducer_single_agent.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…ompletion_agent_truncate_history_reducer_agent_chat.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…mpletion_agent_summary_history_reducer_single_agent.py	20	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/concepts/mcp/agent_with_mcp_sampling.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…thon/samples/concepts/mcp/servers/menu_agent_server.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…oncepts/mcp/servers/restaurant_booking_agent_server.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…time/realtime_agent_with_function_calling_websocket.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…ealtime/realtime_agent_with_function_calling_webrtc.py	22	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/concepts/realtime/utils.py	21	logger = logging.getLogger(__name__)	CODE
LOW	…mples/concepts/realtime/simple_realtime_chat_webrtc.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…es/concepts/realtime/simple_realtime_chat_websocket.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…ng_started_with_processes/step03/processes/__init__.py	7	__all__ = ["FishAndChipsProcess", "FriedFishProcess", "FishSandwichProcess"]	CODE
LOW	…tting_started_with_processes/step03/models/__init__.py	6	__all__ = ["FoodIngredients", "FoodItem"]	CODE
LOW	…etting_started_with_processes/step03/steps/__init__.py	12	__all__ = [	CODE
LOW	…ions/guided_conversation/utils/conversation_helpers.py	108	def set_turn_numbers(self, turn_number: int) -> None:	CODE
LOW	…tions/guided_conversation/utils/openai_tool_calling.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…ons/guided_conversation/functions/conversation_plan.py	13	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/demos/copilot_studio_agent/src/chat.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…es/demos/copilot_studio_agent/src/direct_line_agent.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…on/samples/demos/process_with_dapr/process/__init__.py	6	__all__ = ["AStep", "BStep", "KickOffStep", "CStep", "get_process"]	CODE
LOW	…/demos/mcp_with_oauth/server/mcp_simple_auth/server.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…h_oauth/server/mcp_simple_auth/simple_auth_provider.py	34	logger = logging.getLogger(__name__)	CODE
LOW	…s/mcp_with_oauth/server/mcp_simple_auth/auth_server.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…_with_oauth/server/mcp_simple_auth/legacy_as_server.py	28	logger = logging.getLogger(__name__)	CODE
LOW	…cp_with_oauth/server/mcp_simple_auth/token_verifier.py	10	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/demos/mcp_with_oauth/agent/main.py	47	async def set_tokens(self, tokens: OAuthToken) -> None:	CODE
LOW	python/samples/demos/mcp_with_oauth/agent/main.py	53	async def set_client_info(self, client_info: OAuthClientInformationFull) -> None:	CODE
LOW	…thon/samples/demos/copilot_studio_skill/src/api/app.py	12	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/demos/mcp_server/sk_mcp_server.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…on/samples/demos/mcp_server/mcp_server_with_prompts.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…n/samples/demos/mcp_server/mcp_server_with_sampling.py	19	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/demos/mcp_server/agent_as_server.py	18	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/__init__.py	9	__all__ = ["DEFAULT_RC_VERSION", "Kernel", "__version__"]	CODE
LOW	python/semantic_kernel/kernel_types.py	17	__all__ = ["AI_SERVICE_CLIENT_TYPE", "OneOrList", "OneOrMany", "OptionalOneOrList", "OptionalOneOrMany"]	CODE
LOW	python/semantic_kernel/filters/__init__.py	10	__all__ = [	CODE
LOW	python/semantic_kernel/connectors/pinecone.py	45	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/sql_server.py	58	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/sql_server.py	79	__all__ = ["SqlServerCollection", "SqlServerStore"]	CODE
LOW	python/semantic_kernel/connectors/mongodb.py	69	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/faiss.py	32	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/redis.py	58	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/mcp.py	59	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/mcp.py	1265	async def _set_logging_level(level: types.LoggingLevel) -> None:	CODE
LOW	python/semantic_kernel/connectors/weaviate.py	59	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/azure_ai_search.py	127	__all__ = [	CODE
LOW	python/semantic_kernel/connectors/postgres.py	51	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/oracle.py	66	logger = logging.getLogger(__name__)	CODE
LOW	python/semantic_kernel/connectors/oracle.py	70	__all__ = [	CODE
LOW	python/semantic_kernel/connectors/chroma.py	44	logger = logging.getLogger(__name__)	CODE
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Deep Nesting148 hits · 139 pts

Severity	File	Line	Context
LOW	…/unit/connectors/openapi_plugin/test_openapi_parser.py	145	CODE
LOW	…/completions/test_azure_oai_chat_service_extensions.py	128	CODE
LOW	…ests/integration/cross_language/test_cross_language.py	734	CODE
LOW	…ests/integration/cross_language/test_cross_language.py	741	CODE
LOW	…samples/concepts/model_as_a_service/mmlu_model_eval.py	134	CODE
LOW	…les/concepts/filtering/auto_function_invoke_filters.py	123	CODE
LOW	…completion_agent_summary_history_reducer_agent_chat.py	29	CODE
LOW	…zure_ai_agent_auto_func_invocation_filter_streaming.py	96	CODE
LOW	…epts/agents/azure_ai_agent/azure_ai_agent_streaming.py	39	CODE
LOW	…nts/azure_ai_agent/azure_ai_agent_file_manipulation.py	20	CODE
LOW	…gent_bing_grounding_streaming_with_message_callback.py	43	CODE
LOW	…agents/azure_ai_agent/azure_ai_agent_bing_grounding.py	38	CODE
LOW	…ure_ai_agent/azure_ai_agent_deep_research_streaming.py	34	CODE
LOW	…ai_agent/azure_ai_agent_auto_func_invocation_filter.py	96	CODE
LOW	…ai_agent/azure_ai_agent_declarative_azure_ai_search.py	51	CODE
LOW	…ai_agent/azure_ai_agent_declarative_azure_ai_search.py	77	CODE
LOW	…gents/openai_assistant/openai_assistant_chart_maker.py	19	CODE
LOW	…istant/openai_assistant_file_manipulation_streaming.py	19	CODE
LOW	…openai_assistant/openai_assistant_file_manipulation.py	20	CODE
LOW	…/openai_assistant/openai_assistant_vision_streaming.py	20	CODE
LOW	…istant/openai_assistant_auto_func_invocation_filter.py	97	CODE
LOW	…nai_assistant_auto_func_invocation_filter_streaming.py	97	CODE
LOW	…ai_assistant/openai_assistant_chart_maker_streaming.py	19	CODE
LOW	…samples/concepts/agents/mixed_chat/mixed_chat_files.py	37	CODE
LOW	…amples/concepts/agents/mixed_chat/mixed_chat_images.py	37	CODE
LOW	…tbot_with_summary_history_reducer_keep_func_content.py	129	CODE
LOW	…t_completion_with_manual_function_calling_streaming.py	101	CODE
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	139	CODE
LOW	python/samples/concepts/audio/audio_player.py	25	CODE
LOW	…processes/step03/processes/single_food_item_process.py	45	CODE
LOW	…ed_conversations/guided_conversation/plugins/agenda.py	91	CODE
LOW	…_conversations/guided_conversation/plugins/artifact.py	107	CODE
LOW	…_conversations/guided_conversation/plugins/artifact.py	188	CODE
LOW	…_conversations/guided_conversation/plugins/artifact.py	198	CODE
LOW	…ided_conversation/plugins/guided_conversation_agent.py	127	CODE
LOW	…ided_conversation/plugins/guided_conversation_agent.py	230	CODE
LOW	…ided_conversation/plugins/guided_conversation_agent.py	284	CODE
LOW	…d_conversations/guided_conversation/utils/resources.py	90	CODE
LOW	…ions/guided_conversation/utils/conversation_helpers.py	30	CODE
LOW	…ions/guided_conversation/utils/conversation_helpers.py	53	CODE
LOW	…tions/guided_conversation/utils/openai_tool_calling.py	35	CODE
LOW	…es/demos/copilot_studio_agent/src/direct_line_agent.py	48	CODE
LOW	python/samples/demos/telemetry/scenarios.py	50	CODE
LOW	python/samples/demos/mcp_server/sk_mcp_server.py	99	CODE
LOW	python/samples/demos/mcp_server/agent_as_server.py	115	CODE
LOW	…n/samples/learn_resources/agent_docs/assistant_code.py	69	CODE
LOW	…samples/learn_resources/agent_docs/assistant_search.py	38	CODE
LOW	…ples/learn_resources/agent_docs/agent_collaboration.py	42	CODE
LOW	python/semantic_kernel/kernel.py	104	CODE
LOW	python/semantic_kernel/kernel.py	257	CODE
LOW	python/semantic_kernel/kernel.py	486	CODE
LOW	python/semantic_kernel/connectors/brave.py	266	CODE
LOW	python/semantic_kernel/connectors/qdrant.py	481	CODE
LOW	python/semantic_kernel/connectors/sql_server.py	869	CODE
LOW	python/semantic_kernel/connectors/sql_server.py	984	CODE
LOW	python/semantic_kernel/connectors/google_search.py	294	CODE
LOW	python/semantic_kernel/connectors/mcp.py	1041	CODE
LOW	python/semantic_kernel/connectors/weaviate.py	210	CODE
LOW	python/semantic_kernel/connectors/weaviate.py	689	CODE
LOW	python/semantic_kernel/connectors/azure_ai_search.py	210	CODE
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Fake / Example Data120 hits · 130 pts

Severity	File	Line	Snippet	Context
LOW	…connectors/ai/open_ai/services/test_openai_realtime.py	1008	mocked_open_ai_realtime_webrtc._get_ephemeral_token = AsyncMock(return_value="fake-token")	CODE
LOW⚡	…ests/unit/connectors/openapi_plugin/test_sk_openapi.py	950	return {"Authorization": "Bearer dummy-token"}	CODE
LOW	…nit/agents/copilot_studio/test_copilot_studio_agent.py	234	monkeypatch.setattr(_CopilotStudioAgentTokenFactory, "acquire", lambda self: "fake-token")	CODE
LOW	…nit/agents/copilot_studio/test_copilot_studio_agent.py	251	mock_client_ctor.assert_called_once_with(dummy_settings, "fake-token")	CODE
LOW	…/unit/agents/orchestration/test_orchestration_tools.py	97	mock_model = MockModel(name="John Doe", age=30)	CODE
LOW	…/unit/agents/orchestration/test_orchestration_tools.py	128	mock_model = MockModel(name="John Doe", age=30)	CODE
LOW	…s/integration/completions/chat_completion_test_base.py	87	return PersonDetails(id=person_id, name="John Doe", age=42)	CODE
LOW	…ration/completions/test_conversation_summary_plugin.py	47	Jane: That's a good idea. Let me see if I can find one. Maybe Lorem Ipsum?	CODE
LOW	…ples/concepts/local_models/lm_studio_text_embedding.py	23	api_key="fake_key", # This cannot be an empty string, use a fake key	CODE
LOW	…les/concepts/local_models/lm_studio_chat_completion.py	32	api_key="fake-key", # This cannot be an empty string, use a fake key	STRING
LOW	…amples/concepts/local_models/ollama_chat_completion.py	36	api_key="fake-key", # This cannot be an empty string, use a fake key	STRING
LOW	…pts/auto_function_calling/parallel_function_calling.py	57	return "John Doe"	CODE
LOW	…port-multiple-named-args-in-template-function-calls.md	29	{{Skill.MyFunction street: "123 Main St", zip: "98123", city:"Seattle", age: 25}}	CODE
LOW	…port-multiple-named-args-in-template-function-calls.md	45	{{MyFunction street:"123 Main St" zip:"98123" city:"Seattle" age: "25"}}	CODE
LOW	…port-multiple-named-args-in-template-function-calls.md	61	{{MyFunction street="123 Main St" zip="98123" city="Seattle"}}	CODE
LOW	…port-multiple-named-args-in-template-function-calls.md	77	{{MyFunction street="123 Main St" zip="98123" city="Seattle"}}	CODE
LOW	…port-multiple-named-args-in-template-function-calls.md	101	{{MyFunction "inputVal" street="123 Main St" zip="98123" city="Seattle"}}	CODE
LOW	…/VectorData/Chroma.UnitTests/ChromaMemoryStoreTests.cs	51	await store.GetAsync("fake-collection", "fake-key");	CODE
LOW	…/VectorData/Chroma.UnitTests/ChromaMemoryStoreTests.cs	69	await store.GetAsync("fake-collection", "fake-key");	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	120	Jane: That's a good idea. Let me see if I can find one. Maybe Lorem Ipsum?	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	122	Jane: I found a Lorem Ipsum generator.	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	123	Jane: Here's a 4096 character Lorem Ipsum text:	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	124	Jane: Lorem ipsum dolor sit amet, con	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	124	Jane: Lorem ipsum dolor sit amet, con	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	125	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	125	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	126	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW⚡	…et/samples/Concepts/Memory/TextChunkingAndEmbedding.cs	126	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	72	Jane: That's a good idea. Let me see if I can find one. Maybe Lorem Ipsum?	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	74	Jane: I found a Lorem Ipsum generator.	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	75	Jane: Here's a 4096 character Lorem Ipsum text:	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	76	Jane: Lorem ipsum dolor sit amet, con	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	76	Jane: Lorem ipsum dolor sit amet, con	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	77	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	77	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	78	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW⚡	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	78	Jane: Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed euismod, nunc sit amet aliquam	CODE
LOW	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	199	- They use a Lorem Ipsum generator, but it repeats itself after a while.	CODE
LOW	…/samples/Concepts/Plugins/ConversationSummaryPlugin.cs	250	"Lorem Ipsum",	CODE
LOW	…pletion/ChatHistoryReducers/ChatHistoryReducerTests.cs	70	var text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW	…pletion/ChatHistoryReducers/ChatHistoryReducerTests.cs	70	var text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore	CODE
LOW⚡	…ticKernel.UnitTests/Utilities/StreamJsonParserTests.cs	17	data: {"candidates": [{"content": {"parts": [{"text": "lorem ipsum"}],"role": "model"},"finishReason": "STOP","i	STRING
LOW⚡	…ticKernel.UnitTests/Utilities/StreamJsonParserTests.cs	19	data: {"candidates": [{"content": {"parts": [{"text": "lorem ipsum"}],"role": "model"},"finishReason": "STOP","i	STRING
LOW⚡	…ticKernel.UnitTests/Utilities/StreamJsonParserTests.cs	21	data: {"candidates": [{"content": {"parts": [{"text": " lorem ipsum"}],"role": "model"},"finishReason": "STOP","	STRING
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	40	KernelArguments sut = new() { { "fake-key", "fake-value" } };	CODE
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	46	Assert.Equal("fake-key", argument.Key);	CODE
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	57	KernelArguments sut = new(executionSettings) { { "fake-key", "fake-value" } };	CODE
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	63	Assert.Equal("fake-key", argument.Key);	CODE
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	76	KernelArguments sut = new([executionSettings1, executionSettings2, executionSettings3]) { { "fake-key", "fake-va	CODE
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	84	Assert.Equal("fake-key", argument.Key);	CODE
LOW⚡	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	101	Assert.Throws<ArgumentException>(() => new KernelArguments(executionSettingsList) { { "fake-key", "fake-value" }	CODE
LOW⚡	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	110	Assert.True(sut.ContainsName("fake-key"));	CODE
LOW⚡	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	115	Assert.True(sut.ContainsName("fake-key"));	CODE
LOW⚡	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	120	Assert.True(sut.ContainsName("fake-key"));	CODE
LOW⚡	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	127	IDictionary<string, object?> source = new Dictionary<string, object?> { { "fake-key", "fake-value" } };	CODE
LOW⚡	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	134	Assert.True(sut.ContainsName("fake-key"));	CODE
LOW⚡	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	135	Assert.Equal("fake-value", sut["fake-key"]);	CODE
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	152	Assert.True(sut.ContainsName("fake-key"));	CODE
LOW	…nticKernel.UnitTests/Functions/KernelArgumentsTests.cs	153	Assert.Equal("fake-value", sut["fake-key"]);	CODE
LOW	…UnitTests/Services/OpenAIChatCompletionServiceTests.cs	237	chatHistory.AddMessage(AuthorRole.Tool, "Hello", metadata: new Dictionary<string, object?>() { { OpenAIChatMessa	CODE
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Decorative Section Separators28 hits · 116 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…ess.IntegrationTests.Shared/ProcessCloudEventsTests.cs	167	/// ┌────────┐ ┌────────┐	COMMENT
MEDIUM⚡	…ess.IntegrationTests.Shared/ProcessCloudEventsTests.cs	169	/// └────────┘ │ └────────┘ │	COMMENT
MEDIUM⚡	…ess.IntegrationTests.Shared/ProcessCloudEventsTests.cs	171	/// │ ┌───────┐ │	COMMENT
MEDIUM⚡	…ess.IntegrationTests.Shared/ProcessCloudEventsTests.cs	173	/// └───────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	263	/// ┌───────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	265	/// ┌───────┐ │ ┌──────────────┐ ┌──────────────┐ ┌──────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	267	/// └───────┘ │ └──────────────┘ │ └──────────────┘ │ └──────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	269	/// ┌─────────┐ ┌─────────┐ ┌─────────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	271	/// └─────────┘ └─────────┘ └─────────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	335	/// ┌───────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	337	/// ┌───────┐ │ ┌───────┐ ┌───────┐ ┌────────┐ ┌──────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	339	/// └───────┘ └───────┘ └───────┘ └────────┘ └──────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	404	/// ┌─────────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	405	/// │ echoA ├──────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	406	/// └─────────┘ ▼	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	407	/// ┌────────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	409	/// └────────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	410	/// ┌─────────┐ ▲	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	411	/// │ repeatB ├──────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	412	/// └─────────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	438	/// ┌────────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	439	/// ┌───────►│ repeat │	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	440	/// │ └────────┘	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	444	/// │ ┌────────┐	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	445	/// └───────►│ report │	COMMENT
MEDIUM⚡	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	446	/// └────────┘	COMMENT
MEDIUM	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	379	/// ┌────────┐ ┌────────┐	COMMENT
MEDIUM	…mental/Process.IntegrationTests.Shared/ProcessTests.cs	381	/// └────────┘ └────────┘	COMMENT

AI Slop Vocabulary38 hits · 90 pts

Severity	File	Line	Snippet	Context
LOW	…ed_with_agents/azure_ai_agent/step01_azure_ai_agent.py	70	# Assistant: I'm here as your assistant, so you can just call me Assistant. How can I help you today?	STRING
MEDIUM	…/azure_ai_agent/step10_azure_ai_agent_deep_research.py	109	# I'll update you with a comprehensive overview soon.	STRING
LOW	…les/concepts/filtering/auto_function_invoke_filters.py	90	# Note: to simply return the unaltered function results, uncomment the `context.terminate = True` line and	COMMENT
MEDIUM	…tbot_with_summary_history_reducer_keep_func_content.py	18	# This sample shows how to create a chatbot using a kernel function and leverage a chat history	COMMENT
MEDIUM	…pletion/simple_chatbot_with_summary_history_reducer.py	15	# This sample shows how to create a chatbot using a kernel function and leverage a chat history	COMMENT
MEDIUM	…ple_chatbot_with_summary_history_reducer_autoreduce.py	15	# This sample shows how to create a chatbot using a kernel function and leverage a chat history	COMMENT
MEDIUM	…_chatbot_with_truncation_history_reducer_autoreduce.py	13	# This sample shows how to create a chatbot using a kernel function and leverage a chat history	COMMENT
MEDIUM	…tion/simple_chatbot_with_truncation_history_reducer.py	13	# This sample shows how to create a chatbot using a kernel function and leverage a chat history	COMMENT
LOW	python/semantic_kernel/contents/utils/hashing.py	51	# If it's already something hashable, just return it	COMMENT
LOW	python/semantic_kernel/agents/agent.py	132	# If the thread ID is already set, we're done, just return the Id.	COMMENT
LOW	python/semantic_kernel/agents/agent.py	146	# If the thread ID is not set, we're done, just return.	COMMENT
LOW	…kernel/utils/telemetry/model_diagnostics/decorators.py	109	# If model diagnostics are not enabled, just return the completion	COMMENT
LOW	…kernel/utils/telemetry/model_diagnostics/decorators.py	162	# If model diagnostics are not enabled, just return the completion	COMMENT
LOW	…kernel/utils/telemetry/model_diagnostics/decorators.py	225	# If model diagnostics are not enabled, just return the completion	COMMENT
LOW	…kernel/utils/telemetry/model_diagnostics/decorators.py	276	# If model diagnostics are not enabled, just return the completion	COMMENT
LOW	…kernel/utils/telemetry/agent_diagnostics/decorators.py	71	# If model diagnostics are not enabled, just return the responses	COMMENT
LOW	…kernel/utils/telemetry/agent_diagnostics/decorators.py	105	# If model diagnostics are not enabled, just return the responses	COMMENT
LOW	…kernel/utils/telemetry/agent_diagnostics/decorators.py	143	# If model diagnostics are not enabled, just return the responses	COMMENT
LOW	python/semantic_kernel/data/vector.py	1504	# it might return a sequence, so we just return the first element,	COMMENT
LOW	python/semantic_kernel/data/_shared.py	133	# This is very unlikely to happen, but if it does, we will just create new options.	COMMENT
MEDIUM	…epts/FunctionCalling/FunctionCalling_ReturnMetadata.cs	19	/// utilize other return type metadata, such as descriptions or schemas, to reason about their content.	COMMENT
MEDIUM	…les/Concepts/FunctionCalling/Gemini_FunctionCalling.cs	178	// Add a plugin with some helper functions we want to allow the model to utilize.	COMMENT
MEDIUM	…et/samples/Concepts/Plugins/OpenApiPlugin_Filtering.cs	63	// I can also utilize the `multi_tool_use.parallel` function to execute multiple tools in parallel if required.	COMMENT
MEDIUM	…et/samples/Concepts/PromptTemplates/ChatWithPrompts.cs	19	/// This can be used to leverage the template engine (which executes functions internally)	COMMENT
MEDIUM⚡	…Tests/TestData/tavily_what_is_the_semantic_kernel.json	31	"content": "Semantic Kernel is an open-source SDK that integrates and orchestrates AI models and services like Ope	CODE
MEDIUM⚡	…Tests/TestData/tavily_what_is_the_semantic_kernel.json	33	"raw_content": "Semantic Kernel overview for .NET - .NET \| Microsoft Learn\nSkip to main content\nThis browser is	CODE
MEDIUM⚡	…Tests/TestData/tavily_what_is_the_semantic_kernel.json	33	"raw_content": "Semantic Kernel overview for .NET - .NET \| Microsoft Learn\nSkip to main content\nThis browser is	CODE
MEDIUM⚡	…Tests/TestData/tavily_what_is_the_semantic_kernel.json	47	"raw_content": "Skip to content\nNavigation Menu\nProduct\nSolutions\nResources\nOpen Source\nEnterprise\nPricing\	CODE
MEDIUM	dotnet/src/Agents/Orchestration/AgentActor.cs	104	// No need to utilize streaming if no callback is provided	COMMENT
MEDIUM	…tnet/src/Agents/AzureAI/Internal/AgentThreadActions.cs	130	/// <param name="invocationOptions">Options to utilize for the invocation</param>	COMMENT
MEDIUM	…tnet/src/Agents/AzureAI/Internal/AgentThreadActions.cs	131	/// <param name="logger">The logger to utilize (might be agent or channel scoped)</param>	COMMENT
MEDIUM	…tnet/src/Agents/AzureAI/Internal/AgentThreadActions.cs	362	/// <param name="invocationOptions">Options to utilize for the invocation</param>	COMMENT
MEDIUM	…tnet/src/Agents/AzureAI/Internal/AgentThreadActions.cs	363	/// <param name="logger">The logger to utilize (might be agent or channel scoped)</param>	COMMENT
MEDIUM	…t/src/Agents/OpenAI/Internal/AssistantThreadActions.cs	107	/// <param name="invocationOptions">Options to utilize for the invocation</param>	COMMENT
MEDIUM	…t/src/Agents/OpenAI/Internal/AssistantThreadActions.cs	109	/// <param name="logger">The logger to utilize (might be agent or channel scoped)</param>	COMMENT
MEDIUM	…t/src/Agents/OpenAI/Internal/AssistantThreadActions.cs	343	/// <param name="invocationOptions">Options to utilize for the invocation</param>	COMMENT
MEDIUM	…t/src/Agents/OpenAI/Internal/AssistantThreadActions.cs	345	/// <param name="logger">The logger to utilize (might be agent or channel scoped)</param>	COMMENT
MEDIUM	…cKernel.Abstractions/PromptTemplate/TemplateOptions.cs	38	/// Essentially, the engine looks for the {{template.parser}}.{{model.api}} to find the appropriate parser.	COMMENT

AI Structural Patterns91 hits · 82 pts

Severity	File	Line	Context
LOW	…nversations/guided_conversation/functions/execution.py	75	CODE
LOW	…ons/guided_conversation/functions/final_update_plan.py	99	CODE
LOW	…ons/guided_conversation/functions/conversation_plan.py	195	CODE
LOW	python/semantic_kernel/connectors/pinecone.py	91	CODE
LOW	python/semantic_kernel/connectors/qdrant.py	136	CODE
LOW	python/semantic_kernel/connectors/qdrant.py	555	CODE
LOW	python/semantic_kernel/connectors/sql_server.py	303	CODE
LOW	python/semantic_kernel/connectors/mongodb.py	168	CODE
LOW	python/semantic_kernel/connectors/redis.py	198	CODE
LOW	python/semantic_kernel/connectors/redis.py	517	CODE
LOW	python/semantic_kernel/connectors/redis.py	645	CODE
LOW	python/semantic_kernel/connectors/mcp.py	240	CODE
LOW	python/semantic_kernel/connectors/mcp.py	654	CODE
LOW	python/semantic_kernel/connectors/mcp.py	734	CODE
LOW	python/semantic_kernel/connectors/mcp.py	817	CODE
LOW	python/semantic_kernel/connectors/mcp.py	904	CODE
LOW	python/semantic_kernel/connectors/weaviate.py	210	CODE
LOW	python/semantic_kernel/connectors/weaviate.py	689	CODE
LOW	python/semantic_kernel/connectors/azure_ai_search.py	759	CODE
LOW	python/semantic_kernel/connectors/postgres.py	328	CODE
LOW	python/semantic_kernel/connectors/oracle.py	289	CODE
LOW	python/semantic_kernel/connectors/azure_cosmos_db.py	285	CODE
LOW	python/semantic_kernel/connectors/azure_cosmos_db.py	560	CODE
LOW	python/semantic_kernel/connectors/azure_cosmos_db.py	671	CODE
LOW	python/semantic_kernel/connectors/azure_cosmos_db.py	1064	CODE
LOW	…google/google_ai/services/google_ai_text_completion.py	38	CODE
LOW	…google/google_ai/services/google_ai_chat_completion.py	67	CODE
LOW	…/google/google_ai/services/google_ai_text_embedding.py	29	CODE
LOW	…onnectors/ai/nvidia/services/nvidia_chat_completion.py	59	CODE
LOW	…onnectors/ai/open_ai/services/azure_chat_completion.py	43	CODE
LOW	…/connectors/ai/open_ai/services/open_ai_config_base.py	24	CODE
LOW	…connectors/ai/open_ai/services/azure_text_embedding.py	26	CODE
LOW	…el/connectors/ai/open_ai/services/azure_config_base.py	28	CODE
LOW	…nnectors/ai/open_ai/services/open_ai_text_embedding.py	26	CODE
LOW	…nectors/ai/open_ai/services/open_ai_text_completion.py	23	CODE
LOW	…ernel/connectors/ai/open_ai/services/azure_realtime.py	51	CODE
LOW	…ernel/connectors/ai/open_ai/services/azure_realtime.py	199	CODE
LOW	…nel/connectors/ai/open_ai/services/open_ai_realtime.py	42	CODE
LOW	…nel/connectors/ai/open_ai/services/open_ai_realtime.py	123	CODE
LOW	…onnectors/ai/open_ai/services/azure_text_completion.py	36	CODE
LOW	…/connectors/ai/open_ai/services/azure_text_to_image.py	23	CODE
LOW	…/connectors/ai/open_ai/services/azure_text_to_audio.py	23	CODE
LOW	…/connectors/ai/open_ai/services/azure_audio_to_text.py	23	CODE
LOW	…nectors/ai/open_ai/services/open_ai_chat_completion.py	23	CODE
LOW	…onnectors/ai/open_ai/services/open_ai_text_to_image.py	21	CODE
LOW	…onnectors/ai/open_ai/services/open_ai_audio_to_text.py	21	CODE
LOW	…onnectors/ai/open_ai/services/open_ai_text_to_audio.py	21	CODE
LOW	…ference/services/azure_ai_inference_chat_completion.py	64	CODE
LOW	…azure_ai_inference/services/azure_ai_inference_base.py	45	CODE
LOW	…ntic_kernel/contents/streaming_chat_message_content.py	99	CODE
LOW	…on/semantic_kernel/contents/function_result_content.py	44	CODE
LOW	…thon/semantic_kernel/contents/function_call_content.py	47	CODE
LOW	python/semantic_kernel/contents/chat_message_content.py	134	CODE
LOW	…plugins/sessions_python_tool/sessions_python_plugin.py	49	CODE
LOW	…thon/semantic_kernel/agents/azure_ai/azure_ai_agent.py	639	CODE
LOW	…thon/semantic_kernel/agents/azure_ai/azure_ai_agent.py	747	CODE
LOW	…thon/semantic_kernel/agents/azure_ai/azure_ai_agent.py	856	CODE
LOW	…emantic_kernel/agents/azure_ai/agent_thread_actions.py	109	CODE
LOW	…emantic_kernel/agents/azure_ai/agent_thread_actions.py	463	CODE
LOW	…kernel/agents/chat_completion/chat_completion_agent.py	126	CODE
31 more matches not shown…

Redundant / Tautological Comments46 hits · 70 pts

Severity	File	Line	Snippet	Context
LOW	python/tests/unit/connectors/ai/bedrock/conftest.py	178	# Check if model_provider fixture is requested by the test	COMMENT
LOW	python/tests/unit/connectors/ai/bedrock/conftest.py	242	# Check if model_provider fixture is requested by the test	COMMENT
LOW	python/tests/unit/connectors/ai/bedrock/conftest.py	281	# Check if model_provider fixture is requested by the test	COMMENT
LOW	python/tests/unit/agents/runtime/test_runtime.py	223	# Check if logger has the exception.	COMMENT
LOW	…sts/unit/functions/test_kernel_function_from_prompt.py	453	# Write files with UTF-8 encoding	COMMENT
LOW	…sts/unit/functions/test_kernel_function_from_prompt.py	514	# Write files with Latin-1 encoding	COMMENT
LOW	…sts/unit/functions/test_kernel_function_from_prompt.py	555	# Write files with Windows-1252 encoding	COMMENT
LOW	python/tests/unit/kernel/test_kernel.py	774	# Write files with UTF-8 encoding	COMMENT
LOW	…ory/azure_ai_search_hotel_samples/2_use_as_a_plugin.py	183	# Check if the collection exists.	COMMENT
LOW	…search_hotel_samples/1_interact_with_the_collection.py	30	# Check if the collection exists.	COMMENT
LOW	…les/concepts/filtering/auto_function_invoke_filters.py	143	# Check if any result.value is a FunctionResultContent	COMMENT
LOW	…amples/concepts/prompt_templates/handlebars_prompts.py	71	# Set allow_dangerously_set_content to True only if arguments do not contain harmful content.	STRING
LOW	…ed_conversations/guided_conversation/plugins/agenda.py	227	# Check if any item has a resource value of 0	COMMENT
LOW⚡	…_conversations/guided_conversation/plugins/artifact.py	140	# Check if the field name is valid, and return with a failure message if not	COMMENT
LOW⚡	…_conversations/guided_conversation/plugins/artifact.py	150	# Check if there have been too many previous failed attempts to update the field	COMMENT
LOW	…ided_conversation/plugins/guided_conversation_agent.py	327	# Check if tool_args contains the field and value to update	COMMENT
LOW	…tions/guided_conversation/utils/openai_tool_calling.py	140	# Check if any tool was called.	COMMENT
LOW	…tions/guided_conversation/utils/openai_tool_calling.py	153	# Check if the required arguments were passed.	COMMENT
LOW	…h_oauth/server/mcp_simple_auth/simple_auth_provider.py	248	# Check if expired	COMMENT
LOW	…n/samples/learn_resources/evaluate_with_prompt_flow.py	42	# Print the outputs of the flow	COMMENT
LOW	python/semantic_kernel/connectors/sql_server.py	828	# Check if the type is a list	COMMENT
LOW	python/semantic_kernel/connectors/mcp.py	191	# Check if 'properties' is missing or not a dictionary	COMMENT
LOW	python/semantic_kernel/connectors/mcp.py	210	# Check if 'properties' is missing or not a dictionary	COMMENT
LOW	python/semantic_kernel/connectors/azure_ai_search.py	650	# Check if the top-level property is in the data model	COMMENT
LOW	python/semantic_kernel/connectors/postgres.py	121	# Check if the type is a list	COMMENT
LOW	python/semantic_kernel/connectors/postgres.py	129	# Check if the type is a dictionary	COMMENT
LOW	python/semantic_kernel/connectors/in_memory.py	775	# Check if the node type is allowed	COMMENT
LOW	…connectors/memory_stores/milvus/milvus_memory_store.py	287	# Check if the collection exists.	COMMENT
LOW	…connectors/memory_stores/milvus/milvus_memory_store.py	330	# Check if the collection exists	COMMENT
LOW	…connectors/memory_stores/milvus/milvus_memory_store.py	408	# Check if collection exists	COMMENT
LOW	…s/ai/mistral_ai/services/mistral_ai_chat_completion.py	252	# Check if usage exists and has a value, then add it to the metadata	COMMENT
LOW	python/semantic_kernel/contents/binary_content.py	205	# Read file as binary data to handle all file types properly	COMMENT
LOW	…contents/history_reducer/chat_history_reducer_utils.py	202	# Check if the pair or itself fails filter_func	COMMENT
LOW	python/semantic_kernel/processes/process_types.py	27	# Check if t_state is a TypeVar (e.g., TypeVar('TState'))	COMMENT
LOW	…emantic_kernel/agents/azure_ai/agent_thread_actions.py	231	# Check if function calling is required	COMMENT
LOW	…emantic_kernel/agents/azure_ai/agent_thread_actions.py	265	# Check if MCP tool approval is required	COMMENT
LOW	…emantic_kernel/agents/azure_ai/agent_thread_actions.py	692	# Check if this is a function call request	COMMENT
LOW	…emantic_kernel/agents/azure_ai/agent_thread_actions.py	733	# Check if this is an MCP tool approval request	COMMENT
LOW	…rnel/agents/runtime/in_process/runtime_impl_helpers.py	55	# Check if the subscription already exists	COMMENT
LOW	…rnel/agents/runtime/in_process/runtime_impl_helpers.py	64	# Check if the subscription exists	COMMENT
LOW	python/semantic_kernel/agents/bedrock/bedrock_agent.py	317	# Check if there is function call requests. If there are function calls,	COMMENT
LOW	python/semantic_kernel/agents/bedrock/bedrock_agent.py	419	# Check if there is function call requests. If there are function calls,	COMMENT
LOW	…ernel/agents/open_ai/responses_agent_thread_actions.py	236	# Check if tool calls are required	COMMENT
LOW	…ntic_kernel/agents/open_ai/assistant_thread_actions.py	260	# Check if function calling required	COMMENT
LOW	…emantic_kernel/prompt_template/prompt_template_base.py	78	# Check if this variable allows dangerous content	COMMENT
LOW⚡	…Tests/TestData/tavily_what_is_the_semantic_kernel.json	54	"raw_content": "How to quickly start with Semantic Kernel \| Microsoft Learn\nSkip to main content\nThis browser is	CODE

Structural Annotation Overuse26 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/samples/concepts/auto_function_calling/nexus_raven.py	52	# Step 0: Define a custom AI Service, with Prompt Execution settings. ###	COMMENT
LOW⚡	…/samples/concepts/auto_function_calling/nexus_raven.py	222	# Step 1: Define the functions you want to articulate. ###	COMMENT
LOW⚡	…/samples/concepts/auto_function_calling/nexus_raven.py	294	# Step 2: Let's define some utils for building the prompt ###	COMMENT
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	320	# Step 3: Let's define the two prompts, one for Nexus, one for OpenAI ###	COMMENT
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	359	# Step 4: The main function and a runner ###	COMMENT
LOW	…es/demos/copilot_studio_agent/src/direct_line_agent.py	182	# Step 2: Start a conversation if one hasn't already been started.	COMMENT
LOW⚡	…es/demos/copilot_studio_agent/src/direct_line_agent.py	194	# Step 3: Post the message payload.	COMMENT
LOW⚡	…es/demos/copilot_studio_agent/src/direct_line_agent.py	202	# Step 4: Poll for new activities using watermark until DynamicPlanFinished event is found.	COMMENT
LOW	python/samples/demos/mcp_with_oauth/README.md	12	### Step 1: Start Authorization Server	COMMENT
LOW	python/samples/demos/mcp_with_oauth/README.md	30	### Step 2: Start Resource Server (MCP Server)	COMMENT
LOW	python/samples/demos/mcp_with_oauth/README.md	44	### Step 3: Test with Client	COMMENT
LOW	python/samples/demos/document_generator/README.md	47	### Step 1: Set up the environment	COMMENT
LOW	python/samples/demos/document_generator/README.md	73	### Step 2: Run the app	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	453	# Step 1: check if function calling enabled:	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	461	# Step 2: check if there is a function that can be found.	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	469	# Step 3: Parse into the function call content, and yield that.	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	508	# Step 5: Create the function result event	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	513	# Step 6: send the result to the service and call `create response`	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	516	# Step 7: yield the function result back to the developer as well	COMMENT
LOW	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	482	# Step 4: Invoke the function call	COMMENT
LOW	docs/decisions/0054-processes.md	193	#### Step 3 - Get output from the Process:	COMMENT
LOW	docs/decisions/0054-processes.md	211	#### Step 4 - Process object model:	COMMENT
LOW	docs/decisions/0054-processes.md	280	#### Step 5 - Run the Process:	COMMENT
LOW	…samples/Demos/ModelContextProtocolPluginAuth/README.md	54	### Step 1: Start the Test OAuth Server	COMMENT
LOW	…samples/Demos/ModelContextProtocolPluginAuth/README.md	65	### Step 2: Start the Protected MCP Server	COMMENT
LOW	…samples/Demos/ModelContextProtocolPluginAuth/README.md	76	### Step 3: Run the ModelContextProtocolPluginAuth sample	COMMENT

Empty Error Handlers9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	…ests/integration/cross_language/test_cross_language.py	177	except NotImplementedError:	CODE
HIGH	…ests/integration/cross_language/test_cross_language.py	145	except NotImplementedError:	CODE
HIGH	python/samples/concepts/realtime/utils.py	242	except asyncio.CancelledError:	CODE
HIGH	python/semantic_kernel/processes/process_types.py	31	except Exception:	CODE
HIGH	…hon/semantic_kernel/agents/runtime/in_process/queue.py	140	except ValueError:	CODE
HIGH	…hon/semantic_kernel/agents/runtime/in_process/queue.py	187	except ValueError:	CODE
HIGH	…ernel/agents/open_ai/responses_agent_thread_actions.py	943	except (AttributeError, TypeError): # pragma: no cover - be resilient to provider shape changes	CODE
HIGH	…ernel/agents/open_ai/responses_agent_thread_actions.py	954	except (AttributeError, TypeError): # pragma: no cover - be resilient to provider shape changes	CODE
HIGH	python/semantic_kernel/data/vector.py	1599	except VectorStoreOperationException:	CODE

Verbosity Indicators15 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	…/samples/concepts/auto_function_calling/nexus_raven.py	52	# Step 0: Define a custom AI Service, with Prompt Execution settings. ###	COMMENT
LOW⚡	…/samples/concepts/auto_function_calling/nexus_raven.py	222	# Step 1: Define the functions you want to articulate. ###	COMMENT
LOW⚡	…/samples/concepts/auto_function_calling/nexus_raven.py	294	# Step 2: Let's define some utils for building the prompt ###	COMMENT
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	320	# Step 3: Let's define the two prompts, one for Nexus, one for OpenAI ###	COMMENT
LOW	…/samples/concepts/auto_function_calling/nexus_raven.py	359	# Step 4: The main function and a runner ###	COMMENT
LOW	…es/demos/copilot_studio_agent/src/direct_line_agent.py	182	# Step 2: Start a conversation if one hasn't already been started.	COMMENT
LOW⚡	…es/demos/copilot_studio_agent/src/direct_line_agent.py	194	# Step 3: Post the message payload.	COMMENT
LOW⚡	…es/demos/copilot_studio_agent/src/direct_line_agent.py	202	# Step 4: Poll for new activities using watermark until DynamicPlanFinished event is found.	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	453	# Step 1: check if function calling enabled:	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	461	# Step 2: check if there is a function that can be found.	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	469	# Step 3: Parse into the function call content, and yield that.	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	508	# Step 5: Create the function result event	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	513	# Step 6: send the result to the service and call `create response`	COMMENT
LOW⚡	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	516	# Step 7: yield the function result back to the developer as well	COMMENT
LOW	…el/connectors/ai/open_ai/services/_open_ai_realtime.py	482	# Step 4: Invoke the function call	COMMENT

Cross-Language Confusion4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…tors/ai/open_ai/services/test_azure_chat_completion.py	775	"Error code: 400 - {'error': {'message': \"%s\", 'type': null, 'param': 'prompt', 'code': 'content_filter', "	CODE
HIGH	…tests/unit/data/test_vector_store_record_collection.py	186	assert record_2.equals(record)	CODE
HIGH	…tests/unit/data/test_vector_store_record_collection.py	202	assert records.equals(batch)	CODE
HIGH	python/tests/unit/data/test_text_search.py	61	['{"name":null,"value":"test","link":null}'] if output_type is TextSearchResult else ["test"]	CODE

Magic Placeholder Names4 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	…/getting_started_with_agents/chat_completion/README.md	34	api_key="your-api-key",	CODE
HIGH	…tors/ai/open_ai/services/open_ai_text_to_image_base.py	103	api_key="your-api-key",	STRING
HIGH	…tors/ai/open_ai/services/open_ai_text_to_image_base.py	180	api_key="your-api-key",	STRING
HIGH⚡	…Tests/TestData/tavily_what_is_the_semantic_kernel.json	54	"raw_content": "How to quickly start with Semantic Kernel \| Microsoft Learn\nSkip to main content\nThis browser is	CODE

Overly Generic Function Names13 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	python/tests/unit/test_serialization.py	59	def my_function(arguments: KernelArguments) -> str:	CODE
LOW	…tests/unit/core_plugins/test_sessions_python_plugin.py	602	def handle_request(request: httpx.Request) -> httpx.Response:	CODE
LOW⚡	python/tests/unit/utils/test_feature_stage_decorator.py	7	def my_function() -> None:	CODE
LOW	…ts/unit/prompt_template/test_kernel_prompt_template.py	69	def my_function(arguments: KernelArguments) -> str:	CODE
LOW	…ts/unit/prompt_template/test_kernel_prompt_template.py	88	def my_function(myVar: str) -> str:	CODE
LOW	…ts/unit/prompt_template/test_kernel_prompt_template.py	107	async def my_function(myVar: str) -> str:	CODE
LOW	…ts/unit/prompt_template/test_kernel_prompt_template.py	128	def my_function(arguments: KernelArguments) -> str:	CODE
LOW⚡	…sts/unit/functions/test_kernel_function_from_method.py	251	def my_function(input: str) -> str:	CODE
LOW⚡	…sts/unit/functions/test_kernel_function_from_method.py	266	def my_function(input_obj: InputObject) -> str:	CODE
LOW	…sts/unit/functions/test_kernel_function_from_method.py	231	def my_function(kernel, service, execution_settings, arguments) -> str:	CODE
LOW	…sts/unit/functions/test_kernel_function_from_method.py	287	def my_function(input_obj: InputObject) -> str:	CODE
LOW	…sts/unit/functions/test_kernel_function_from_method.py	303	def my_function(input_obj: InputObject, input_str: str) -> str:	CODE
LOW	…sts/unit/functions/test_kernel_function_from_method.py	319	def my_function(input_obj: InputObject, input_str: str \| int) -> str:	CODE

AI Response Leakage2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…/azure_ai_agent/step10_azure_ai_agent_deep_research.py	109	# I'll update you with a comprehensive overview soon.	STRING
HIGH⚡	…Tests/TestData/tavily_what_is_the_semantic_kernel.json	54	"raw_content": "How to quickly start with Semantic Kernel \| Microsoft Learn\nSkip to main content\nThis browser is	CODE

Dead Code4 hits · 8 pts

Severity	File	Line	Context
MEDIUM	…s/unit/agents/azure_ai_agent/test_mcp_tool_approval.py	217	CODE
MEDIUM	…/tests/integration/completions/test_text_completion.py	275	CODE
MEDIUM	…ic_kernel/connectors/ai/text_completion_client_base.py	52	CODE
MEDIUM	…ic_kernel/connectors/ai/chat_completion_client_base.py	78	CODE

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	dotnet/samples/Demos/ContentSafety/README.md	5	[Azure AI Content Safety](https://learn.microsoft.com/en-us/azure/ai-services/content-safety/overview) detects harmful u	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…time/Abstractions/Internal/KeyValueParserExtensions.cs	34	/// Example usage:	COMMENT

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings