36.7

Adjusted Signal

36.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

14.4K

Stars

Python

Language

1.2M

Lines of Code

4.9K

Files

24.3K

Pattern Hits

2026-10-31

Scan Date

0.62

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 49.9/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 18388 finding(s).

Hallucinated Dependency & Supply Chain Risk 60.9/100 · HIGH

Are imports declared and package/API names verified? 3927 finding(s).

Agent Over-Engineering Ratio 48.0/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 16800 finding(s).

PR Review Velocity Impact 88.3/100 · CRITICAL

Which changes need focused human review? 24290 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 2498HIGH 544MEDIUM 1588LOW 19660

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 24290 distinct pattern matches across 28 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.

Hallucination Indicators2498 hits · 21612 pts

Severity	File	Line	Snippet	Context
CRITICAL	…nts/responses/foundry_memory/provision_memory_store.py	42	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…d-agents/responses/azure_search_rag/provision_index.py	25	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…s/build_your_own_claw/claw_step02_working_with_data.py	192	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…ive/invoke_foundry_toolbox_mcp/toolbox_provisioning.py	26	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…ing/agent_framework_foundry_hosting/_workflow_state.py	311	fresh = self.run.workflow._runner.state.export_state() # pyright: ignore[reportPrivateUsage]	CODE
CRITICAL	…ages/foundry/tests/foundry/test_foundry_chat_client.py	39	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…n/packages/foundry/tests/foundry/test_foundry_agent.py	41	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…ges/foundry/tests/foundry/test_agui_provider_matrix.py	66	conversation = await self._agent.client.client.conversations.create()	CODE
CRITICAL	…ckages/foundry/agent_framework_foundry/_chat_client.py	454	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…hon/packages/foundry/agent_framework_foundry/_agent.py	913	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	python/packages/core/tests/core/test_mcp.py	9449	meta = server.session.call_tool.call_args.kwargs.get("meta") # type: ignore[union-attr] # ty: ignore[unresolve	CODE
CRITICAL	…zure-ai-search/tests/test_aisearch_context_provider.py	1321	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…on/packages/azure-ai-search/tests/test_vector_store.py	35	from azure.core.exceptions import HttpResponseError, ResourceExistsError, ResourceNotFoundError	CODE
CRITICAL	…h/agent_framework_azure_ai_search/_context_provider.py	34	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	…earch/agent_framework_azure_ai_search/_vector_store.py	37	from azure.core.exceptions import ResourceExistsError, ResourceNotFoundError	CODE
CRITICAL	…kages/openai/tests/openai/test_agui_provider_matrix.py	52	conversation = await self._agent.client.client.conversations.create()	CODE
CRITICAL	…AI.CosmosNoSql.UnitTests/CosmosCheckpointStoreTests.cs	53	options.TypeInfoResolver = new System.Text.Json.Serialization.Metadata.DefaultJsonTypeInfoResolver();	CODE
CRITICAL	…ts.AI.Foundry.Hosting.UnitTests/InputConverterTests.cs	1296	new MessageContent[] { new Azure.AI.AgentServer.Responses.Models.TextContent("plain text") });	CODE
CRITICAL	…ts.AI.Foundry.Hosting.UnitTests/InputConverterTests.cs	1415	content: new MessageContent[] { new Azure.AI.AgentServer.Responses.Models.TextContent("sdk text") },	CODE
CRITICAL	…ndry.Hosting.UnitTests/FoundryAIToolExtensionsTests.cs	12	var record = Azure.AI.Projects.Agents.ProjectsAgentsModelFactory.ToolboxRecord(	CODE
CRITICAL	…ndry.Hosting.UnitTests/FoundryAIToolExtensionsTests.cs	28	var record = Azure.AI.Projects.Agents.ProjectsAgentsModelFactory.ToolboxRecord(	CODE
CRITICAL	…ndry.Hosting.UnitTests/FoundryAIToolExtensionsTests.cs	51	var version = Azure.AI.Projects.Agents.ProjectsAgentsModelFactory.ToolboxVersion(	CODE
CRITICAL	…/Microsoft.Agents.AI.Purview/ScopedContentProcessor.cs	533	string[] locationSegments = pcRequest.ContentToProcess.ProtectedAppMetadata.ApplicationLocation.DataType.Split('	CODE
CRITICAL⚡	…ive.Mcp/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	3	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DefaultMcpToolHandler(System.Func<string!, System.Th	CODE
CRITICAL⚡	…ive.Mcp/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	4	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DisposeAsync() -> System.Threading.Tasks.ValueTask	CODE
CRITICAL⚡	…ive.Mcp/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	5	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.InvokeToolAsync(string! serverUrl, string? serverLab	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net8.0/PublicAPI.Shipped.txt	3	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DefaultMcpToolHandler(System.Func<string!, System.Th	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net8.0/PublicAPI.Shipped.txt	4	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DisposeAsync() -> System.Threading.Tasks.ValueTask	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net8.0/PublicAPI.Shipped.txt	5	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.InvokeToolAsync(string! serverUrl, string? serverLab	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net9.0/PublicAPI.Shipped.txt	3	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DefaultMcpToolHandler(System.Func<string!, System.Th	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net9.0/PublicAPI.Shipped.txt	4	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DisposeAsync() -> System.Threading.Tasks.ValueTask	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net9.0/PublicAPI.Shipped.txt	5	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.InvokeToolAsync(string! serverUrl, string? serverLab	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net472/PublicAPI.Shipped.txt	3	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DefaultMcpToolHandler(System.Func<string!, System.Th	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net472/PublicAPI.Shipped.txt	4	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DisposeAsync() -> System.Threading.Tasks.ValueTask	CODE
CRITICAL⚡	…Declarative.Mcp/PublicAPI/net472/PublicAPI.Shipped.txt	5	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.InvokeToolAsync(string! serverUrl, string? serverLab	CODE
CRITICAL⚡	…eclarative.Mcp/PublicAPI/net10.0/PublicAPI.Shipped.txt	3	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DefaultMcpToolHandler(System.Func<string!, System.Th	CODE
CRITICAL⚡	…eclarative.Mcp/PublicAPI/net10.0/PublicAPI.Shipped.txt	4	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.DisposeAsync() -> System.Threading.Tasks.ValueTask	CODE
CRITICAL⚡	…eclarative.Mcp/PublicAPI/net10.0/PublicAPI.Shipped.txt	5	Microsoft.Agents.AI.Workflows.Declarative.Mcp.DefaultMcpToolHandler.InvokeToolAsync(string! serverUrl, string? serverLab	CODE
CRITICAL	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	39	Microsoft.Agents.AI.AIContextProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microsoft.Agents	CODE
CRITICAL	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	160	Microsoft.Agents.AI.ChatHistoryProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microsoft.Agen	CODE
CRITICAL	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	183	Microsoft.Agents.AI.InMemoryChatHistoryProvider.State.State() -> void	CODE
CRITICAL⚡	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	218	[MAAI001]Microsoft.Agents.AI.AIContextProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microso	CODE
CRITICAL⚡	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	219	[MAAI001]Microsoft.Agents.AI.AIContextProvider.InvokingContext.InvokingContext(Microsoft.Agents.AI.AIAgent! agent, Micro	CODE
CRITICAL⚡	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	220	[MAAI001]Microsoft.Agents.AI.ChatHistoryProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Micro	CODE
CRITICAL⚡	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	221	[MAAI001]Microsoft.Agents.AI.ChatHistoryProvider.InvokingContext.InvokingContext(Microsoft.Agents.AI.AIAgent! agent, Mic	CODE
CRITICAL⚡	…actions/PublicAPI/netstandard2.0/PublicAPI.Shipped.txt	223	[MAAI001]Microsoft.Agents.AI.MessageAIContextProvider.InvokingContext.InvokingContext(Microsoft.Agents.AI.AIAgent! agent	CODE
CRITICAL	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	39	Microsoft.Agents.AI.AIContextProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microsoft.Agents	CODE
CRITICAL	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	160	Microsoft.Agents.AI.ChatHistoryProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microsoft.Agen	CODE
CRITICAL	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	183	Microsoft.Agents.AI.InMemoryChatHistoryProvider.State.State() -> void	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	218	[MAAI001]Microsoft.Agents.AI.AIContextProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microso	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	219	[MAAI001]Microsoft.Agents.AI.AIContextProvider.InvokingContext.InvokingContext(Microsoft.Agents.AI.AIAgent! agent, Micro	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	220	[MAAI001]Microsoft.Agents.AI.ChatHistoryProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Micro	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	221	[MAAI001]Microsoft.Agents.AI.ChatHistoryProvider.InvokingContext.InvokingContext(Microsoft.Agents.AI.AIAgent! agent, Mic	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net8.0/PublicAPI.Shipped.txt	223	[MAAI001]Microsoft.Agents.AI.MessageAIContextProvider.InvokingContext.InvokingContext(Microsoft.Agents.AI.AIAgent! agent	CODE
CRITICAL	…AI.Abstractions/PublicAPI/net9.0/PublicAPI.Shipped.txt	39	Microsoft.Agents.AI.AIContextProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microsoft.Agents	CODE
CRITICAL	…AI.Abstractions/PublicAPI/net9.0/PublicAPI.Shipped.txt	160	Microsoft.Agents.AI.ChatHistoryProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microsoft.Agen	CODE
CRITICAL	…AI.Abstractions/PublicAPI/net9.0/PublicAPI.Shipped.txt	183	Microsoft.Agents.AI.InMemoryChatHistoryProvider.State.State() -> void	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net9.0/PublicAPI.Shipped.txt	218	[MAAI001]Microsoft.Agents.AI.AIContextProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Microso	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net9.0/PublicAPI.Shipped.txt	219	[MAAI001]Microsoft.Agents.AI.AIContextProvider.InvokingContext.InvokingContext(Microsoft.Agents.AI.AIAgent! agent, Micro	CODE
CRITICAL⚡	…AI.Abstractions/PublicAPI/net9.0/PublicAPI.Shipped.txt	220	[MAAI001]Microsoft.Agents.AI.ChatHistoryProvider.InvokedContext.InvokedContext(Microsoft.Agents.AI.AIAgent! agent, Micro	CODE
2438 more matches not shown…

Hyper-Verbose Identifiers14603 hits · 10846 pts

Severity	File	Line	Snippet	Context
LOW	…ts/samples/end_to_end/test_chatkit_attachment_store.py	19	def _load_attachment_store_module() -> ModuleType:	CODE
LOW	…ts/samples/end_to_end/test_chatkit_attachment_store.py	48	def test_get_file_path_returns_direct_child(tmp_path: Path) -> None:	CODE
LOW	…ts/samples/end_to_end/test_chatkit_attachment_store.py	68	def test_get_file_path_rejects_non_filename_ids(tmp_path: Path, attachment_id: str) -> None:	CODE
LOW	…ts/samples/end_to_end/test_chatkit_attachment_store.py	75	async def test_attachment_routes_return_bad_request_for_invalid_id(chatkit_app_module: ModuleType) -> None:	CODE
LOW	…on/tests/samples/agents/test_foundry_toolbox_sample.py	53	def test_create_sample_toolbox_reports_upgrade_for_older_sdk(	CODE
LOW	…on/tests/samples/agents/test_foundry_toolbox_sample.py	67	def test_create_sample_toolbox_accepts_tool_search_sdk(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	60	def test_explicit_endpoint_returned_as_is(self, resolve_endpoint, monkeypatch: pytest.MonkeyPatch):	CODE
LOW⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	67	def test_empty_string_raises_value_error(self, resolve_endpoint, monkeypatch: pytest.MonkeyPatch):	CODE
LOW⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	73	def test_fallback_constructs_url_from_project_vars(self, resolve_endpoint, monkeypatch: pytest.MonkeyPatch):	CODE
LOW⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	82	def test_fallback_strips_trailing_slash_from_project_endpoint(	CODE
LOW	python/tests/samples/hosting/test_toolbox_endpoint.py	93	def test_neither_variable_group_set_raises_value_error(self, resolve_endpoint, monkeypatch: pytest.MonkeyPatch):	CODE
LOW	…-migration/orchestrations/01_round_robin_group_chat.py	102	async def run_agent_framework_with_cycle() -> None:	CODE
LOW	…c-kernel-migration/processes/fan_out_fan_in_process.py	49	async def _start_local_kernel_process(	CODE
LOW	…c-kernel-migration/processes/fan_out_fan_in_process.py	136	async def run_semantic_kernel_process_example() -> None:	CODE
LOW	…c-kernel-migration/processes/fan_out_fan_in_process.py	232	async def run_agent_framework_workflow_example() -> str \| None:	CODE
LOW	…/semantic-kernel-migration/processes/nested_process.py	134	async def run_semantic_kernel_nested_process() -> None:	CODE
LOW	…/semantic-kernel-migration/processes/nested_process.py	253	async def run_agent_framework_nested_workflow(initial_message: str) -> Sequence[str]:	CODE
LOW	…es/semantic-kernel-migration/orchestrations/handoff.py	75	def build_semantic_kernel_agents() -> tuple[list[SKAgent], OrchestrationHandoffs]:	CODE
LOW	…es/semantic-kernel-migration/orchestrations/handoff.py	161	async def run_semantic_kernel_example(initial_task: str, scripted_responses: Sequence[str]) -> str:	CODE
LOW⚡	…es/semantic-kernel-migration/orchestrations/handoff.py	233	def _collect_handoff_requests(events: list[WorkflowEvent]) -> list[WorkflowEvent]:	CODE
LOW⚡	…es/semantic-kernel-migration/orchestrations/handoff.py	241	def _extract_final_conversation(events: list[WorkflowEvent]) -> list[Message]:	CODE
LOW⚡	…es/semantic-kernel-migration/orchestrations/handoff.py	248	async def run_agent_framework_example(initial_task: str, scripted_responses: Sequence[str]) -> str:	CODE
LOW	…semantic-kernel-migration/orchestrations/sequential.py	43	def build_semantic_kernel_agents() -> list[SKAgent]:	CODE
LOW	…semantic-kernel-migration/orchestrations/sequential.py	61	async def sk_agent_response_callback(	CODE
LOW	…semantic-kernel-migration/orchestrations/sequential.py	81	async def run_agent_framework_example(prompt: str) -> list[Message]:	CODE
LOW	…semantic-kernel-migration/orchestrations/sequential.py	106	async def run_semantic_kernel_example(prompt: str) -> str:	CODE
LOW	…semantic-kernel-migration/orchestrations/group_chat.py	60	def build_semantic_kernel_agents() -> list[ChatCompletionAgent]:	CODE
LOW	…semantic-kernel-migration/orchestrations/group_chat.py	118	async def should_request_user_input(self, chat_history: ChatHistory) -> BooleanResult:	CODE
LOW	…semantic-kernel-migration/orchestrations/group_chat.py	188	async def sk_agent_response_callback(message: ChatMessageContent \| Sequence[ChatMessageContent]) -> None:	CODE
LOW	…semantic-kernel-migration/orchestrations/group_chat.py	200	async def run_semantic_kernel_example(task: str) -> str:	CODE
LOW	…semantic-kernel-migration/orchestrations/group_chat.py	230	async def run_agent_framework_example(task: str) -> str:	CODE
LOW	…ic-kernel-migration/orchestrations/concurrent_basic.py	42	def build_semantic_kernel_agents() -> list[ChatCompletionAgent]:	CODE
LOW	…ic-kernel-migration/orchestrations/concurrent_basic.py	60	async def run_semantic_kernel_example(prompt: str) -> Sequence[ChatMessageContent]:	CODE
LOW	…ic-kernel-migration/orchestrations/concurrent_basic.py	78	def _print_semantic_kernel_outputs(outputs: Sequence[ChatMessageContent]) -> None:	CODE
LOW	…ic-kernel-migration/orchestrations/concurrent_basic.py	94	async def run_agent_framework_example(prompt: str) -> Sequence[list[Message]]:	CODE
LOW	…ic-kernel-migration/orchestrations/concurrent_basic.py	119	def _print_agent_framework_outputs(conversations: Sequence[Sequence[Message]]) -> None:	CODE
LOW	…s/semantic-kernel-migration/orchestrations/magentic.py	53	async def build_semantic_kernel_agents() -> list[ChatCompletionAgent \| OpenAIAssistantAgent]:	CODE
LOW	…s/semantic-kernel-migration/orchestrations/magentic.py	83	def sk_agent_response_callback(	CODE
LOW	…s/semantic-kernel-migration/orchestrations/magentic.py	98	async def run_semantic_kernel_example(prompt: str) -> Sequence[ChatMessageContent]:	CODE
LOW	…s/semantic-kernel-migration/orchestrations/magentic.py	121	def _print_semantic_kernel_outputs(outputs: Sequence[ChatMessageContent]) -> None:	CODE
LOW	…s/semantic-kernel-migration/orchestrations/magentic.py	137	async def run_agent_framework_example(prompt: str) -> str \| None:	CODE
LOW	…s/semantic-kernel-migration/orchestrations/magentic.py	194	def _print_agent_framework_output(result: str \| None) -> None:	CODE
LOW	python/samples/04-hosting/a2a/README.md	109	def resolve_tenant_user_scope(context):	CODE
LOW	python/samples/04-hosting/a2a/invoice_data.py	65	def _random_date_within_last_two_months() -> datetime:	CODE
LOW	…/foundry-hosted-agents/invocations/break_glass/main.py	43	def get_session_partition_key() -> str \| tuple[str, str]:	CODE
LOW	…ing/foundry-hosted-agents/invocations/telegram/main.py	204	async def execute_telegram_operation(runtime: Runtime, operation: TelegramOperation) -> dict[str, Any]:	CODE
LOW	…ing/foundry-hosted-agents/invocations/telegram/main.py	268	def _normalize_run_media_type(messages: AgentRunInputs, source_media_type: str, model_media_type: str) -> None:	CODE
LOW	…ents/invocations/telegram/tests/test_infrastructure.py	27	def test_dependencies_use_sample_local_pyproject() -> None:	CODE
LOW⚡	…ents/invocations/telegram/tests/test_infrastructure.py	41	def test_sensitive_telemetry_is_configurable_for_hosted_agent() -> None:	CODE
LOW⚡	…ents/invocations/telegram/tests/test_infrastructure.py	50	def test_agent_instructions_are_included_in_deployment() -> None:	CODE
LOW⚡	…ents/invocations/telegram/tests/test_infrastructure.py	58	def test_apim_policy_preserves_update_and_injects_channel() -> None:	CODE
LOW	…ents/invocations/telegram/tests/test_infrastructure.py	86	def test_cosmos_partition_key_is_session_id() -> None:	CODE
LOW	…ents/invocations/telegram/tests/test_infrastructure.py	93	def test_deployment_health_check_rejects_direct_invocation_and_is_subscription_scoped() -> None:	CODE
LOW	…ents/invocations/telegram/tests/test_infrastructure.py	108	def test_deployment_and_removal_require_sample_owned_resource_group() -> None:	CODE
LOW	…ents/invocations/telegram/tests/test_infrastructure.py	130	def test_remove_script_unregisters_webhook_before_deleting_resource_group() -> None:	CODE
LOW	…-hosted-agents/invocations/telegram/tests/test_main.py	59	def test_sensitive_telemetry_is_enabled_and_dependency_logging_is_suppressed() -> None:	CODE
LOW	…-hosted-agents/invocations/telegram/tests/test_main.py	65	async def test_runtime_configures_azure_monitor_with_sensitive_data(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	…-hosted-agents/invocations/telegram/tests/test_main.py	94	async def test_invoke_rejects_unauthenticated_ingress_before_dispatch(	CODE
LOW	…-hosted-agents/invocations/telegram/tests/test_main.py	120	async def test_invoke_dispatches_authenticated_channel(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	…-hosted-agents/invocations/telegram/tests/test_main.py	144	async def test_dispatches_telegram_without_channel_field(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
14543 more matches not shown…

Decorative Section Separators946 hits · 3078 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	28	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	30	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/tests/samples/hosting/test_toolbox_endpoint.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	18	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	47	# ---------------------------------------------------------------------------	STRING
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	49	# ---------------------------------------------------------------------------	STRING
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	80	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	82	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	153	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	python/samples/04-hosting/a2a/agent_definitions.py	155	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	python/samples/02-agents/auto_retry.py	65	# =============================================================================	COMMENT
MEDIUM⚡	python/samples/02-agents/auto_retry.py	67	# =============================================================================	COMMENT
MEDIUM	python/samples/02-agents/auto_retry.py	111	# =============================================================================	COMMENT
MEDIUM	python/samples/02-agents/auto_retry.py	113	# =============================================================================	COMMENT
MEDIUM⚡	python/samples/02-agents/auto_retry.py	145	# =============================================================================	COMMENT
MEDIUM⚡	python/samples/02-agents/auto_retry.py	147	# =============================================================================	COMMENT
MEDIUM	python/samples/02-agents/auto_retry.py	176	# =============================================================================	COMMENT
MEDIUM	python/samples/02-agents/auto_retry.py	178	# =============================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	190	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	192	# =========================================================================	COMMENT
MEDIUM⚡	python/samples/02-agents/response_stream.py	216	# =========================================================================	COMMENT
MEDIUM⚡	python/samples/02-agents/response_stream.py	218	# =========================================================================	COMMENT
MEDIUM⚡	python/samples/02-agents/response_stream.py	229	# =========================================================================	COMMENT
MEDIUM⚡	python/samples/02-agents/response_stream.py	231	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	262	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	264	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	286	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	288	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	317	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	319	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	369	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	371	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	408	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	410	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	450	# =========================================================================	COMMENT
MEDIUM	python/samples/02-agents/response_stream.py	452	# =========================================================================	COMMENT
MEDIUM	…les/02-agents/middleware/runtime_context_delegation.py	262	# ================================================================	COMMENT
MEDIUM	…les/02-agents/middleware/runtime_context_delegation.py	376	# ===================================================================	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	81	# =============================================================================	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	83	# =============================================================================	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	167	# =============================================================================	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	169	# =============================================================================	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	249	# =============================================================================	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	251	# =============================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	69	# =============================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	71	# =============================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	102	# =============================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	104	# =============================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	135	# =========================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	139	# =========================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	161	# =====================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	164	# =====================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	194	# =============================================================================	COMMENT
MEDIUM	…les/02-agents/security/repo_confidentiality_example.py	196	# =============================================================================	COMMENT
MEDIUM	…agents/skills/code_defined_skill/code_defined_skill.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…agents/skills/code_defined_skill/code_defined_skill.py	58	# ---------------------------------------------------------------------------	COMMENT
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Over-Commented Block1653 hits · 1640 pts

Severity	File	Line	Snippet	Context
LOW	…n-migration/single_agent/03_agent_thread_and_stream.py	1	# /// script	COMMENT
LOW	…s/autogen-migration/single_agent/02_agent_with_tool.py	1	# /// script	COMMENT
LOW	…mples/autogen-migration/single_agent/01_basic_agent.py	1	# /// script	COMMENT
LOW	…c-kernel-migration/processes/fan_out_fan_in_process.py	1	# /// script	COMMENT
LOW	…/semantic-kernel-migration/processes/nested_process.py	1	# /// script	COMMENT
LOW	…hat_completion/03_chat_completion_thread_and_stream.py	1	# /// script	COMMENT
LOW	…-migration/chat_completion/01_basic_chat_completion.py	1	# /// script	COMMENT
LOW	…ration/chat_completion/02_chat_completion_with_tool.py	1	# /// script	COMMENT
LOW	…es/semantic-kernel-migration/orchestrations/handoff.py	1	# /// script	COMMENT
LOW	…semantic-kernel-migration/orchestrations/sequential.py	1	# /// script	COMMENT
LOW	…semantic-kernel-migration/orchestrations/group_chat.py	1	# /// script	COMMENT
LOW	…ic-kernel-migration/orchestrations/concurrent_basic.py	1	# /// script	COMMENT
LOW	…s/semantic-kernel-migration/orchestrations/magentic.py	1	# /// script	COMMENT
LOW	…igration/copilot_studio/02_copilot_studio_streaming.py	1	# /// script	COMMENT
LOW	…ration/copilot_studio/01_basic_copilot_studio_agent.py	1	# /// script	COMMENT
LOW	…enai_responses/03_responses_agent_structured_output.py	1	# /// script	COMMENT
LOW	…migration/openai_responses/01_basic_responses_agent.py	1	# /// script	COMMENT
LOW	…ation/openai_responses/02_responses_agent_with_tool.py	1	# /// script	COMMENT
LOW	python/samples/04-hosting/mcp/manual_app.py	1	# /// script	COMMENT
LOW	python/samples/04-hosting/mcp/session_app.py	1	# /// script	COMMENT
LOW	python/samples/04-hosting/mcp/mcpserver_app.py	1	# /// script	COMMENT
LOW	python/samples/04-hosting/mcp/agent_app.py	1	# /// script	COMMENT
LOW	python/samples/04-hosting/mcp/workflow_app.py	1	# /// script	COMMENT
LOW	…ng/foundry-hosted-agents/invocations/basic/workflow.py	161	main()	COMMENT
LOW	…foundry-hosted-agents/responses/foundry_memory/main.py	1	# /// script	COMMENT
LOW	…oundry-hosted-agents/responses/foundry_toolbox/main.py	1	# /// script	COMMENT
LOW	…ses/foundry_toolbox/scripts/list-foundry-connectors.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…-hosting/foundry-hosted-agents/responses/tools/main.py	1	# /// script	COMMENT
LOW	…04-hosting/foundry-hosted-agents/responses/mcp/main.py	1	# /// script	COMMENT
LOW	…/foundry-hosted-agents/responses/observability/main.py	1	# /// script	COMMENT
LOW	…foundry-hosted-agents/responses/custom_storage/main.py	1	# /// script	COMMENT
LOW	…/foundry-hosted-agents/responses/monty_codeact/main.py	1	# /// script	COMMENT
LOW	…-hosting/foundry-hosted-agents/responses/files/main.py	1	# /// script	COMMENT
LOW	…s/responses/declarative_customer_support/workflow.yaml	1	# A multi-turn customer-support triage workflow defined declaratively.	COMMENT
LOW	…-agents/responses/declarative_customer_support/main.py	1	# /// script	COMMENT
LOW	…undry-hosted-agents/responses/azure_search_rag/main.py	1	# /// script	COMMENT
LOW	…ed-agents/responses/foundry_toolbox_mcp_skills/main.py	1	# /// script	COMMENT
LOW	…ents/responses/foundry_toolbox_mcp_skills/toolbox.yaml	1	# toolbox.yaml	COMMENT
LOW	…04-hosting/container/hyperlight_codeact/call_server.py	1	# /// script	COMMENT
LOW	…-hosting/container/hyperlight_codeact/requirements.txt	1	# agent-framework, agent-framework-foundry-hosting, and agent-framework-hyperlight	COMMENT
LOW	…s/04-hosting/af-hosting/local_responses_harness/app.py	241	# Sample output:	COMMENT
LOW	…on/samples/04-hosting/af-hosting/local_telegram/app.py	1	# /// script	COMMENT
LOW	…es/04-hosting/af-hosting/local_telegram/polling_app.py	1	# /// script	COMMENT
LOW	python/samples/02-agents/response_stream.py	501	#	COMMENT
LOW	…ples/02-agents/vector_stores/optimized_data_formats.py	1	# /// script	COMMENT
LOW	…/02-agents/tools/function_tool_with_max_invocations.py	41	print(f"Response: {response.text}")	COMMENT
LOW	…02-agents/tools/function_tool_recover_from_failures.py	61	response = await agent.run("Greet Bob", session=session)	COMMENT
LOW	python/samples/02-agents/compaction/basics.py	101	# selected_strategy = SlidingWindowStrategy(keep_last_groups=4, preserve_system=True)	COMMENT
LOW	python/samples/02-agents/compaction/basics.py	121	# )	COMMENT
LOW	…on/samples/02-agents/compaction/compaction_provider.py	81	# BEFORE each turn: SlidingWindow drops older message groups from	COMMENT
LOW	…on/samples/02-agents/compaction/compaction_provider.py	141	# ── What the model actually sees ──	COMMENT
LOW	…oviders/file_access_data_processing/data_processing.py	141	# quantity, unit_price, region, salesperson.	COMMENT
LOW	python/samples/02-agents/harness/harness_research.py	1	# /// script	COMMENT
LOW	…n/samples/02-agents/harness/harness_data_processing.py	1	# /// script	COMMENT
LOW	…ness/build_your_own_claw/claw_step01_meet_your_claw.py	1	# /// script	COMMENT
LOW	…s/build_your_own_claw/claw_step02_working_with_data.py	1	# /// script	COMMENT
LOW	…uild_your_own_claw/claw_step03_scaling_capabilities.py	1	# /// script	COMMENT
LOW	…d_your_own_claw/claw_step04_production_ready/hosted.py	1	# /// script	COMMENT
LOW	…ld_your_own_claw/claw_step04_production_ready/evals.py	1	# /// script	COMMENT
LOW	…ld_your_own_claw/claw_step04_production_ready/agent.py	1	# /// script	COMMENT
1593 more matches not shown…

Docstring Block Structure228 hits · 1140 pts

Severity	File	Line	Snippet	Context
HIGH	…arness/build_your_own_claw/subprocess_script_runner.py	26	Run a skill script as a local Python subprocess. Uses ``FileSkillScript.full_path`` as the script path, converts the	STRING
HIGH	…aw_step04_production_ready/subprocess_script_runner.py	26	Run a skill script as a local Python subprocess. Uses ``FileSkillScript.full_path`` as the script path, converts the	STRING
HIGH	…amples/02-agents/harness/console/observers/__init__.py	64	Build observers with planning support (structured output in plan mode). Replaces TextOutputObserver with PlanningOu	STRING
HIGH	…n/samples/02-agents/skills/subprocess_script_runner.py	21	Run a skill script as a local Python subprocess. Uses ``FileSkillScript.full_path`` as the script path, converts the	STRING
HIGH	…/05-end-to-end/chatkit-integration/attachment_store.py	65	Get the filesystem path for an attachment. Args: attachment_id: Identifier used as the attachment f	STRING
HIGH	…osting/agent_framework_foundry_hosting/_state_store.py	184	Load a workflow checkpoint from the store. Args: checkpoint_id: The ID of the checkpoint to load.	STRING
HIGH	…ry_hosting/agent_framework_foundry_hosting/_toolbox.py	405	Return a :class:`~agent_framework.SkillsProvider` backed by this toolbox. A Foundry toolbox can serve Agent Ski	STRING
HIGH	…_hosting/agent_framework_foundry_hosting/_responses.py	3398	Converts an Item to a Message. Args: item: The Item to convert. approval_storage: An optional Appro	STRING
HIGH	…_hosting/agent_framework_foundry_hosting/_responses.py	3720	Converts an OutputItem to a Message. Args: item (OutputItem): The OutputItem to convert. approval_s	STRING
HIGH	…_hosting/agent_framework_foundry_hosting/_responses.py	3765	Converts an OutputMessageContent to a Content object. Args: content (OutputMessageContent): The OutputMessa	STRING
HIGH	…_hosting/agent_framework_foundry_hosting/_responses.py	3826	Converts a MessageContent to a Content object. Args: content (MessageContent): The MessageContent to conver	STRING
HIGH	…ithub_copilot/agent_framework_github_copilot/_agent.py	870	Get a response from the agent. This method returns the final result of the agent's execution as a singl	STRING
HIGH	…ithub_copilot/agent_framework_github_copilot/_agent.py	1087	Internal method to stream updates from GitHub Copilot. Args: messages: The message(s) to send to th	STRING
HIGH	…ithub_copilot/agent_framework_github_copilot/_agent.py	1653	Get an existing session or create a new one for the session. Args: agent_session: The conversation	STRING
HIGH	…ages/foundry/agent_framework_foundry/_foundry_evals.py	188	Resolve a short evaluator name to its fully-qualified ``builtin.*`` form. Args: name: Short name (e.g. ``"r	STRING
HIGH	…s/foundry/agent_framework_foundry/_embedding_client.py	332	Generate embeddings for text and/or image inputs. Text inputs (``str`` or ``Content`` with ``type="text"``) are	STRING
HIGH	…ckages/foundry/agent_framework_foundry/_chat_client.py	789	Create a hosted MCP tool configuration for Foundry. This configures an MCP server that runs remotely on Azure A	STRING
HIGH	…os/agent_framework_azure_cosmos/_checkpoint_storage.py	234	Save a checkpoint to Cosmos DB and return its ID. The checkpoint is encoded to a JSON-compatible form (using pi	STRING
HIGH	…os/agent_framework_azure_cosmos/_checkpoint_storage.py	270	Load a checkpoint from Cosmos DB by ID. Args: checkpoint_id: The unique ID of the checkpoint to loa	STRING
HIGH	python/packages/core/agent_framework/_types.py	179	Detect media type from base64-encoded data by examining magic bytes. This function examines the binary signature (m	STRING
HIGH	python/packages/core/agent_framework/_types.py	288	Extract base64 data string from data URI. Args: content: The Content instance to extract data from. Re	STRING
HIGH	python/packages/core/agent_framework/_types.py	316	Extract and decode binary data from data URI. Args: content: The Content instance to extract data from.	STRING
HIGH	python/packages/core/agent_framework/_types.py	697	Add two UsageDetails dictionaries by summing all numeric values. Missing keys and ``None`` values contribute zero.	STRING
HIGH	python/packages/core/agent_framework/_types.py	1032	Create data content from raw binary data. Use this to create content from binary data (images, audio, documents	STRING
HIGH	python/packages/core/agent_framework/_types.py	1114	Create content from a URI, can be both data URI or external URI. Use this when you already have a properly form	STRING
HIGH	python/packages/core/agent_framework/_types.py	2215	Check if content has a specific top-level media type. Works with data, uri, and hosted_file content types.	STRING
HIGH	python/packages/core/agent_framework/_types.py	2246	Parse arguments from function_call, mcp_server_tool_call, or search_tool_call content. If arguments cannot be p	STRING
HIGH	python/packages/core/agent_framework/_types.py	2524	Prepend instructions to a list of messages with a specified role. This is a helper method for chat clients that nee	STRING
HIGH	python/packages/core/agent_framework/_types.py	5280	Validate and normalize chat options dictionary. Validates numeric constraints and converts types as needed. Ar	STRING
HIGH	python/packages/core/agent_framework/_types.py	5339	Normalize tools into a list. Converts callables to FunctionTool objects and preserves existing tool objects. A	STRING
HIGH	python/packages/core/agent_framework/_types.py	5374	Validate and normalize tools into a list. Converts callables to FunctionTool objects, expands MCP tools to their co	STRING
HIGH	python/packages/core/agent_framework/_types.py	5425	Validate and normalize tool_choice to a ToolMode dict. Args: tool_choice: The tool choice value to validate	STRING
HIGH	python/packages/core/agent_framework/_types.py	5519	Merge two chat options dictionaries. Values from override take precedence over base. Lists and dicts are combin	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	758	Decorate a vector store model without arguments. Args: cls: The class to decorate. Returns: Th	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	780	Create a vector store model decorator with a collection name. Args: cls: The empty decorator target used wh	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	807	Mark a class as a vector store model. Class fields or constructor parameters use ``Annotated`` metadata to describe	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	1348	Upsert a batch of records. Dense sequence lengths are checked after optional embedding generation, befo	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	1419	Get records by keys or list a page of records. Args: keys: A sequence of keys, or ``None`` to list	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	1640	Search from a value, optionally with a precomputed vector. Materialized dense sequence length must match the se	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	1689	Search from a required precomputed vector. Dense sequence length must match the selected vector field's dimensi	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	1735	Search the vector store. Supplied or locally generated dense sequence length is checked against the sel	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	1968	Search from a value, optionally with a precomputed vector. Args: values: The value to search for or	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	2012	Search from a required precomputed vector. Args: search_type: The vector search type. v	STRING
HIGH	python/packages/core/agent_framework/_vectors.py	2564	Create an agent-usable tool backed by vector search. Args: search: The vector search capability invoked by	STRING
HIGH	python/packages/core/agent_framework/_serialization.py	507	Create an instance from a dictionary with optional dependency injection. This method reconstructs an object fro	STRING
HIGH	python/packages/core/agent_framework/_serialization.py	677	Create an instance from a JSON string. This is a convenience method that parses the JSON string using ``json.lo	STRING
HIGH	python/packages/core/agent_framework/_sessions.py	1959	Return a copy of the stored session, or ``None`` when absent. Args: session_id: Opaque caller-selec	STRING
HIGH	python/packages/core/agent_framework/_evaluation.py	1654	Run an agent against test queries and evaluate the results. The simplest path for evaluating an agent during develo	STRING
HIGH	python/packages/core/agent_framework/_telemetry.py	183	Prepend "agent-framework" to the User-Agent in the headers. When user agent telemetry is disabled through the ``AGE	STRING
HIGH	python/packages/core/agent_framework/_tools.py	404	Parse the inputs for a tool, ensuring they are of type Content. Args: inputs: The inputs to parse. Can be a	STRING
HIGH	python/packages/core/agent_framework/_tools.py	1097	Run the AI function with the provided arguments as a Pydantic model. The raw return value of the wrapped functi	STRING
HIGH	python/packages/core/agent_framework/_tools.py	2184	Invoke a function call requested by the agent, applying middleware that is defined. Args: function_call_con	STRING
HIGH	python/packages/core/agent_framework/_mcp.py	3389	Call a tool with the given arguments. Args: tool_name: The name of the tool to call. Keywo	STRING
HIGH	python/packages/core/agent_framework/_mcp.py	3588	Call a prompt with the given arguments. Args: prompt_name: The name of the prompt to retrieve.	STRING
HIGH	python/packages/core/agent_framework/security.py	343	Combine multiple labels using the most restrictive policy. The combined label will be: - UNTRUSTED if any input	STRING
HIGH	python/packages/core/agent_framework/security.py	426	Check if writing data with context_label to a destination with max_allowed confidentiality is permitted. This funct	STRING
HIGH	python/packages/core/agent_framework/security.py	535	Retrieve content and its label by variable ID. Args: var_id: The variable ID. Returns:	STRING
HIGH	python/packages/core/agent_framework/security.py	3858	Make an isolated LLM call with labeled data. This tool creates a quarantined LLM context where untrusted content ca	STRING
HIGH	python/packages/core/agent_framework/security.py	4145	Inspect the content of a stored variable. This tool retrieves content from the ContentVariableStore and adds it to	STRING
HIGH	python/packages/core/agent_framework/security.py	4237	Store untrusted content and return a variable reference. This function is used to store potentially malicious conte	STRING
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Self-Referential Comments345 hits · 1044 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/devsetup.sh	2	# Create a virtual environment with Python 3.10 (you can change this to 3.11, 3.12 or 3.13)	COMMENT
MEDIUM	…n-migration/single_agent/03_agent_thread_and_stream.py	69	# Create a session to maintain state	COMMENT
MEDIUM	…s/autogen-migration/single_agent/02_agent_with_tool.py	35	# Define a simple tool function	COMMENT
MEDIUM	…les/autogen-migration/single_agent/04_agent_as_tool.py	25	# Create a specialized writer agent	COMMENT
MEDIUM	…s/semantic-kernel-migration/orchestrations/magentic.py	159	# Create a manager agent for orchestration	COMMENT
MEDIUM⚡	python/samples/04-hosting/a2a/a2a_server.py	163	# Create the LLM client	COMMENT
MEDIUM⚡	python/samples/04-hosting/a2a/a2a_server.py	171	# Create the Agent Framework agent for the chosen type	COMMENT
MEDIUM	…/foundry-hosted-agents/invocations/break_glass/main.py	24	# Create the agent	COMMENT
MEDIUM	…agents/responses/foundry_toolbox_mcp_skills/agent.yaml	15	# Create the skills and toolbox from the bundled skills/ folder and	COMMENT
MEDIUM	…sponses/foundry_toolbox_mcp_skills/agent.manifest.yaml	34	# Create the skills and toolbox from the bundled skills/ folder and	COMMENT
MEDIUM	python/samples/02-agents/typed_options.py	65	# Create a typed agent for Anthropic - IDE knows Anthropic-specific options!	COMMENT
MEDIUM	python/samples/02-agents/typed_options.py	140	# Create a typed agent - IDE will autocomplete options!	COMMENT
MEDIUM⚡	python/samples/02-agents/response_stream.py	221	# Create a fresh stream (streams can only be consumed once)	COMMENT
MEDIUM	…les/02-agents/middleware/runtime_context_delegation.py	92	# Create a container instance that will be shared via closure	COMMENT
MEDIUM	…02-agents/middleware/agent_and_run_level_middleware.py	156	# Create a simple cache key from the last message	COMMENT
MEDIUM	…es/02-agents/middleware/session_behavior_middleware.py	93	# Create a session that will persist messages between runs	COMMENT
MEDIUM	…s/function_tool_from_dict_with_dependency_injection.py	54	# Create the FunctionTool using dependency injection	COMMENT
MEDIUM	…samples/02-agents/tools/function_tool_with_approval.py	41	# Define a simple weather tool that requires approval	COMMENT
MEDIUM	…n/samples/02-agents/tools/function_tool_with_kwargs.py	28	# Define the function tool with explicit invocation context.	COMMENT
MEDIUM	…2-agents/tools/function_tool_with_session_injection.py	23	# Define the function tool with explicit invocation context.	COMMENT
MEDIUM	…2-agents/tools/function_tool_with_session_injection.py	47	# Create a session	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	299	# Create the main agent's Foundry chat client using the configured deployment.	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	306	# Create a separate Foundry client for quarantine operations.	COMMENT
MEDIUM	…n/samples/02-agents/security/email_security_example.py	325	# Create the secure agent - security tools and instructions injected via context provider	COMMENT
MEDIUM	python/samples/02-agents/devui/in_memory_mode.py	108	# Create a basic workflow: Input -> UpperCase -> AddExclamation -> Output	COMMENT
MEDIUM	…on/samples/02-agents/devui/workflow_fanout/workflow.py	636	# Create the workflow instance	COMMENT
MEDIUM	…thon/samples/02-agents/devui/workflow_spam/workflow.py	384	# Create the workflow instance that DevUI can discover	COMMENT
MEDIUM	…roviders/github_copilot/github_copilot_with_session.py	69	# Create a session to maintain conversation context	COMMENT
MEDIUM	…/foundry/foundry_chat_client_code_interpreter_files.py	71	# Create the FoundryChatClient	COMMENT
MEDIUM	…/providers/foundry/foundry_chat_client_with_session.py	75	# Create a new session that will be reused	COMMENT
MEDIUM	…/providers/foundry/foundry_chat_client_with_session.py	126	# Create a new agent instance but use the existing session with its message history	COMMENT
MEDIUM	…rs/azure/openai_chat_completion_client_with_session.py	75	# Create a new session that will be reused	COMMENT
MEDIUM	…rs/azure/openai_chat_completion_client_with_session.py	126	# Create a new agent instance but use the existing session with its message history	COMMENT
MEDIUM	…2-agents/providers/azure/openai_client_with_session.py	73	# Create a new session that will be reused	COMMENT
MEDIUM	…2-agents/providers/azure/openai_client_with_session.py	133	# Create a session with the existing ID	COMMENT
MEDIUM	…roviders/azure/openai_client_with_structured_output.py	32	# Create an Azure OpenAI Chat agent	COMMENT
MEDIUM	…roviders/azure/openai_client_with_structured_output.py	58	# Create an Azure OpenAI Chat agent	COMMENT
MEDIUM	…s/providers/anthropic/anthropic_claude_with_session.py	76	# Create a session to maintain conversation context	COMMENT
MEDIUM	…ples/02-agents/providers/anthropic/anthropic_skills.py	41	# Create an agent with the pptx skill enabled	COMMENT
MEDIUM	…ples/02-agents/providers/openai/client_with_session.py	72	# Create a new session that will be reused	COMMENT
MEDIUM	…ples/02-agents/providers/openai/client_with_session.py	135	# Create a session with the existing ID	COMMENT
MEDIUM	…/02-agents/providers/openai/client_image_generation.py	62	# Create an agent with customized image generation options	COMMENT
MEDIUM	…ents/providers/openai/client_with_structured_output.py	31	# Create an OpenAI Chat agent	COMMENT
MEDIUM	…ents/providers/openai/client_with_structured_output.py	57	# Create an OpenAI Chat agent	COMMENT
MEDIUM	…roviders/openai/chat_completion_client_with_session.py	70	# Create a new session that will be reused	COMMENT
MEDIUM	…roviders/openai/chat_completion_client_with_session.py	119	# Create a new agent instance but use the existing session with its message history	COMMENT
MEDIUM	…amples/02-agents/providers/openai/client_with_shell.py	35	# Create a hosted shell tool with the default auto container environment	COMMENT
MEDIUM	…2-agents/providers/openai/client_with_agent_as_tool.py	42	# Create a specialized writer agent	COMMENT
MEDIUM	…n/samples/02-agents/context_providers/todo_provider.py	64	# Create the TodoProvider and attach it to the agent as a context provider. The provider	COMMENT
MEDIUM⚡	…02-agents/context_providers/azure_ai_foundry_memory.py	63	# Create a memory store	COMMENT
MEDIUM⚡	…02-agents/context_providers/azure_ai_foundry_memory.py	77	# Create the chat client	COMMENT
MEDIUM⚡	…02-agents/context_providers/azure_ai_foundry_memory.py	79	# Create the Foundry Memory context provider	COMMENT
MEDIUM⚡	…02-agents/context_providers/azure_ai_foundry_memory.py	89	# Create an agent with the memory context provider	COMMENT
MEDIUM⚡	…02-agents/context_providers/simple_context_provider.py	119	# Create the memory provider	COMMENT
MEDIUM⚡	…02-agents/context_providers/simple_context_provider.py	122	# Create the agent with memory	COMMENT
MEDIUM⚡	…02-agents/context_providers/simple_context_provider.py	128	# Create a new session for the conversation	COMMENT
MEDIUM	…les/02-agents/context_providers/agent_mode_provider.py	92	# Create the agent and attach the mode provider as a context provider.	COMMENT
MEDIUM	…ples/02-agents/context_providers/redis/redis_basics.py	121	# Create a provider with partition scope and OpenAI embeddings	COMMENT
MEDIUM	…es/02-agents/context_providers/redis/redis_sessions.py	94	# Create a new session - memories should still be accessible due to global scope	COMMENT
MEDIUM	…2-agents/context_providers/redis/redis_conversation.py	85	# Create a session to manage conversation state	COMMENT
285 more matches not shown…

Unused Imports1073 hits · 967 pts

Severity	File	Line	Context
LOW	…c-kernel-migration/processes/fan_out_fan_in_process.py	42	CODE
LOW	…c-kernel-migration/processes/fan_out_fan_in_process.py	43	CODE
LOW	python/samples/04-hosting/a2a/agent_definitions.py	9	CODE
LOW	python/samples/04-hosting/mcp/manual_app.py	23	CODE
LOW	python/samples/04-hosting/mcp/session_app.py	33	CODE
LOW	python/samples/04-hosting/mcp/mcpserver_app.py	27	CODE
LOW	python/samples/04-hosting/mcp/agent_app.py	30	CODE
LOW	python/samples/04-hosting/mcp/workflow_app.py	21	CODE
LOW	…ng/foundry-hosted-agents/invocations/basic/workflow.py	10	CODE
LOW	…osting/foundry-hosted-agents/invocations/basic/main.py	3	CODE
LOW	…ing/foundry-hosted-agents/invocations/telegram/main.py	11	CODE
LOW	…ents/invocations/telegram/tests/test_infrastructure.py	3	CODE
LOW	…-hosted-agents/invocations/telegram/tests/test_main.py	3	CODE
LOW	…oundry-hosted-agents/responses/using_deployed_agent.py	3	CODE
LOW	…foundry-hosted-agents/responses/foundry_memory/main.py	18	CODE
LOW	…oundry-hosted-agents/responses/foundry_toolbox/main.py	17	CODE
LOW	…-hosting/foundry-hosted-agents/responses/tools/main.py	17	CODE
LOW	…04-hosting/foundry-hosted-agents/responses/mcp/main.py	17	CODE
LOW	…/foundry-hosted-agents/responses/observability/main.py	17	CODE
LOW	…foundry-hosted-agents/responses/custom_storage/main.py	25	CODE
LOW	…/foundry-hosted-agents/responses/monty_codeact/main.py	18	CODE
LOW	…g/foundry-hosted-agents/responses/files/file_access.py	5	CODE
LOW	…g/foundry-hosted-agents/responses/files/upload_file.py	14	CODE
LOW	…-hosting/foundry-hosted-agents/responses/files/main.py	17	CODE
LOW	…undry-hosted-agents/responses/azure_search_rag/main.py	18	CODE
LOW	…ed-agents/responses/foundry_toolbox_mcp_skills/main.py	17	CODE
LOW	…ing/af-hosting/local_responses_workflow/call_server.py	19	CODE
LOW	…/04-hosting/af-hosting/local_responses_workflow/app.py	46	CODE
LOW	…ting/af-hosting/local_responses_harness/call_server.py	22	CODE
LOW	…s/04-hosting/af-hosting/local_responses_harness/app.py	72	CODE
LOW	…on/samples/04-hosting/af-hosting/local_telegram/app.py	43	CODE
LOW	…es/04-hosting/af-hosting/local_telegram/polling_app.py	26	CODE
LOW	…4-hosting/af-hosting/local_responses/call_server_af.py	29	CODE
LOW	…s/04-hosting/af-hosting/local_responses/call_server.py	24	CODE
LOW	…n/samples/04-hosting/af-hosting/local_responses/app.py	50	CODE
LOW	…samples/02-agents/vector_stores/vector_store_models.py	3	CODE
LOW	…hon/samples/02-agents/vector_stores/azure_ai_search.py	11	CODE
LOW	…ples/02-agents/vector_stores/optimized_data_formats.py	15	CODE
LOW	…samples/02-agents/tools/function_tool_with_approval.py	12	CODE
LOW	…tools/local_code_interpreter/local_code_interpreter.py	3	CODE
LOW	…de_interpreter/local_code_interpreter_manual_wiring.py	3	CODE
LOW	…tools/monty_code_interpreter/monty_code_interpreter.py	3	CODE
LOW	…de_interpreter/monty_code_interpreter_manual_wiring.py	3	CODE
LOW	python/samples/02-agents/security/github_mcp_example.py	23	CODE
LOW	…thon/samples/02-agents/devui/agent_weather/__init__.py	5	CODE
LOW	…2-agents/devui/agent_content_understanding/__init__.py	4	CODE
LOW	…ent_understanding_file_search_azure_openai/__init__.py	4	CODE
LOW	…mples/02-agents/devui/workflow_with_agents/__init__.py	5	CODE
LOW	…thon/samples/02-agents/devui/agent_foundry/__init__.py	5	CODE
LOW	…thon/samples/02-agents/devui/workflow_spam/__init__.py	5	CODE
LOW	…les/02-agents/providers/foundry/foundry_local_agent.py	4	CODE
LOW	…oviders/foundry/foundry_chat_client_with_hosted_mcp.py	22	CODE
LOW	…hon/samples/02-agents/providers/custom/custom_agent.py	4	CODE
LOW	…s/02-agents/providers/openai/client_with_hosted_mcp.py	11	CODE
LOW	…samples/02-agents/compaction/agent_client_overrides.py	3	CODE
LOW	…02-agents/context_providers/code_act/monty_code_act.py	3	CODE
LOW	…mples/02-agents/context_providers/code_act/code_act.py	3	CODE
LOW	…ervability/configure_otel_providers_with_parameters.py	20	CODE
LOW	…mples/02-agents/observability/foundry_agent_tracing.py	13	CODE
LOW	…/samples/02-agents/observability/advanced_zero_code.py	17	CODE
1013 more matches not shown…

Cross-File Repetition178 hits · 890 pts

Severity	File	Line	Snippet	Context
HIGH	python/README.md	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	python/samples/02-agents/mcp/agent_as_mcp_server.py	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	python/packages/core/README.md	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	…/tests/AgentConformance.IntegrationTests/MenuPlugin.cs	0	special soup: clam chowder special salad: cobb salad special drink: chai tea	STRING
HIGH	python/samples/04-hosting/mcp/manual_app.py	0	start and stop native mcp and model-client resources.	STRING
HIGH	python/samples/04-hosting/mcp/session_app.py	0	start and stop native mcp and model-client resources.	STRING
HIGH	python/samples/04-hosting/mcp/agent_app.py	0	start and stop native mcp and model-client resources.	STRING
HIGH	…ing/foundry-hosted-agents/invocations/telegram/main.py	0	handle sample-owned commands and return whether one matched.	STRING
HIGH	…on/samples/04-hosting/af-hosting/local_telegram/app.py	0	handle sample-owned commands and return whether one matched.	STRING
HIGH	…es/04-hosting/af-hosting/local_telegram/polling_app.py	0	handle sample-owned commands and return whether one matched.	STRING
HIGH	…/04-hosting/af-hosting/local_responses_workflow/app.py	0	run the webhook sample with hypercorn for local development.	STRING
HIGH	…s/04-hosting/af-hosting/local_responses_harness/app.py	0	run the webhook sample with hypercorn for local development.	STRING
HIGH	…n/samples/04-hosting/af-hosting/local_responses/app.py	0	run the webhook sample with hypercorn for local development.	STRING
HIGH	…on/samples/04-hosting/af-hosting/local_telegram/app.py	0	run the webhook sample with hypercorn for local development.	STRING
HIGH	…gents/providers/github_copilot/github_copilot_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…les/02-agents/providers/foundry/foundry_chat_client.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…les/02-agents/providers/foundry/foundry_local_agent.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…-agents/providers/foundry/foundry_chat_client_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…providers/azure/openai_chat_completion_client_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…mples/02-agents/providers/azure/openai_client_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…mples/02-agents/providers/anthropic/anthropic_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…mples/02-agents/providers/ollama/ollama_agent_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…nts/providers/ollama/ollama_with_openai_chat_client.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…-agents/providers/copilotstudio/copilotstudio_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…les/02-agents/providers/mistral/mistral_agent_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…hon/samples/02-agents/providers/openai/client_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…gents/providers/openai/chat_completion_client_basic.py	0	example of non-streaming response (get the complete result at once).	STRING
HIGH	…gents/providers/github_copilot/github_copilot_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…les/02-agents/providers/foundry/foundry_chat_client.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…les/02-agents/providers/foundry/foundry_local_agent.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…-agents/providers/foundry/foundry_chat_client_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…providers/azure/openai_chat_completion_client_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…mples/02-agents/providers/azure/openai_client_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…les/02-agents/providers/anthropic/anthropic_foundry.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…es/02-agents/providers/anthropic/anthropic_advanced.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…ples/02-agents/providers/anthropic/anthropic_skills.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…mples/02-agents/providers/anthropic/anthropic_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…mples/02-agents/providers/ollama/ollama_agent_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…nts/providers/ollama/ollama_with_openai_chat_client.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…-agents/providers/copilotstudio/copilotstudio_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…les/02-agents/providers/mistral/mistral_agent_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…hon/samples/02-agents/providers/openai/client_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…gents/providers/openai/chat_completion_client_basic.py	0	example of streaming response (get results as they are generated).	STRING
HIGH	…/github_copilot/github_copilot_with_file_operations.py	0	permission handler that prompts the user for approval.	STRING
HIGH	…gents/providers/anthropic/anthropic_claude_with_mcp.py	0	permission handler that prompts the user for approval.	STRING
HIGH	…nthropic/anthropic_claude_with_multiple_permissions.py	0	permission handler that prompts the user for approval.	STRING
HIGH	…nts/providers/anthropic/anthropic_claude_with_shell.py	0	permission handler that prompts the user for approval.	STRING
HIGH	…ers/foundry/foundry_chat_client_with_function_tools.py	0	example showing tools defined when creating the agent.	STRING
HIGH	…s/providers/azure/openai_client_with_function_tools.py	0	example showing tools defined when creating the agent.	STRING
HIGH	…e/openai_chat_completion_client_with_function_tools.py	0	example showing tools defined when creating the agent.	STRING
HIGH	…es/02-agents/providers/openai/client_with_local_mcp.py	0	example showing tools defined when creating the agent.	STRING
HIGH	…-agents/providers/openai/client_with_function_tools.py	0	example showing tools defined when creating the agent.	STRING
HIGH	…viders/openai/chat_completion_client_with_local_mcp.py	0	example showing tools defined when creating the agent.	STRING
HIGH	…s/openai/chat_completion_client_with_function_tools.py	0	example showing tools defined when creating the agent.	STRING
HIGH	…ers/foundry/foundry_chat_client_with_function_tools.py	0	example showing both agent-level tools and run-method tools.	STRING
HIGH	…s/providers/azure/openai_client_with_function_tools.py	0	example showing both agent-level tools and run-method tools.	STRING
HIGH	…e/openai_chat_completion_client_with_function_tools.py	0	example showing both agent-level tools and run-method tools.	STRING
HIGH	…-agents/providers/openai/client_with_function_tools.py	0	example showing both agent-level tools and run-method tools.	STRING
HIGH	…s/openai/chat_completion_client_with_function_tools.py	0	example showing both agent-level tools and run-method tools.	STRING
HIGH	…/providers/foundry/foundry_chat_client_with_session.py	0	example showing automatic session creation (service-managed session).	STRING
118 more matches not shown…

Deep Nesting595 hits · 452 pts

Severity	File	Line	Context
LOW	…les/autogen-migration/single_agent/04_agent_as_tool.py	56	CODE
LOW	…es/autogen-migration/orchestrations/04_magentic_one.py	73	CODE
LOW	…n/samples/autogen-migration/orchestrations/03_swarm.py	105	CODE
LOW	…-migration/orchestrations/01_round_robin_group_chat.py	102	CODE
LOW	…ing/foundry-hosted-agents/invocations/telegram/main.py	219	CODE
LOW	…on/samples/04-hosting/af-hosting/local_telegram/app.py	149	CODE
LOW	…es/04-hosting/af-hosting/local_telegram/polling_app.py	121	CODE
LOW	python/samples/02-agents/middleware/chat_middleware.py	108	CODE
LOW	…samples/02-agents/tools/function_tool_with_approval.py	90	CODE
LOW	python/samples/02-agents/devui/agent_weather/agent.py	44	CODE
LOW	…oviders/foundry/foundry_chat_client_with_hosted_mcp.py	77	CODE
LOW	…samples/02-agents/providers/openai/client_reasoning.py	36	CODE
LOW	…samples/02-agents/providers/openai/client_reasoning.py	56	CODE
LOW	…/02-agents/providers/openai/client_with_local_shell.py	33	CODE
LOW	…/02-agents/providers/openai/client_image_generation.py	59	CODE
LOW	…s/02-agents/providers/openai/client_with_hosted_mcp.py	76	CODE
LOW	…/providers/openai/client_streaming_image_generation.py	41	CODE
LOW	…gents/providers/openai/client_with_code_interpreter.py	23	CODE
LOW	…amples/02-agents/providers/openai/client_with_shell.py	26	CODE
LOW	…les/02-agents/compaction/agent_triggered_compaction.py	60	CODE
LOW	…-agents/compaction/agent_triggered_compaction_basic.py	57	CODE
LOW	…on/samples/02-agents/compaction/compaction_provider.py	72	CODE
LOW	…02-agents/context_providers/simple_context_provider.py	48	CODE
LOW	…02-agents/context_providers/code_act/monty_code_act.py	61	CODE
LOW	…mples/02-agents/context_providers/code_act/code_act.py	48	CODE
LOW	…d_your_own_claw/claw_step04_production_ready/hosted.py	105	CODE
LOW	…d_your_own_claw/claw_step04_production_ready/hosted.py	158	CODE
LOW	python/samples/02-agents/harness/console/formatters.py	174	CODE
LOW	python/samples/02-agents/harness/console/app.py	436	CODE
LOW	…client/require_per_service_call_history_persistence.py	68	CODE
LOW	…workflows/human-in-the-loop/sequential_request_info.py	45	CODE
LOW	…les/03-workflows/human-in-the-loop/agents_with_HITL.py	129	CODE
LOW	…workflows/human-in-the-loop/group_chat_request_info.py	46	CODE
LOW	…ws/human-in-the-loop/guessing_game_with_human_input.py	159	CODE
LOW	…workflows/human-in-the-loop/concurrent_request_info.py	48	CODE
LOW	…workflows/human-in-the-loop/concurrent_request_info.py	102	CODE
LOW	…mples/03-workflows/parallelism/fan_out_fan_in_edges.py	112	CODE
LOW	…kflows/checkpoint/checkpoint_with_human_in_the_loop.py	227	CODE
LOW	…amples/03-workflows/composition/sub_workflow_kwargs.py	79	CODE
LOW	…orkflows/composition/sub_workflow_parallel_requests.py	96	CODE
LOW	…orkflows/composition/sub_workflow_parallel_requests.py	289	CODE
LOW	…orkflows/composition/sub_workflow_parallel_requests.py	101	CODE
LOW	…3-workflows/orchestrations/group_chat_agent_manager.py	44	CODE
LOW	…03-workflows/orchestrations/magentic_custom_prompts.py	133	CODE
LOW	…lows/orchestrations/group_chat_philosophical_debate.py	59	CODE
LOW	…s/orchestrations/handoff_with_code_interpreter_file.py	46	CODE
LOW	…ations/handoff_with_tool_approval_checkpoint_resume.py	158	CODE
LOW	…workflows/orchestrations/magentic_human_plan_review.py	49	CODE
LOW	…workflows/orchestrations/group_chat_simple_selector.py	41	CODE
LOW	…/samples/03-workflows/orchestrations/handoff_simple.py	116	CODE
LOW	python/samples/03-workflows/orchestrations/magentic.py	55	CODE
LOW	…ples/03-workflows/orchestrations/handoff_autonomous.py	86	CODE
LOW	…3-workflows/state-management/workflow_kwargs_global.py	94	CODE
LOW	…orkflows/state-management/workflow_kwargs_per_agent.py	92	CODE
LOW	…ples/03-workflows/declarative/customer_support/main.py	168	CODE
LOW	…s/05-end-to-end/workflow_evaluation/create_workflow.py	133	CODE
LOW	…05-end-to-end/ag_ui_workflow_handoff/backend/server.py	256	CODE
LOW	…d-to-end/evaluation/self_reflection/self_reflection.py	216	CODE
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	260	CODE
LOW	python/scripts/check_md_code_blocks.py	56	CODE
535 more matches not shown…

Excessive Try-Catch Wrapping480 hits · 434 pts

Severity	File	Line	Snippet	Context
LOW	python/samples/04-hosting/a2a/a2a_server.py	119	except Exception:	CODE
MEDIUM⚡	python/samples/04-hosting/a2a/a2a_server.py	157	print("Error: FOUNDRY_PROJECT_ENDPOINT environment variable is not set.")	CODE
MEDIUM⚡	python/samples/04-hosting/a2a/a2a_server.py	160	print("Error: FOUNDRY_MODEL environment variable is not set.")	CODE
LOW	python/samples/04-hosting/a2a/agent_framework_to_a2a.py	95	except Exception:	CODE
LOW	…-hosting/foundry-hosted-agents/responses/tools/main.py	64	except Exception as e:	CODE
LOW	…mples/02-agents/devui/workflow_with_agents/workflow.py	50	except Exception:	CODE
LOW	…mples/02-agents/devui/workflow_with_agents/workflow.py	62	except Exception:	CODE
LOW	…/02-agents/providers/anthropic/anthropic_with_shell.py	48	except Exception as e:	CODE
LOW	…/02-agents/providers/openai/client_image_generation.py	42	except Exception:	CODE
LOW	…/02-agents/providers/openai/client_image_generation.py	47	except Exception:	CODE
LOW	…/providers/openai/client_streaming_image_generation.py	37	except Exception as e:	CODE
LOW⚡	…02-agents/context_providers/azure_ai_foundry_memory.py	69	except Exception as e:	CODE
LOW	…02-agents/context_providers/azure_ai_foundry_memory.py	133	except Exception as e:	CODE
MEDIUM	…02-agents/context_providers/azure_ai_foundry_memory.py	134	print(f"An error occurred: {e}")	CODE
LOW	…s/azure_content_understanding/04_invoice_processing.py	162	except Exception:	CODE
LOW	…thon/samples/02-agents/harness/console/agent_runner.py	212	except Exception as ex:	CODE
LOW	python/samples/02-agents/harness/console/app.py	484	except Exception:	CODE
LOW	…les/02-agents/harness/console/components/text_input.py	65	except Exception:	CODE
LOW	…les/02-agents/harness/console/components/text_input.py	77	except Exception:	CODE
LOW	…/02-agents/harness/console/commands/session_handler.py	63	except Exception as ex:	CODE
LOW	…/02-agents/harness/console/commands/session_handler.py	91	except Exception as ex:	CODE
LOW	…ples/02-agents/conversations/redis_history_provider.py	276	except Exception as e:	CODE
MEDIUM	…ples/02-agents/conversations/redis_history_provider.py	277	print(f"Error running examples: {e}")	CODE
LOW	…/02-agents/declarative/azure_openai_responses_agent.py	39	except Exception:	CODE
LOW	python/samples/02-agents/declarative/openai_agent.py	31	except Exception:	CODE
LOW	…workflows/human-in-the-loop/concurrent_request_info.py	80	except Exception:	CODE
LOW	…ples/03-workflows/agents/magentic_workflow_as_agent.py	114	except Exception as e:	CODE
LOW	…es/03-workflows/agents/group_chat_workflow_as_agent.py	87	except Exception as e:	CODE
LOW	…rkflows/orchestrations/concurrent_custom_aggregator.py	79	except Exception as e:	CODE
LOW	…3-workflows/declarative/agent_to_function_tool/main.py	265	except Exception as e:	CODE
LOW	…on/samples/03-workflows/control-flow/edge_condition.py	97	except Exception:	CODE
LOW⚡	…es/05-end-to-end/purview_agent/sample_purview_agent.py	292	except Exception as ex: # pragma: no cover - demo resilience	CODE
LOW⚡	…es/05-end-to-end/purview_agent/sample_purview_agent.py	297	except Exception as ex: # pragma: no cover - demo resilience	CODE
LOW⚡	…es/05-end-to-end/purview_agent/sample_purview_agent.py	302	except Exception as ex: # pragma: no cover - demo resilience	CODE
LOW⚡	…es/05-end-to-end/purview_agent/sample_purview_agent.py	307	except Exception as ex: # pragma: no cover - demo resilience	CODE
LOW	…es/05-end-to-end/workflow_evaluation/run_evaluation.py	96	except Exception as e:	CODE
LOW	…s/05-end-to-end/workflow_evaluation/create_workflow.py	128	except Exception:	CODE
LOW⚡	…s/05-end-to-end/workflow_evaluation/create_workflow.py	175	except Exception as e:	CODE
MEDIUM⚡	…s/05-end-to-end/workflow_evaluation/create_workflow.py	176	print(f"Error during workflow execution: {e}")	CODE
LOW	…05-end-to-end/ag_ui_workflow_handoff/backend/server.py	356	except Exception as e:	CODE
LOW	…d-to-end/evaluation/self_reflection/self_reflection.py	332	except Exception as e:	CODE
LOW	…d-to-end/evaluation/self_reflection/self_reflection.py	463	except Exception as e:	CODE
LOW	…to-end/evaluation/red_teaming/red_team_agent_sample.py	94	except Exception as e:	STRING
MEDIUM	…to-end/evaluation/red_teaming/red_team_agent_sample.py	95	print(f"Error calling Azure OpenAI: {e!s}")	STRING
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	238	except Exception as e:	CODE
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	328	except Exception as e:	CODE
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	440	except Exception as e:	CODE
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	555	except Exception as e:	CODE
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	601	except Exception as e:	CODE
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	632	except Exception as e:	CODE
LOW	…/sample_validation/create_dynamic_workflow_executor.py	218	except Exception as ex:	CODE
LOW	…/sample_validation/create_dynamic_workflow_executor.py	229	except Exception as restart_ex:	CODE
LOW	…/sample_validation/create_dynamic_workflow_executor.py	296	except Exception as ex: # pragma: no cover - defensive; never fail validation over caching	CODE
LOW	python/scripts/sample_validation/playbook.py	143	except Exception as ex:	CODE
LOW	python/scripts/sample_validation/playbook.py	317	except Exception: # pragma: no cover - defensive	CODE
LOW	python/scripts/sample_validation/discovery.py	46	except Exception:	CODE
LOW	python/scripts/sample_validation/discovery.py	121	except Exception as e:	CODE
LOW	…validation/run_dynamic_validation_workflow_executor.py	24	except Exception:	CODE
LOW	…/scripts/dependencies/_dependency_bounds_upper_impl.py	1273	except Exception as exc:	CODE
LOW	…/scripts/dependencies/_dependency_bounds_lower_impl.py	1048	except Exception as exc:	CODE
420 more matches not shown…

Modern AI Meta-Vocabulary134 hits · 408 pts

Severity	File	Line	Snippet	Context
MEDIUM	TRANSPARENCY_FAQ.md	5	Microsoft Agent Framework is a comprehensive multi-language (C#/.NET and Python) framework for building, orchestrating,	CODE
MEDIUM	TRANSPARENCY_FAQ.md	5	Microsoft Agent Framework is a comprehensive multi-language (C#/.NET and Python) framework for building, orchestrating,	CODE
MEDIUM	python/CHANGELOG.md	1947	For more information, see the [announcement blog post](https://devblogs.microsoft.com/foundry/introducing-microsoft-agen	CODE
MEDIUM	python/samples/AGENTS.md	18	│ ├── orchestrations/ # Multi-agent orchestration patterns	CODE
MEDIUM	…es/semantic-kernel-migration/orchestrations/handoff.py	53	# Semantic Kernel orchestration path	COMMENT
MEDIUM	…es/semantic-kernel-migration/orchestrations/handoff.py	186	# Agent Framework orchestration path	COMMENT
MEDIUM	…semantic-kernel-migration/orchestrations/sequential.py	39	# Semantic Kernel orchestration path	COMMENT
MEDIUM	…semantic-kernel-migration/orchestrations/sequential.py	77	# Agent Framework orchestration path	COMMENT
MEDIUM	…semantic-kernel-migration/orchestrations/group_chat.py	56	# Semantic Kernel orchestration path	COMMENT
MEDIUM	…semantic-kernel-migration/orchestrations/group_chat.py	226	# Agent Framework orchestration path	COMMENT
MEDIUM	…ic-kernel-migration/orchestrations/concurrent_basic.py	38	# Semantic Kernel orchestration path	COMMENT
MEDIUM	…ic-kernel-migration/orchestrations/concurrent_basic.py	90	# Agent Framework orchestration path	COMMENT
MEDIUM	…s/semantic-kernel-migration/orchestrations/magentic.py	49	# Semantic Kernel orchestration path	COMMENT
MEDIUM	…s/semantic-kernel-migration/orchestrations/magentic.py	133	# Agent Framework orchestration path	COMMENT
MEDIUM	…s/semantic-kernel-migration/orchestrations/magentic.py	159	# Create a manager agent for orchestration	COMMENT
MEDIUM	…dry-hosted-agents/responses/azure_search_rag/README.md	11	### RAG via Azure AI Search	COMMENT
MEDIUM	…dry-hosted-agents/responses/azure_search_rag/README.md	176	## How RAG works in this sample	COMMENT
MEDIUM	…s/function_tool_from_dict_with_dependency_injection.py	54	# Create the FunctionTool using dependency injection	COMMENT
MEDIUM	…xt_providers/azure_ai_search/search_context_agentic.py	24	- See: https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/foundry-iq-boost-response-relevance-by-36-with-age	STRING
MEDIUM	…xt_providers/azure_ai_search/search_context_agentic.py	47	# Sample queries to demonstrate agentic RAG	COMMENT
MEDIUM	…xt_providers/azure_ai_search/search_context_agentic.py	47	# Sample queries to demonstrate agentic RAG	COMMENT
MEDIUM	…xt_providers/azure_ai_search/search_context_agentic.py	71	# Create Azure AI Search context provider with agentic mode (recommended for accuracy)	COMMENT
MEDIUM	…t_providers/azure_ai_search/search_context_semantic.py	39	# Sample queries to demonstrate RAG	COMMENT
MEDIUM	…/02-agents/context_providers/azure_ai_search/README.md	11	\| [`search_context_agentic.py`](search_context_agentic.py) \| Agentic mode (recommended for most scenarios): Uses Kno	CODE
MEDIUM	…/02-agents/context_providers/azure_ai_search/README.md	177	# Create search provider with agentic mode	COMMENT
MEDIUM	…/02-agents/context_providers/azure_ai_search/README.md	182	mode="agentic", # Enable agentic retrieval	CODE
MEDIUM	…/02-agents/context_providers/azure_ai_search/README.md	284	- [Agentic Retrieval in Azure AI Search](https://learn.microsoft.com/azure/search/agentic-retrieval-overview)	CODE
MEDIUM	…roviders/azure_content_understanding/01_document_qa.py	49	analyzer_id="prebuilt-documentSearch", # RAG-optimized document analyzer	CODE
MEDIUM	…s/azure_content_understanding/04_invoice_processing.py	83	# Default analyzer is prebuilt-documentSearch (RAG-optimized).	COMMENT
MEDIUM	python/samples/02-agents/harness/console/README.md	27	├── agent_runner.py # HarnessAgentRunner (streaming orchestration)	CODE
MEDIUM	python/samples/03-workflows/README.md	122	### orchestration	COMMENT
MEDIUM	…ples/03-workflows/agents/magentic_workflow_as_agent.py	61	# Create a manager agent for orchestration	COMMENT
MEDIUM	…mples/03-workflows/agents/handoff_workflow_as_agent.py	172	# it receives all user input first and orchestrates handoffs to specialists	COMMENT
MEDIUM	…/samples/03-workflows/orchestrations/handoff_simple.py	218	# it receives all user input first and orchestrates handoffs to specialists	COMMENT
MEDIUM	python/samples/03-workflows/orchestrations/magentic.py	82	# Create a manager agent for orchestration	COMMENT
MEDIUM	…les/03-workflows/orchestrations/magentic_checkpoint.py	61	# Two vanilla ChatAgents act as participants in the orchestration. They do not need	COMMENT
MEDIUM	…les/03-workflows/orchestrations/magentic_checkpoint.py	85	# Create a manager agent for orchestration	COMMENT
MEDIUM	…les/03-workflows/orchestrations/magentic_checkpoint.py	180	# Final sanity check: display the assistant's answer as proof the orchestration reached	COMMENT
MEDIUM	…n/samples/03-workflows/functional/parallel_pipeline.py	39	# @workflow defines the orchestration logic. Build the definition to get a	COMMENT
MEDIUM	…es/05-end-to-end/purview_agent/sample_purview_agent.py	48	# Sequential prompts to demonstrate good -> block -> good orchestration.	COMMENT
MEDIUM	…05-end-to-end/ag_ui_workflow_handoff/backend/server.py	192	# Explicit handoff topology (instead of default mesh) so routing is enforced in orchestration,	COMMENT
MEDIUM	…samples/05-end-to-end/evaluation/red_teaming/README.md	95	# After: Specific safety guardrails	COMMENT
MEDIUM	python/packages/core/AGENTS.md	23	├── _workflows/ # Workflow orchestration (sequential, concurrent, handoff, etc.)	CODE
MEDIUM	…on/packages/core/tests/core/test_serializable_mixin.py	194	# Deserialize with dependency injection	COMMENT
MEDIUM	…ore/tests/workflow/test_workflow_agent_intermediate.py	317	# Construct typed orchestration-internal events directly to assert they get	COMMENT
MEDIUM	python/packages/core/agent_framework/_evaluation.py	1636	# region Public orchestration functions	COMMENT
MEDIUM	python/packages/core/agent_framework/_tools.py	2449	# must abort the run (enforcement layers, guardrails) raises it instead of	COMMENT
MEDIUM	…hon/packages/core/agent_framework/_workflows/_const.py	16	# Used by all orchestration patterns (Sequential, Concurrent, GroupChat, Handoff, Magentic)	COMMENT
MEDIUM	…on/packages/core/agent_framework/_workflows/_events.py	34	FRAMEWORK = "FRAMEWORK" # Framework-owned orchestration, regardless of module location	CODE
MEDIUM	…on/packages/core/agent_framework/_workflows/_events.py	128	# Includes both framework lifecycle types and well-known orchestration types.	COMMENT
MEDIUM	…on/packages/core/agent_framework/_workflows/_events.py	160	# orchestration-internal events (``group_chat``, ``handoff_sent``,	COMMENT
MEDIUM	…hon/packages/lab/lightning/samples/train_tau2_agent.py	75	# - Agent filtering (training only specific agents in multi-agent setup)	COMMENT
MEDIUM	…hon/packages/lab/lightning/samples/train_tau2_agent.py	120	# Run the multi-agent conversation	COMMENT
MEDIUM	…n/packages/lab/tau2/agent_framework_lab_tau2/runner.py	299	# Each executor wraps an agent or function for workflow orchestration	COMMENT
MEDIUM	…n/packages/lab/tau2/agent_framework_lab_tau2/runner.py	430	# solo_mode=False: indicates multi-agent conversation (assistant + user simulator)	COMMENT
MEDIUM	…hon/packages/ag-ui/agent_framework_ag_ui/_agent_run.py	151	# Keys that are internal to AG-UI orchestration and should not be passed to chat clients	COMMENT
MEDIUM	…hon/packages/ag-ui/agent_framework_ag_ui/_agent_run.py	3406	# Inject metadata for AG-UI orchestration (Feature #2: Azure-safe truncation)	COMMENT
MEDIUM	…hon/packages/ag-ui/agent_framework_ag_ui/_agent_run.py	3432	# These are used internally for orchestration and should not be sent to the LLM provider	COMMENT
MEDIUM	…/packages/ag-ui/agent_framework_ag_ui/_workflow_run.py	1584	# Fall back to custom events for diagnostics, orchestration events, and custom workflow events.	COMMENT
MEDIUM	python/packages/mongodb/samples/mongodb_agent_rag.py	106	# and cannot write to it, which is the usual shape for RAG.	COMMENT
74 more matches not shown…

Structural Annotation Overuse197 hits · 349 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/README.md	280	# Step 1: Writer creates initial slogan	STRING
LOW⚡	python/README.md	284	# Step 2: Reviewer provides feedback	STRING
LOW⚡	python/README.md	289	# Step 3: Writer refines based on feedback	STRING
LOW	…/foundry-hosted-agents/invocations/break_glass/main.py	21	# WARNING: This is lost on restart. Use durable storage in production.	COMMENT
LOW	…ents/tools/function_tool_with_approval_and_sessions.py	43	# Step 1: Agent requests to call the tool	COMMENT
LOW	…ents/tools/function_tool_with_approval_and_sessions.py	61	# Step 2: Send approval response	COMMENT
LOW⚡	…ples/02-agents/observability/workflow_observability.py	77	# Step 1: Create the executors.	COMMENT
LOW⚡	…ples/02-agents/observability/workflow_observability.py	81	# Step 2: Build the workflow with the defined edges.	COMMENT
LOW⚡	…ples/02-agents/observability/workflow_observability.py	86	# Step 3: Run the workflow with an initial message.	COMMENT
LOW⚡	…es/02-agents/skills/script_approval/script_approval.py	90	# Step 1: Send the user request — the agent will try to call the script	COMMENT
LOW⚡	…es/02-agents/skills/script_approval/script_approval.py	95	# Step 2: Handle approval requests (with sessions, context is	COMMENT
LOW	…-workflows/parallelism/map_reduce_and_visualization.py	260	# Step 1: Create executor instances.	COMMENT
LOW	…-workflows/parallelism/map_reduce_and_visualization.py	278	# Step 2: Build the workflow graph using fan out and fan in edges.	COMMENT
LOW⚡	…-workflows/parallelism/map_reduce_and_visualization.py	306	# Step 3: Open the text file and read its content.	COMMENT
LOW⚡	…-workflows/parallelism/map_reduce_and_visualization.py	310	# Step 4: Run the workflow with the raw text as input.	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	152	# Step 1: Create the parent workflow	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	162	# Step 2: Test data - various text strings	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	175	# Step 3: Run the workflow	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	178	# Step 4: Display results	COMMENT
LOW	…amples/03-workflows/composition/sub_workflow_basics.py	192	# Step 6: Display summary	COMMENT
LOW	python/samples/03-workflows/control-flow/simple_loop.py	139	# Step 1: Build the workflow with the defined edges.	COMMENT
LOW	python/samples/03-workflows/control-flow/simple_loop.py	155	# Step 2: Run the workflow with concise streaming output.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_executors.py	63	# Step 1: Build the workflow graph.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_executors.py	72	# Step 2: Stream events for a single input.	COMMENT
LOW	…ples/03-workflows/control-flow/sequential_streaming.py	25	# Step 1: Define methods using the executor decorator.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_streaming.py	56	# Step 1: Build the workflow with the defined edges.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_streaming.py	60	# Step 2: Run the workflow and stream events in real time.	COMMENT
LOW⚡	python/packages/core/README.md	228	# Step 1: Writer creates initial slogan	STRING
LOW⚡	python/packages/core/README.md	232	# Step 2: Reviewer provides feedback	STRING
LOW⚡	python/packages/core/README.md	237	# Step 3: Writer refines based on feedback	STRING
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1487	# Step 1: drive stream A's body until it's suspended at its first yield.	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1492	# Step 2: drop stream A; GC invalidates the weakref and schedules	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1498	# Step 3: synchronously start stream B before yielding to the loop,	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1504	# Step 4: yield enough times for stream A's scheduled aclose to drive	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1576	# Step 1: drive stream A's body to its first yield so it set storage_a.	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1582	# Step 2: drop stream A; the weakref dies and async-gen close is scheduled	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1588	# Step 3: synchronously start stream B with its own storage and drive it to	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1595	# Step 4: yield enough for stream A's scheduled aclose to drive its body	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	263	# Step 3: Verify the pending request info event was properly serialized	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	270	# Step 4: Create a fresh workflow and restore from checkpoint	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	274	# Step 5: Resume from checkpoint and verify the request can be continued	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	306	# Step 7: Verify the executor state was properly restored and response was processed	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	343	# Step 1: Run workflow until it emits a request_info event	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	352	# Step 2: Find the checkpoint with the pending request	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	362	# Step 3: Create a fresh workflow and restore from checkpoint WITH responses in one call	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	375	# Step 4: Verify the request_info event was NOT re-emitted to the caller	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	384	# Step 5: Verify the response was processed by checking executor state	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	454	# Step 4: Verify the approval request_info was NOT re-emitted	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	462	# Step 5: Verify the calculation request_info WAS re-emitted (no response provided)	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	470	# Step 6: Verify workflow is in IDLE_WITH_PENDING_REQUESTS state (calc still pending)	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	238	# Step 1: Run workflow to completion to ensure checkpoints are created	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	250	# Step 2: List checkpoints to find the one with our pending request	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	293	# Step 6: Provide response to the restored request and complete the workflow	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	416	# Step 1: Run workflow until it emits multiple request_info events	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	430	# Step 2: Find the checkpoint with pending requests	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	442	# Step 3: Restore from checkpoint with ONLY the approval response (not the calculation)	COMMENT
LOW⚡	…thon/packages/core/tests/workflow/test_sub_workflow.py	862	# Step 1: run until the first request.	COMMENT
LOW⚡	…thon/packages/core/tests/workflow/test_sub_workflow.py	870	# Step 2: answer the first request so the sub-workflow accumulates internal state	COMMENT
LOW	…thon/packages/core/tests/workflow/test_sub_workflow.py	754	# Step 1: Run workflow until first request	COMMENT
LOW	…thon/packages/core/tests/workflow/test_sub_workflow.py	768	# Step 2: Resume workflow from checkpoint	COMMENT
137 more matches not shown…

Empty Error Handlers62 hits · 310 pts

Severity	File	Line	Snippet	Context
HIGH	…nts/responses/foundry_memory/provision_memory_store.py	65	except ResourceNotFoundError:	CODE
HIGH	…foundry-hosted-agents/responses/custom_storage/main.py	137	except CosmosResourceNotFoundError:	CODE
HIGH	…thon/samples/02-agents/harness/console/agent_runner.py	348	except (AttributeError, TypeError):	CODE
HIGH	python/samples/02-agents/harness/console/app.py	272	except NoMatches:	CODE
HIGH	python/samples/02-agents/harness/console/app.py	519	except NoMatches:	CODE
HIGH	python/samples/02-agents/harness/console/app.py	525	except NoMatches:	CODE
HIGH	python/samples/02-agents/harness/console/app.py	452	except NoMatches:	CODE
HIGH	python/samples/02-agents/harness/console/app.py	484	except Exception:	CODE
HIGH	python/samples/02-agents/harness/console/app.py	465	except NoMatches:	CODE
HIGH	…les/02-agents/harness/console/components/text_input.py	65	except Exception:	CODE
HIGH	…les/02-agents/harness/console/components/text_input.py	77	except Exception:	CODE
HIGH	…02-agents/harness/console/components/list_selection.py	183	except NoMatches:	CODE
HIGH	…02-agents/harness/console/components/list_selection.py	206	except NoMatches:	CODE
HIGH	…02-agents/harness/console/components/list_selection.py	218	except NoMatches:	CODE
HIGH	…02-agents/harness/console/components/list_selection.py	259	except NoMatches:	CODE
HIGH	…02-agents/harness/console/components/list_selection.py	268	except NoMatches:	CODE
HIGH	…s/02-agents/harness/console/observers/tool_approval.py	148	except (AttributeError, TypeError):	CODE
HIGH	…ive/invoke_foundry_toolbox_mcp/toolbox_provisioning.py	39	except ResourceNotFoundError:	CODE
HIGH	python/scripts/sample_validation/playbook.py	236	except OSError:	CODE
HIGH	python/scripts/sample_validation/playbook.py	327	except OSError: # pragma: no cover - defensive	CODE
HIGH	python/scripts/sample_validation/playbook.py	317	except Exception: # pragma: no cover - defensive	CODE
HIGH	…n/packages/foundry_hosting/tests/test_responses_int.py	1092	except httpx.HTTPError:	CODE
HIGH	…packages/tools/agent_framework_tools/shell/_session.py	459	except (ProcessLookupError, PermissionError, OSError):	CODE
HIGH	…packages/tools/agent_framework_tools/shell/_session.py	235	except Exception: # nosec B110 - best-effort shutdown; falls through to forced kill in finally	CODE
HIGH	…packages/tools/agent_framework_tools/shell/_session.py	246	except (asyncio.CancelledError, Exception):	CODE
HIGH	…packages/tools/agent_framework_tools/shell/_session.py	314	except asyncio.TimeoutError:	CODE
HIGH	…packages/tools/agent_framework_tools/shell/_session.py	229	except (ConnectionResetError, BrokenPipeError):	CODE
HIGH	…ackages/tools/agent_framework_tools/shell/_killtree.py	131	except (ProcessLookupError, PermissionError):	CODE
HIGH	…ackages/tools/agent_framework_tools/shell/_killtree.py	120	except (FileNotFoundError, OSError):	CODE
HIGH	python/packages/core/tests/core/test_middleware.py	1780	except ValueError:	CODE
HIGH	python/packages/core/tests/workflow/test_workflow.py	555	except Exception:	CODE
HIGH	…ges/core/tests/workflow/test_workflow_observability.py	579	except exception_type:	CODE
HIGH	python/packages/core/agent_framework/_types.py	2804	except (AdditionItemMismatch, ContentError):	CODE
HIGH	python/packages/core/agent_framework/_serialization.py	763	except TypeError:	CODE
HIGH	python/packages/core/agent_framework/_serialization.py	768	except TypeError:	CODE
HIGH	python/packages/core/agent_framework/_serialization.py	773	except TypeError:	CODE
HIGH	python/packages/core/agent_framework/_evaluation.py	1175	except (json.JSONDecodeError, TypeError):	CODE
HIGH	python/packages/core/agent_framework/_tools.py	2324	except _FunctionArgumentValidationError:	CODE
HIGH	python/packages/core/agent_framework/observability.py	3843	except (ValueError, TypeError, AttributeError):	CODE
HIGH	python/packages/core/agent_framework/_settings.py	205	except (ValueError, TypeError):	CODE
HIGH	python/packages/core/agent_framework/_harness/_mode.py	165	except ValueError:	CODE
HIGH	…packages/gemini/agent_framework_gemini/_chat_client.py	859	except (json.JSONDecodeError, ValueError):	CODE
HIGH	python/packages/devui/agent_framework_devui/__init__.py	190	except (http.client.HTTPException, OSError, TimeoutError):	CODE
HIGH	…hon/packages/devui/agent_framework_devui/_discovery.py	806	except (TypeError, AttributeError):	CODE
HIGH	…hon/packages/devui/agent_framework_devui/_discovery.py	797	except ImportError:	CODE
HIGH	…thon/packages/devui/agent_framework_devui/_executor.py	936	except (json.JSONDecodeError, TypeError):	CODE
HIGH	python/packages/devui/agent_framework_devui/_server.py	902	except (asyncio.CancelledError, asyncio.TimeoutError):	CODE
HIGH	…kages/devui/tests/devui/test_openai_sdk_integration.py	87	except Exception:	CODE
HIGH	…n/packages/devui/tests/devui/test_schema_generation.py	151	except (TypeError, ValueError, AttributeError):	CODE
HIGH	python/packages/devui/tests/devui/test_cleanup_hooks.py	240	except Exception:	CODE
HIGH	python/packages/oracle/tests/oracle/test_settings.py	380	except ValueError:	CODE
HIGH	…hon/packages/lab/lightning/samples/train_math_agent.py	97	except Exception: # ruff:ignore[try-except-pass]	CODE
HIGH	…hon/packages/ag-ui/agent_framework_ag_ui/_agent_run.py	1355	except KeyError:	CODE
HIGH	…hon/packages/ag-ui/agent_framework_ag_ui/_agent_run.py	1413	except KeyError:	CODE
HIGH	python/packages/ag-ui/agent_framework_ag_ui/_utils.py	76	except json.JSONDecodeError:	CODE
HIGH	python/packages/orchestrations/tests/test_magentic.py	122	except Exception: # pragma: no cover - defensive	CODE
HIGH	…ges/declarative/agent_framework_declarative/_models.py	28	except (ImportError, RuntimeError):	CODE
HIGH	…ative/agent_framework_declarative/_workflows/_state.py	580	except ValueError:	CODE
HIGH	…_framework_declarative/_workflows/_executors_agents.py	290	except json.JSONDecodeError:	CODE
HIGH	…anthropic/agent_framework_anthropic/_bedrock_client.py	42	except ImportError:	CODE
2 more matches not shown…

Modern Structural Boilerplate283 hits · 275 pts

Severity	File	Line	Snippet	Context
LOW	python/agent_framework_meta/__init__.py	31	__all__ = ["__version__"]	CODE
LOW	python/samples/04-hosting/a2a/a2a_server.py	30	logger = logging.getLogger(__name__)	CODE
LOW	python/samples/04-hosting/a2a/agent_framework_to_a2a.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…/04-hosting/af-hosting/local_responses_workflow/app.py	111	def set_many(self, cursors: Mapping[str, CheckpointCursor]) -> None:	CODE
LOW⚡	python/samples/02-agents/auto_retry.py	61	logger = logging.getLogger(__name__)	CODE
LOW	…ples/02-agents/middleware/atr_validation_middleware.py	64	logger = logging.getLogger(__name__)	CODE
LOW	…thon/samples/02-agents/devui/agent_weather/__init__.py	7	__all__ = ["agent"]	CODE
LOW	python/samples/02-agents/devui/agent_weather/agent.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…2-agents/devui/agent_content_understanding/__init__.py	6	__all__ = ["agent"]	CODE
LOW	…ent_understanding_file_search_azure_openai/__init__.py	6	__all__ = ["agent"]	CODE
LOW	…mples/02-agents/devui/workflow_with_agents/__init__.py	7	__all__ = ["workflow"]	CODE
LOW	…thon/samples/02-agents/devui/agent_foundry/__init__.py	7	__all__ = ["agent"]	CODE
LOW	…thon/samples/02-agents/devui/workflow_spam/__init__.py	7	__all__ = ["workflow"]	CODE
LOW	…ples/02-agents/providers/anthropic/anthropic_skills.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…hon/samples/02-agents/observability/foundry_tracing.py	48	logger = logging.getLogger(__name__)	CODE
LOW	…d_your_own_claw/claw_step04_production_ready/hosted.py	72	logger = logging.getLogger(__name__)	CODE
LOW	…ld_your_own_claw/claw_step04_production_ready/agent.py	87	logger = logging.getLogger(__name__)	CODE
LOW	…ples/02-agents/harness/console/textual_state_driver.py	134	def set_show_spinner(self, show: bool) -> None:	CODE
LOW	…ples/02-agents/harness/console/textual_state_driver.py	220	def update_streaming_text(self, accumulated_text: str) -> None:	CODE
LOW	…ples/02-agents/harness/console/textual_state_driver.py	262	def set_usage_text(self, usage_text: str \| None) -> None:	CODE
LOW	…ples/02-agents/harness/console/textual_state_driver.py	267	def set_mode(self, mode: str \| None, mode_color: str \| None = None) -> None:	CODE
LOW	…ples/02-agents/harness/console/textual_state_driver.py	347	def set_queued_messages(self, pending: list[str]) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	61	def update_streaming_text(self, accumulated_text: str) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	133	def set_mode(self, mode: str \| None, mode_color: str \| None = None) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	145	def set_show_spinner(self, show: bool) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	155	def set_usage_text(self, usage_text: str \| None) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	194	def set_queued_messages(self, pending: list[str]) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	266	def update_streaming_text(self, text: str) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	285	def set_show_spinner(self, show: bool) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	291	def set_mode(self, mode: str \| None, mode_color: str \| None = None) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	302	def set_usage_text(self, usage_text: str \| None) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	329	def update_last_entry(self, entry_type, new_text: str) -> None:	CODE
LOW	…thon/samples/02-agents/harness/console/state_driver.py	340	def set_queued_messages(self, pending: list[str]) -> None:	CODE
LOW	python/samples/02-agents/harness/console/__init__.py	19	__all__ = [	CODE
LOW	…s/02-agents/harness/console/components/scroll_panel.py	56	def set_streaming_entry(self, entry: OutputEntry) -> None:	CODE
LOW	…mples/02-agents/harness/console/components/__init__.py	16	__all__ = [	CODE
LOW	…02-agents/harness/console/components/list_selection.py	209	def _update_options(self) -> None:	CODE
LOW	…samples/02-agents/harness/console/commands/__init__.py	22	__all__ = [	CODE
LOW	…amples/02-agents/harness/console/observers/__init__.py	114	__all__ = [	CODE
LOW	…orkflows/composition/sub_workflow_parallel_requests.py	157	async def set_request_count(self, count: int, ctx: WorkflowContext) -> None:	CODE
LOW	python/samples/03-workflows/orchestrations/magentic.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…05-end-to-end/ag_ui_workflow_handoff/backend/server.py	41	logger = logging.getLogger(__name__)	CODE
LOW⚡	python/samples/05-end-to-end/chatkit-integration/app.py	105	logger = logging.getLogger(__name__)	CODE
LOW	…les/05-end-to-end/ag_ui_single_agent/backend/server.py	49	logger = logging.getLogger(__name__)	CODE
LOW	python/scripts/_toml.py	14	__all__ = ["tomllib"]	CODE
LOW	python/scripts/check_md_code_blocks.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…/sample_validation/create_dynamic_workflow_executor.py	40	logger = logging.getLogger(__name__)	CODE
LOW	python/scripts/sample_validation/playbook.py	36	logger = logging.getLogger(__name__)	CODE
LOW	python/scripts/sample_validation/__init__.py	20	__all__ = [	CODE
LOW	python/scripts/sample_validation/replay_executor.py	19	logger = logging.getLogger(__name__)	CODE
LOW	python/scripts/sample_validation/workflow.py	50	__all__ = ["ValidationConfig", "create_validation_workflow"]	CODE
LOW	…/scripts/dependencies/_dependency_bounds_upper_impl.py	39	logger = logging.getLogger(__name__)	CODE
LOW	python/scripts/dependencies/upgrade_dev_dependencies.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…hon/packages/foundry_hosting/tests/test_invocations.py	343	def update_session(session: AgentSession) -> None:	CODE
LOW	…hon/packages/foundry_hosting/tests/test_invocations.py	377	def update_session(session: AgentSession) -> None:	CODE
LOW	…hon/packages/foundry_hosting/tests/test_invocations.py	583	def update_session(session: AgentSession) -> None:	CODE
LOW	…hon/packages/foundry_hosting/tests/test_invocations.py	1967	def update_session(session: AgentSession) -> None:	CODE
LOW	…hon/packages/foundry_hosting/tests/test_invocations.py	2002	def update_session(session: AgentSession) -> None:	CODE
LOW	…hosting/tests/foundry_hosting/test_native_responses.py	1006	async def update_response(self, response: Any, **kwargs: Any) -> None:	CODE
LOW	…osting/agent_framework_foundry_hosting/_invocations.py	67	logger = logging.getLogger(__name__)	CODE
223 more matches not shown…

Fake / Example Data311 hits · 275 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ows/human-in-the-loop/agents_with_approval_requests.py	82	"manager": "John Doe",	CODE
LOW⚡	…ows/human-in-the-loop/agents_with_approval_requests.py	88	"manager": "John Doe",	CODE
LOW⚡	…ows/human-in-the-loop/agents_with_approval_requests.py	94	"manager": "John Doe",	CODE
LOW	…ows/human-in-the-loop/agents_with_approval_requests.py	109	"name": "John Doe",	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	1	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	1	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	3	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	3	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	5	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	5	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	7	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	7	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	9	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	9	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	11	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	11	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	13	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	13	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	15	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	15	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	17	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	17	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	19	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	19	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	21	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	21	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	23	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	23	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	25	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	25	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	27	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	27	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	29	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	29	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	31	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	31	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	33	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	33	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	35	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	35	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	37	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	37	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	39	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	39	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	41	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	41	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	43	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	43	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	45	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	45	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	47	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	47	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	49	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	49	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	51	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	51	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	53	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	53	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	55	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
LOW⚡	python/samples/03-workflows/resources/long_text.txt	55	Lorem ipsum dolor sit amet consectetur adipiscing elit. Quisque faucibus ex sapien vitae pellentesque sem placerat. In i	CODE
251 more matches not shown…

AI Slop Vocabulary90 hits · 244 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/04-hosting/af-hosting/local_responses_harness/app.py	95	# Token budget for the harness compaction feature.	COMMENT
MEDIUM	…es/02-agents/middleware/agent_loop_middleware_judge.py	69	# boundaries (robust to function calling, where one iteration may issue several model calls).	COMMENT
MEDIUM	…es/02-agents/middleware/agent_loop_middleware_todos.py	64	# those boundaries — robust to the function calling this loop relies on (the todo tools issue	COMMENT
MEDIUM	…-agents/middleware/agent_loop_middleware_refinement.py	77	# those boundaries (robust to function calling, where one iteration may issue several model	COMMENT
MEDIUM	…thon/samples/02-agents/devui/workflow_spam/workflow.py	394	# Build the comprehensive 4-step workflow with branching logic and HIL support	COMMENT
MEDIUM	…es/02-agents/context_providers/redis/redis_sessions.py	160	# Test comprehensive memory retrieval	COMMENT
MEDIUM	python/samples/02-agents/harness/harness_research.py	11	# uv run samples/02-agents/harness/harness_research.py	COMMENT
MEDIUM⚡	python/samples/02-agents/harness/harness_research.py	101	# Create a harness agent with research-specific instructions.	STRING
MEDIUM⚡	python/samples/02-agents/harness/harness_research.py	111	# Enable harness looping: while the agent is in "execute" mode and still has open todos,	STRING
MEDIUM⚡	python/samples/02-agents/harness/harness_research.py	120	# Run the harness console with the research agent.	STRING
MEDIUM	…n/samples/02-agents/harness/harness_data_processing.py	11	# uv run samples/02-agents/harness/harness_data_processing.py	COMMENT
MEDIUM⚡	…n/samples/02-agents/harness/harness_data_processing.py	108	# Create a harness agent with data-analyst instructions. Unused features are	STRING
MEDIUM	…n/samples/02-agents/harness/harness_data_processing.py	125	# Run the harness console. This sample has no plan/execute mode, so it uses	STRING
MEDIUM	…ness/build_your_own_claw/claw_step01_meet_your_claw.py	11	# uv run python/samples/02-agents/harness/build_your_own_claw/claw_step01_meet_your_claw.py	COMMENT
MEDIUM	…ness/build_your_own_claw/claw_step01_meet_your_claw.py	49	# Reuse the shared harness console that lives in the parent ``harness/`` directory.	COMMENT
MEDIUM⚡	…ness/build_your_own_claw/claw_step01_meet_your_claw.py	118	# credential). The harness works with ANY chat client — see the providers samples for OpenAI,	COMMENT
MEDIUM⚡	…ness/build_your_own_claw/claw_step01_meet_your_claw.py	124	# Turn the chat client into a harness agent with finance instructions and our custom	COMMENT
MEDIUM⚡	…ness/build_your_own_claw/claw_step01_meet_your_claw.py	134	# Run the interactive console session using the shared harness console helper.	COMMENT
MEDIUM	…s/build_your_own_claw/claw_step02_working_with_data.py	12	# uv run python/samples/02-agents/harness/build_your_own_claw/claw_step02_working_with_data.py	COMMENT
MEDIUM	…s/build_your_own_claw/claw_step02_working_with_data.py	70	# Reuse the shared harness console that lives in the parent ``harness/`` directory.	COMMENT
MEDIUM	…s/build_your_own_claw/claw_step02_working_with_data.py	248	# Turn the chat client into a harness agent. On top of Post 1's defaults we point file	COMMENT
MEDIUM	…uild_your_own_claw/claw_step03_scaling_capabilities.py	15	# uv run python/samples/02-agents/harness/build_your_own_claw/claw_step03_scaling_capabilities.py	COMMENT
MEDIUM	…uild_your_own_claw/claw_step03_scaling_capabilities.py	82	# Reuse the shared harness console that lives in the parent ``harness/`` directory, and the local	COMMENT
MEDIUM	…uild_your_own_claw/claw_step03_scaling_capabilities.py	240	# This sub-agent doesn't need any harness machinery - it's a plain chat agent with a single	COMMENT
MEDIUM	…uild_your_own_claw/claw_step03_scaling_capabilities.py	241	# tool: the same hosted web search the harness would have added. The parent still exposes the	COMMENT
MEDIUM	…uild_your_own_claw/claw_step03_scaling_capabilities.py	311	# Turn the chat client into a harness agent. On top of Post 2's file access and approvals we	COMMENT
MEDIUM	…ld_your_own_claw/claw_step04_production_ready/evals.py	114	# store=False keeps chat history client-side (managed by the harness InMemoryHistoryProvider)	COMMENT
MEDIUM	…thon/samples/02-agents/harness/console/agent_runner.py	408	"""Format token counts matching C# harness style: 📊 Tokens — input: X \| output: Y \| total: Z."""	STRING
MEDIUM	…s/05-end-to-end/workflow_evaluation/create_workflow.py	105	# Generate comprehensive travel plan summary	COMMENT
MEDIUM	…foundry_hosting/tests/foundry_hosting/test_conftest.py	67	# Isolate only the child harness, which needs pytest-retry but no application plugins.	STRING
MEDIUM	…ackages/tools/agent_framework_tools/shell/_killtree.py	104	"""Fallback when psutil isn't installed. Less robust on Windows."""	STRING
LOW⚡	python/packages/core/tests/core/test_observability.py	3558	# Should not raise, should just return early	COMMENT
LOW⚡	…ackages/core/tests/workflow/test_request_info_mixin.py	184	# Create a mock context - we'll just use None since the handler doesn't use it	COMMENT
MEDIUM	…hon/packages/core/tests/workflow/test_serialization.py	693	# Create executors for a comprehensive workflow	COMMENT
MEDIUM	…n/packages/core/tests/workflow/test_workflow_kwargs.py	517	# A more comprehensive integration test would require the manager to select an agent.	COMMENT
MEDIUM	python/packages/core/agent_framework/_serialization.py	271	"""Mixin class providing comprehensive serialization and deserialization capabilities.	STRING
MEDIUM	python/packages/core/agent_framework/observability.py	3753	# This is a simplified approach - in production you'd want more robust parsing	COMMENT
MEDIUM	python/packages/core/agent_framework/observability.py	3827	# This is a simplified approach - in production you'd want more robust parsing	COMMENT
MEDIUM	python/packages/core/agent_framework/_harness/_agent.py	562	# Warn when opting into harness features that are still experimental. create_harness_agent	COMMENT
MEDIUM	python/packages/core/agent_framework/_harness/_agent.py	659	# Assemble middleware. Tool approval is enabled by default (like the .NET harness) and is	COMMENT
MEDIUM	…packages/core/agent_framework/_harness/_file_memory.py	90	# from the other harness prefixes so the same value under a different component	COMMENT
MEDIUM	…ges/core/agent_framework/_workflows/_agent_executor.py	400	"""Enable seamless chaining: accept a prior AgentExecutorResponse as input.	STRING
MEDIUM	…ackages/core/agent_framework/_workflows/_validation.py	172	# The comprehensive validation is already done during handler registration:	COMMENT
MEDIUM	python/packages/devui/agent_framework_devui/_mapper.py	1414	# Content type mappers - implementing our comprehensive mapping plan	COMMENT
MEDIUM	python/packages/devui/agent_framework_devui/_server.py	627	# Generate schema using comprehensive schema generation	COMMENT
MEDIUM	…ackages/devui/agent_framework_devui/ui/assets/index.js	9	`).replace($f,``)}function tp(e,t){return t=ep(t),ep(e)===t}function np(e,t,n,r,a,o){switch(n){case`children`:if(typeof	CODE
MEDIUM	python/packages/lab/tau2/samples/run_benchmark.py	47	"""Run comprehensive tau2 benchmark evaluation using agent framework.	STRING
MEDIUM	python/packages/lab/tau2/samples/run_benchmark.py	150	# Evaluate performance using tau2's comprehensive metrics	COMMENT
MEDIUM	python/packages/lab/tau2/samples/run_benchmark.py	200	# Evaluate performance using tau2's comprehensive metrics	COMMENT
MEDIUM	…n/packages/lab/tau2/agent_framework_lab_tau2/runner.py	394	"""Evaluate agent performance using tau2's comprehensive evaluation system.	STRING
MEDIUM	…n/packages/lab/tau2/agent_framework_lab_tau2/runner.py	428	# Run comprehensive multi-dimensional evaluation	COMMENT
MEDIUM	…work_ag_ui_examples/agents/research_assistant_agent.py	14	"""Research a topic and generate a comprehensive report.	STRING
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_endpoint.py	13676	# Pause: the harness surfaces the provider-injected tool for approval, nothing executes yet.	COMMENT
MEDIUM	…n/packages/ag-ui/agent_framework_ag_ui/_a2ui/_agent.py	843	# the first that parses — robust whether or not a coalesced fragment arrives,	COMMENT
MEDIUM⚡	python/packages/ag-ui/getting_started/server.py	41	# In production, you should use a more robust authentication mechanism such as:	COMMENT
LOW	…t_framework_declarative/_workflows/_executors_basic.py	435	# No key field - just add	COMMENT
MEDIUM	…light/agent_framework_hyperlight/_execute_code_tool.py	360	# needed and we want dispose to remain robust during teardown.	COMMENT
LOW	…packages/ollama/agent_framework_ollama/_chat_client.py	341	# we can just pass in None for the host, the default is set by the Ollama package.	COMMENT
MEDIUM⚡	…ackages/openai/tests/openai/test_openai_chat_client.py	481	"""Test request preparation with a comprehensive parameter set."""	STRING
MEDIUM	…kflows.Declarative.UnitTests/Workflows/SendActivity.cs	29	/// Declarative workflows utilize Power FX for defining conditions and expressions.	COMMENT
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Synthetic Comment Markers27 hits · 202 pts

Severity	File	Line	Snippet	Context
HIGH	python/packages/core/tests/test_security.py	2609	# By default, AI-generated calls are UNTRUSTED	COMMENT
HIGH	…kflows.Declarative.UnitTests/Workflows/SendActivity.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…ows.Declarative.UnitTests/Workflows/SetTextVariable.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…kflows.Declarative.UnitTests/Workflows/LoopContinue.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…rkflows.Declarative.UnitTests/Workflows/SetVariable.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…rkflows.Declarative.UnitTests/Workflows/EditTableV2.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…ive.UnitTests/Workflows/RetrieveConversationMessage.cs	3	// This code was generated by a tool.	COMMENT
HIGH	….Declarative.UnitTests/Workflows/CreateConversation.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…orkflows.Declarative.UnitTests/Workflows/ParseValue.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…s.AI.Workflows.Declarative.UnitTests/Workflows/Goto.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…flows.Declarative.UnitTests/Workflows/ConditionElse.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…lows.Declarative.UnitTests/Workflows/CancelWorkflow.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…Workflows.Declarative.UnitTests/Workflows/LoopBreak.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…ows.Declarative.UnitTests/Workflows/EndConversation.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…Workflows.Declarative.UnitTests/Workflows/EditTable.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…s.Declarative.UnitTests/Workflows/ClearAllVariables.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…rative.UnitTests/Workflows/CopyConversationMessages.cs	3	// This code was generated by a tool.	COMMENT
HIGH	….Workflows.Declarative.UnitTests/Workflows/LoopEach.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…larative.UnitTests/Workflows/AddConversationMessage.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…Workflows.Declarative.UnitTests/Workflows/Condition.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…ve.UnitTests/Workflows/RetrieveConversationMessages.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…flows.Declarative.UnitTests/Workflows/ResetVariable.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…rkflows.Declarative.UnitTests/Workflows/InvokeAgent.cs	3	// This code was generated by a tool.	COMMENT
HIGH	…rkflows.Declarative.UnitTests/Workflows/EndWorkflow.cs	3	// This code was generated by a tool.	COMMENT
HIGH	dotnet/src/Microsoft.Agents.AI/TextSearchProvider.cs	44	/// when and what to search for — the search query text is AI-generated and should be treated as untrusted input by the	COMMENT
HIGH	…icrosoft.Agents.AI/Memory/ChatHistoryMemoryProvider.cs	48	/// the AI model controls when and what to search for. The search query is AI-generated and should be treated as untrust	COMMENT
HIGH	….Declarative/ObjectModel/InvokeFunctionToolExecutor.cs	239	// actual AI-generated tool calls and would be rejected by the API.	COMMENT

Verbosity Indicators108 hits · 199 pts

Severity	File	Line	Snippet	Context
LOW	…ents/tools/function_tool_with_approval_and_sessions.py	43	# Step 1: Agent requests to call the tool	COMMENT
LOW	…ents/tools/function_tool_with_approval_and_sessions.py	61	# Step 2: Send approval response	COMMENT
LOW⚡	…ples/02-agents/observability/workflow_observability.py	77	# Step 1: Create the executors.	COMMENT
LOW⚡	…ples/02-agents/observability/workflow_observability.py	81	# Step 2: Build the workflow with the defined edges.	COMMENT
LOW⚡	…ples/02-agents/observability/workflow_observability.py	86	# Step 3: Run the workflow with an initial message.	COMMENT
LOW⚡	…es/02-agents/skills/script_approval/script_approval.py	90	# Step 1: Send the user request — the agent will try to call the script	COMMENT
LOW⚡	…es/02-agents/skills/script_approval/script_approval.py	95	# Step 2: Handle approval requests (with sessions, context is	COMMENT
LOW	…-workflows/parallelism/map_reduce_and_visualization.py	260	# Step 1: Create executor instances.	COMMENT
LOW	…-workflows/parallelism/map_reduce_and_visualization.py	278	# Step 2: Build the workflow graph using fan out and fan in edges.	COMMENT
LOW⚡	…-workflows/parallelism/map_reduce_and_visualization.py	306	# Step 3: Open the text file and read its content.	COMMENT
LOW⚡	…-workflows/parallelism/map_reduce_and_visualization.py	310	# Step 4: Run the workflow with the raw text as input.	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	152	# Step 1: Create the parent workflow	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	162	# Step 2: Test data - various text strings	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	175	# Step 3: Run the workflow	COMMENT
LOW⚡	…amples/03-workflows/composition/sub_workflow_basics.py	178	# Step 4: Display results	COMMENT
LOW	…amples/03-workflows/composition/sub_workflow_basics.py	192	# Step 6: Display summary	COMMENT
LOW	python/samples/03-workflows/control-flow/simple_loop.py	139	# Step 1: Build the workflow with the defined edges.	COMMENT
LOW	python/samples/03-workflows/control-flow/simple_loop.py	155	# Step 2: Run the workflow with concise streaming output.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_executors.py	63	# Step 1: Build the workflow graph.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_executors.py	72	# Step 2: Stream events for a single input.	COMMENT
LOW	…ples/03-workflows/control-flow/sequential_streaming.py	25	# Step 1: Define methods using the executor decorator.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_streaming.py	56	# Step 1: Build the workflow with the defined edges.	COMMENT
LOW⚡	…ples/03-workflows/control-flow/sequential_streaming.py	60	# Step 2: Run the workflow and stream events in real time.	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1487	# Step 1: drive stream A's body until it's suspended at its first yield.	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1492	# Step 2: drop stream A; GC invalidates the weakref and schedules	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1498	# Step 3: synchronously start stream B before yielding to the loop,	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1504	# Step 4: yield enough times for stream A's scheduled aclose to drive	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1576	# Step 1: drive stream A's body to its first yield so it set storage_a.	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1582	# Step 2: drop stream A; the weakref dies and async-gen close is scheduled	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1588	# Step 3: synchronously start stream B with its own storage and drive it to	COMMENT
LOW⚡	python/packages/core/tests/workflow/test_workflow.py	1595	# Step 4: yield enough for stream A's scheduled aclose to drive its body	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	263	# Step 3: Verify the pending request info event was properly serialized	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	270	# Step 4: Create a fresh workflow and restore from checkpoint	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	274	# Step 5: Resume from checkpoint and verify the request can be continued	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	306	# Step 7: Verify the executor state was properly restored and response was processed	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	343	# Step 1: Run workflow until it emits a request_info event	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	352	# Step 2: Find the checkpoint with the pending request	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	362	# Step 3: Create a fresh workflow and restore from checkpoint WITH responses in one call	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	375	# Step 4: Verify the request_info event was NOT re-emitted to the caller	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	384	# Step 5: Verify the response was processed by checking executor state	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	454	# Step 4: Verify the approval request_info was NOT re-emitted	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	462	# Step 5: Verify the calculation request_info WAS re-emitted (no response provided)	COMMENT
LOW⚡	…re/tests/workflow/test_request_info_event_rehydrate.py	470	# Step 6: Verify workflow is in IDLE_WITH_PENDING_REQUESTS state (calc still pending)	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	238	# Step 1: Run workflow to completion to ensure checkpoints are created	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	250	# Step 2: List checkpoints to find the one with our pending request	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	293	# Step 6: Provide response to the restored request and complete the workflow	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	416	# Step 1: Run workflow until it emits multiple request_info events	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	430	# Step 2: Find the checkpoint with pending requests	COMMENT
LOW	…re/tests/workflow/test_request_info_event_rehydrate.py	442	# Step 3: Restore from checkpoint with ONLY the approval response (not the calculation)	COMMENT
LOW⚡	…thon/packages/core/tests/workflow/test_sub_workflow.py	862	# Step 1: run until the first request.	COMMENT
LOW⚡	…thon/packages/core/tests/workflow/test_sub_workflow.py	870	# Step 2: answer the first request so the sub-workflow accumulates internal state	COMMENT
LOW	…thon/packages/core/tests/workflow/test_sub_workflow.py	754	# Step 1: Run workflow until first request	COMMENT
LOW	…thon/packages/core/tests/workflow/test_sub_workflow.py	768	# Step 2: Resume workflow from checkpoint	COMMENT
LOW	…thon/packages/core/tests/workflow/test_sub_workflow.py	892	# Step 3: answer the second request. With the sub-workflow's state restored, the two-step	COMMENT
LOW	python/packages/core/agent_framework/security.py	1947	# Step 3: Build tiered fallback_label	COMMENT
LOW⚡	…on/packages/devui/agent_framework_devui/_deployment.py	53	# Step 1: Validate prerequisites	COMMENT
LOW⚡	…on/packages/devui/agent_framework_devui/_deployment.py	61	# Step 2: Generate Dockerfile	COMMENT
LOW⚡	…on/packages/devui/agent_framework_devui/_deployment.py	69	# Step 3: Generate auth token	COMMENT
LOW⚡	…on/packages/devui/agent_framework_devui/_deployment.py	77	# Step 4: Discover existing Container App Environment	COMMENT
LOW⚡	…on/packages/devui/agent_framework_devui/_deployment.py	83	# Step 5: Build and deploy with Azure CLI	COMMENT
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AI Structural Patterns222 hits · 173 pts

Severity	File	Line	Context
LOW	…ld_your_own_claw/claw_step04_production_ready/agent.py	292	CODE
LOW	…n/samples/02-agents/harness/console/harness_console.py	23	CODE
LOW	python/samples/02-agents/harness/console/app.py	143	CODE
LOW	python/packages/foundry_hosting/tests/test_responses.py	1013	CODE
LOW	…osting/agent_framework_foundry_hosting/_invocations.py	332	CODE
LOW	…ry_hosting/agent_framework_foundry_hosting/_toolbox.py	389	CODE
LOW	…_hosting/agent_framework_foundry_hosting/_responses.py	910	CODE
LOW	…ing/agent_framework_foundry_hosting/_workflow_state.py	386	CODE
LOW	…ithub_copilot/agent_framework_github_copilot/_agent.py	652	CODE
LOW	…ithub_copilot/agent_framework_github_copilot/_agent.py	1914	CODE
LOW	…on/packages/tools/agent_framework_tools/shell/_tool.py	153	CODE
LOW	…/packages/tools/agent_framework_tools/shell/_docker.py	288	CODE
LOW	…ages/foundry/agent_framework_foundry/_foundry_evals.py	1057	CODE
LOW	…s/foundry/agent_framework_foundry/_embedding_client.py	156	CODE
LOW	…s/foundry/agent_framework_foundry/_embedding_client.py	580	CODE
LOW	…ckages/foundry/agent_framework_foundry/_chat_client.py	175	CODE
LOW	…ckages/foundry/agent_framework_foundry/_chat_client.py	737	CODE
LOW	…ckages/foundry/agent_framework_foundry/_chat_client.py	1143	CODE
LOW	…hon/packages/foundry/agent_framework_foundry/_agent.py	192	CODE
LOW	…hon/packages/foundry/agent_framework_foundry/_agent.py	300	CODE
LOW	…hon/packages/foundry/agent_framework_foundry/_agent.py	586	CODE
LOW	…hon/packages/foundry/agent_framework_foundry/_agent.py	707	CODE
LOW	…hon/packages/foundry/agent_framework_foundry/_agent.py	1003	CODE
LOW	…es/foundry/agent_framework_foundry/_memory_provider.py	70	CODE
LOW	…os/agent_framework_azure_cosmos/_checkpoint_storage.py	144	CODE
LOW	…e-cosmos/agent_framework_azure_cosmos/_vector_store.py	696	CODE
LOW	…e-cosmos/agent_framework_azure_cosmos/_vector_store.py	1191	CODE
LOW	…e-cosmos/agent_framework_azure_cosmos/_vector_store.py	1296	CODE
LOW	…smos/agent_framework_azure_cosmos/_history_provider.py	57	CODE
LOW	python/packages/core/tests/core/test_vectors.py	202	CODE
LOW	python/packages/core/tests/core/test_vectors.py	1332	CODE
LOW	python/packages/core/tests/core/test_vectors.py	1601	CODE
LOW	python/packages/core/agent_framework/_types.py	759	CODE
LOW	python/packages/core/agent_framework/_types.py	995	CODE
LOW	python/packages/core/agent_framework/_types.py	1190	CODE
LOW	python/packages/core/agent_framework/_types.py	1516	CODE
LOW	python/packages/core/agent_framework/_types.py	3216	CODE
LOW	python/packages/core/agent_framework/_types.py	3553	CODE
LOW	python/packages/core/agent_framework/_types.py	3708	CODE
LOW	python/packages/core/agent_framework/_types.py	4042	CODE
LOW	python/packages/core/agent_framework/_types.py	4179	CODE
LOW	python/packages/core/agent_framework/_vectors.py	2295	CODE
LOW	python/packages/core/agent_framework/_vectors.py	2551	CODE
LOW	python/packages/core/agent_framework/_vectors.py	287	CODE
LOW	python/packages/core/agent_framework/_vectors.py	1588	CODE
LOW	python/packages/core/agent_framework/_vectors.py	1624	CODE
LOW	python/packages/core/agent_framework/_vectors.py	1674	CODE
LOW	python/packages/core/agent_framework/_vectors.py	1719	CODE
LOW	python/packages/core/agent_framework/_vectors.py	1952	CODE
LOW	python/packages/core/agent_framework/_vectors.py	1997	CODE
LOW	python/packages/core/agent_framework/_vectors.py	2865	CODE
LOW	python/packages/core/agent_framework/_vectors.py	3272	CODE
LOW	python/packages/core/agent_framework/_sessions.py	538	CODE
LOW	python/packages/core/agent_framework/_sessions.py	2334	CODE
LOW	python/packages/core/agent_framework/_evaluation.py	1640	CODE
LOW	python/packages/core/agent_framework/_evaluation.py	1858	CODE
LOW	python/packages/core/agent_framework/_evaluation.py	420	CODE
LOW	python/packages/core/agent_framework/_tools.py	1666	CODE
LOW	python/packages/core/agent_framework/_tools.py	1682	CODE
LOW	python/packages/core/agent_framework/_tools.py	1697	CODE
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Redundant / Tautological Comments112 hits · 164 pts

Severity	File	Line	Snippet	Context
LOW	…04-hosting/container/hyperlight_codeact/call_server.py	19	# Set FOUNDRY_AGENT_ENDPOINT to your deployed agent endpoint, e.g.	COMMENT
LOW	…samples/02-agents/middleware/middleware_termination.py	61	# Check if the user message contains any blocked words	COMMENT
LOW	…samples/02-agents/middleware/middleware_termination.py	104	# Check if we should terminate before processing	COMMENT
LOW	python/samples/02-agents/devui/agent_weather/agent.py	95	# Check if location parameter is "atlantis"	COMMENT
LOW	…on/samples/02-agents/devui/workflow_fanout/workflow.py	206	# Check if schema validation is enabled	COMMENT
LOW	…on/samples/02-agents/devui/workflow_fanout/workflow.py	242	# Check if quality validation is enabled	COMMENT
LOW	…on/samples/02-agents/devui/workflow_fanout/workflow.py	284	# Check if security validation is enabled	COMMENT
LOW	…on/samples/02-agents/devui/workflow_fanout/workflow.py	380	# Check if normalization is enabled	COMMENT
LOW	…on/samples/02-agents/devui/workflow_fanout/workflow.py	425	# Check if enrichment is enabled	COMMENT
LOW	…on/samples/02-agents/devui/workflow_fanout/workflow.py	469	# Check if aggregation is enabled	COMMENT
LOW	…02-agents/context_providers/simple_context_provider.py	59	# Check if we need to extract user info from user messages	COMMENT
LOW	…thon/samples/02-agents/harness/console/agent_runner.py	237	# Check if there are pending questions (UI needs user input)	COMMENT
LOW	…s/02-agents/harness/console/observers/error_display.py	38	# Check if this is an error content type	COMMENT
LOW	…amples/03-workflows/composition/sub_workflow_basics.py	117	# Check if all results are collected	COMMENT
LOW	…rkflows/declarative/invoke_function_tool/workflow.yaml	41	# Output the result	COMMENT
LOW	…3-workflows/declarative/customer_support/workflow.yaml	118	# Check if the issue was resolved by support.	COMMENT
LOW	…ples/03-workflows/declarative/customer_support/main.py	286	# Check if this is a SendActivity output (activity text from log_ticket, log_route, etc.)	COMMENT
LOW	…3-workflows/control-flow/multi_selection_edge_group.py	287	# Print outputs and database events from streaming	COMMENT
LOW	…to-end/evaluation/red_teaming/red_team_agent_sample.py	140	# Display results	STRING
LOW	python/samples/05-end-to-end/chatkit-integration/app.py	584	# Read file contents	COMMENT
LOW	python/scripts/task_runner.py	96	# Check if there is an include too	COMMENT
LOW	python/scripts/run_tasks_in_changed_packages.py	41	# Check if the file is within this project directory	COMMENT
LOW	…es/foundry/agent_framework_foundry/_memory_provider.py	192	# Check if there are any non-empty input messages	COMMENT
LOW	…packages/core/tests/core/test_middleware_with_agent.py	1335	# Set metadata to pass information to run middleware	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	2852	# Set max_iterations to 1 in additional_properties	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	3463	# Set max_consecutive_errors to 2	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	3540	# Set terminate_on_unknown_calls to False (default)	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	3576	# Set terminate_on_unknown_calls to True	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	6107	# Set include_detailed_errors to False (default)	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	6145	# Set include_detailed_errors to True	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	6245	# Set include_detailed_errors to True	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	6281	# Set include_detailed_errors to False (default)	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	8232	# Set include_detailed_errors to False (default)	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	8305	# Set include_detailed_errors to True	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	8378	# Set include_detailed_errors to True to see validation details	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	9524	# Set max_iterations to 1 in additional_properties	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10093	# Set max_consecutive_errors to 2	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10180	# Set terminate_on_unknown_calls to False (default)	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10224	# Set terminate_on_unknown_calls to True	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10261	# Set include_detailed_errors to True	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10304	# Set include_detailed_errors to False (default)	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10346	# Set include_detailed_errors to True	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10386	# Set include_detailed_errors to False (default)	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	10607	# Set result to a simple value - the framework will wrap it in FunctionResultContent	COMMENT
LOW	…ages/core/tests/core/test_function_invocation_logic.py	11083	# Set result to a simple value - the framework will wrap it in FunctionResultContent	COMMENT
LOW	…ages/core/tests/core/test_middleware_context_result.py	181	# Check if we want to override BEFORE calling next to avoid creating unused streams	COMMENT
LOW	python/packages/core/tests/core/test_types.py	4504	# Check if this is a list of objects that were created from dicts	COMMENT
LOW	python/packages/core/agent_framework/_serialization.py	638	# Check if this is an instance-specific dependency (field:name format)	COMMENT
LOW	python/packages/core/agent_framework/_tools.py	826	# Check if the wrapped function is a method (has 'self' parameter)	COMMENT
LOW	python/packages/core/agent_framework/_mcp.py	787	# Check if 'arguments' is missing or empty	COMMENT
LOW	python/packages/core/agent_framework/_mcp.py	3085	# Check if there are more pages	COMMENT
LOW	python/packages/core/agent_framework/_mcp.py	3260	# Check if there are more pages	COMMENT
LOW	…/core/agent_framework/_workflows/_function_executor.py	380	# Check if there's a context parameter	COMMENT
LOW	…s/core/agent_framework/_workflows/_workflow_context.py	190	# Check if it's a union type and validate each member	COMMENT
LOW	…s/core/agent_framework/_workflows/_workflow_context.py	202	# Check if it's a valid type	COMMENT
LOW	…core/agent_framework/_workflows/_request_info_mixin.py	221	# Check if ANY explicit type parameter was provided - if so, use ONLY explicit params.	COMMENT
LOW	…ckages/core/agent_framework/_workflows/_edge_runner.py	467	# Check if target can handle list of message data (fan-in aggregates multiple messages)	COMMENT
LOW	…ackages/core/agent_framework/_workflows/_validation.py	254	# Check if any source output type is compatible with any target input type	COMMENT
LOW	…/packages/core/agent_framework/_workflows/_executor.py	656	# Check if ANY explicit type parameter was provided - if so, use ONLY explicit params.	COMMENT
LOW	python/packages/devui/agent_framework_devui/_tracing.py	146	# Check if this is a real TracerProvider (not the default NoOpTracerProvider)	COMMENT
52 more matches not shown…

Cross-Language Confusion23 hits · 111 pts

Severity	File	Line	Snippet	Context
HIGH	…s/02-agents/tools/function_tool_with_max_exceptions.py	100	if (b === 0) return undefined; // or throw	STRING
HIGH	…s/02-agents/tools/function_tool_with_max_exceptions.py	159	if (b === 0) return undefined; // or throw	STRING
HIGH	…on/packages/tools/agent_framework_tools/shell/_tool.py	117	``cd /tmp && rm -rf .`` in one call can still touch ``/tmp``.	CODE
HIGH⚡	python/packages/tools/tests/test_docker_shell_tool.py	747	r = await shell.run("wget -q -T 2 -O- http://example.com \|\| echo NOACCESS")	CODE
HIGH	python/packages/core/tests/core/test_tools.py	565	arguments='{"location": "Seattle", "unit": null}',	CODE
HIGH	python/packages/core/tests/core/test_tools.py	437	Regression for #5934: exclude_none dropped the explicit null, so the required	STRING
HIGH	python/packages/core/agent_framework/_tools.py	928	# explicitly provided even when their value is null, and drop	COMMENT
HIGH	python/packages/core/agent_framework/_tools.py	931	# parameter the model deliberately set to null, failing the	COMMENT
HIGH	…/packages/redis/agent_framework_redis/_vector_store.py	303	# Portable membership never matches an actual null, including when None is in the supplied sequence.	COMMENT
HIGH	…ackages/devui/tests/devui/test_ui_memory_regression.py	462	jsHeapBytes: performance.memory ? performance.memory.usedJSHeapSize : null,	STRING
HIGH	python/packages/orchestrations/tests/test_group_chat.py	102	'"next_speaker": "agent", "final_message": null}'	CODE
HIGH	python/packages/orchestrations/tests/test_group_chat.py	125	'"next_speaker": null, "final_message": "agent manager final"}'	CODE
HIGH	python/packages/orchestrations/tests/test_group_chat.py	160	'"next_speaker": "unknown", "final_message": null} '	CODE
HIGH	python/packages/orchestrations/tests/test_group_chat.py	162	'"next_speaker": "agent", "final_message": null}'	CODE
HIGH	python/packages/orchestrations/tests/test_group_chat.py	177	'"next_speaker": null, "final_message": "concatenated manager final"}'	CODE
HIGH	python/packages/orchestrations/tests/test_group_chat.py	204	'{"terminate": false, "reason": "delegate", "next_speaker": "agent", "final_message": null}\n'	CODE
HIGH	python/packages/orchestrations/tests/test_group_chat.py	1271	'"next_speaker": "alpha", "final_message": null}'	CODE
HIGH	python/packages/orchestrations/tests/test_group_chat.py	1293	'"next_speaker": null, "final_message": "dynamic manager final"}'	CODE
HIGH	python/packages/monty/tests/monty/test_monty_codeact.py	478	"- `empty` (null, optional) Default: null.",	CODE
HIGH	…ent_framework_declarative/_workflows/_executors_mcp.py	139	This avoids surprising ``"[42]"`` / ``"[true]"`` / ``"[null]"`` when	STRING
HIGH⚡	…thon/packages/declarative/tests/test_workflow_state.py	273	assert state._eval_simple("Local.x \|\| Local.y") is True	CODE
HIGH⚡	…thon/packages/declarative/tests/test_workflow_state.py	269	"""Test \|\| operator."""	STRING
HIGH	…nai/tests/openai/test_openai_chat_completion_client.py	2765	The OpenAI spec sends ``"delta": {}`` (not null) on finish chunks. These	STRING

Magic Placeholder Names20 hits · 98 pts

Severity	File	Line	Snippet	Context
HIGH	python/samples/README.md	178	\| `agent-framework-gemini` \| `GeminiChatClient / GeminiEmbeddingClient` \| `GOOGLE_API_KEY` \| `your-api-key` \|	CODE
HIGH	python/samples/README.md	190	\| `agent-framework-mistral` \| `MistralChatClient / MistralEmbeddingClient` \| `MISTRAL_API_KEY` \| `your-api-key` \|	CODE
HIGH	…/02-agents/context_providers/azure_ai_search/README.md	205	-H "api-key: YOUR_API_KEY"	CODE
HIGH	python/samples/02-agents/mcp/mcp_api_key_auth.py	22	python mcp_api_key_auth.py <your_api_key>	STRING
HIGH	python/packages/core/agent_framework/_serialization.py	552	openai_client = AsyncOpenAI(api_key="your-api-key")	STRING
HIGH	python/packages/core/agent_framework/_tools.py	1941	client = OpenAIChatClient(api_key="your_api_key")	STRING
HIGH	python/packages/gemini/README.md	100	export GOOGLE_API_KEY="your-api-key"	CODE
HIGH	python/packages/devui/dev.md	35	OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	python/packages/lab/lightning/README.md	55	api_key="your-api-key",	CODE
HIGH	python/packages/lab/tau2/README.md	69	api_key="your-api-key",	CODE
HIGH	python/packages/lab/tau2/README.md	74	api_key="your-api-key",	CODE
HIGH	python/packages/lab/tau2/README.md	131	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	python/packages/ag-ui/README.md	37	api_key="your-api-key",	CODE
HIGH	python/packages/ag-ui/getting_started/README.md	282	# export AZURE_OPENAI_API_KEY="your-api-key"	COMMENT
HIGH	python/packages/nvidia/README.md	26	# NvidiaEmbeddingClient(model="nvidia/nemotron-3-embed-1b", api_key="your-api-key")	COMMENT
HIGH	python/packages/mistral/README.md	27	# MistralChatClient(model="mistral-large-latest", api_key="your-api-key")	COMMENT
HIGH	python/packages/mistral/README.md	65	# MistralEmbeddingClient(model="mistral-embed", api_key="your-api-key")	COMMENT
HIGH	…s/mistral/agent_framework_mistral/_embedding_client.py	317	api_key="your-api-key",	STRING
HIGH	…ckages/mistral/agent_framework_mistral/_chat_client.py	968	api_key="your-api-key",	STRING
HIGH	…github-copilot/Agent_With_GitHubCopilot_BYOK/README.md	64	ApiKey = "your-api-key",	CODE

Slop Phrases37 hits · 88 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/devsetup.sh	2	# Create a virtual environment with Python 3.10 (you can change this to 3.11, 3.12 or 3.13)	COMMENT
MEDIUM	…mples/02-agents/tools/control_total_tool_executions.py	329	Response: I'm unable to use the analysis tool right now as it has reached its limit...	STRING
LOW	…02-agents/context_providers/simple_context_provider.py	30	# In order for the State to be serialized well, we need to make sure to register	COMMENT
MEDIUM	…arness/build_your_own_claw/subprocess_script_runner.py	5	This is provided for demonstration purposes only.	STRING
MEDIUM	…aw_step04_production_ready/subprocess_script_runner.py	5	This is provided for demonstration purposes only.	STRING
MEDIUM	…n/samples/02-agents/skills/subprocess_script_runner.py	5	This is provided for demonstration purposes only.	STRING
MEDIUM	…ws/human-in-the-loop/guessing_game_with_human_input.py	188	# If desired, you can add more guidance here, but keep it concise.	COMMENT
MEDIUM	…ows/human-in-the-loop/agents_with_approval_requests.py	41	5. The sample automatically approves the request for demonstration purposes.	STRING
MEDIUM⚡	…ows/human-in-the-loop/agents_with_approval_requests.py	69	# For demonstration purposes, we return a fixed date.	COMMENT
MEDIUM	…ows/human-in-the-loop/agents_with_approval_requests.py	340	Please let me know if you need more detailed information or have any questions.	STRING
MEDIUM	…orkflows/agents/workflow_as_agent_human_in_the_loop.py	148	# Mock a human response approval for demonstration purposes.	COMMENT
MEDIUM	…on/samples/05-end-to-end/workflow_evaluation/_tools.py	11	# Note: These are mock tools for demonstration purposes. They return simulated data	COMMENT
MEDIUM	…hon/samples/05-end-to-end/chatkit-integration/store.py	53	Note: This is for demonstration purposes. In production, you should	STRING
MEDIUM	…/05-end-to-end/chatkit-integration/attachment_store.py	40	Note: This is for demonstration purposes. In production, use cloud storage	STRING
MEDIUM	python/packages/core/tests/core/test_types.py	211	"I cannot provide a result.",	CODE
MEDIUM	…ackages/openai/tests/openai/test_openai_chat_client.py	1735	mock_refusal_content.refusal = "I cannot provide that information."	CODE
MEDIUM	…ackages/openai/tests/openai/test_openai_chat_client.py	1747	assert response.messages[0].contents[0].text == "I cannot provide that information."	CODE
MEDIUM	…nai/tests/openai/test_openai_chat_completion_client.py	1587	refusal="I cannot provide that information.",	CODE
MEDIUM	…nai/tests/openai/test_openai_chat_completion_client.py	1601	assert message.contents[0].text == "I cannot provide that information."	CODE
MEDIUM	…ts/responses/Using-E2E-Resilience/IdempotentService.cs	14	/// For demonstration purposes only. This service and its client should not be used as-is in production.	COMMENT
MEDIUM	…ed_Shared_Contributor_Setup/IdempotentServiceClient.cs	13	/// For demonstration purposes only. This sample client and its backing service should not be used as-is in production.	COMMENT
MEDIUM	…nses/Hosted-Workflow-Resilient-Long-Running/Program.cs	122	/// For demonstration purposes only. The workflow and its backing service should not be used as-is in production.	COMMENT
MEDIUM	…ry/AgentWithMemory_Step01_ChatHistoryMemory/Program.cs	20	// For demonstration purposes, we are using an in-memory vector store.	COMMENT
MEDIUM	…y/AgentWithMemory_Step05_BoundedChatHistory/Program.cs	26	// For demonstration purposes, we are using an in-memory vector store.	COMMENT
MEDIUM	…/Agents/Agent_Step03_PersistedConversations/Program.cs	38	// Here we'll just write the serialized session to console (for demonstration purposes).	COMMENT
MEDIUM	…mples/02-agents/Agents/Agent_Step12_Plugins/Program.cs	106	/// The weather information is hardcoded for demonstration purposes.	COMMENT
MEDIUM	…uildYourOwnClaw/Claw_Step01_MeetYourClaw/StockTools.cs	12	/// The prices returned here are mock data for demonstration purposes only and are not real	COMMENT
MEDIUM	…rOwnClaw/Claw_Step03_ScalingCapabilities/StockTools.cs	12	/// The prices and earnings figures returned here are mock data for demonstration purposes only and	COMMENT
MEDIUM	…w_Step03_ScalingCapabilities/SubprocessScriptRunner.cs	5	// This is provided for demonstration purposes only.	COMMENT
MEDIUM	…w_Step03_ScalingCapabilities/SubprocessScriptRunner.cs	19	/// as a positional argument. It is intended for demonstration purposes only.	COMMENT
MEDIUM	…dYourOwnClaw/Claw_Step02_WorkingWithData/StockTools.cs	12	/// The prices returned here are mock data for demonstration purposes only and are not real	COMMENT
MEDIUM	…foundry/Agent_Step06_PersistedConversations/Program.cs	31	// Save the serialized session to a temporary file (for demonstration purposes).	COMMENT
MEDIUM	…foundry/Agent_Step06_PersistedConversations/Program.cs	35	// Load the serialized session from the temporary file (for demonstration purposes).	COMMENT
MEDIUM	…AgentProviders/foundry/Agent_Step13_Plugins/Program.cs	122	/// The weather information is hardcoded for demonstration purposes.	COMMENT
MEDIUM	…02-agents/Evaluation/Evaluation_CustomEvals/Program.cs	28	&& !response.Contains("I'm unable to", StringComparison.OrdinalIgnoreCase)	CODE
MEDIUM	…amples/02-agents/AgentSkills/SubprocessScriptRunner.cs	5	// This is provided for demonstration purposes only.	COMMENT
MEDIUM	…amples/02-agents/AgentSkills/SubprocessScriptRunner.cs	17	/// as a positional argument. It is intended for demonstration purposes only.	COMMENT

Dead Code26 hits · 48 pts

Severity	File	Line	Context
MEDIUM	…-hosted-agents/invocations/telegram/tests/test_main.py	54	CODE
MEDIUM	…packages/core/tests/core/test_middleware_with_agent.py	170	CODE
MEDIUM	…packages/core/tests/core/test_middleware_with_agent.py	171	CODE
MEDIUM	…packages/core/tests/core/test_middleware_with_agent.py	2096	CODE
MEDIUM	…packages/core/tests/core/test_middleware_with_agent.py	2097	CODE
MEDIUM	…ages/core/tests/core/test_function_invocation_logic.py	1222	CODE
MEDIUM	python/packages/core/tests/core/test_mcp_http_auth.py	303	CODE
MEDIUM	python/packages/core/tests/core/test_mcp.py	4534	CODE
MEDIUM	python/packages/core/tests/core/test_mcp.py	4641	CODE
MEDIUM	python/packages/core/tests/core/test_mcp.py	4673	CODE
MEDIUM	python/packages/core/tests/core/test_mcp.py	4698	CODE
MEDIUM	python/packages/core/tests/core/test_types.py	7130	CODE
MEDIUM	python/packages/core/tests/core/test_types.py	7149	CODE
MEDIUM	python/packages/core/tests/core/test_types.py	7171	CODE
MEDIUM	python/packages/core/tests/core/test_agent_hooks.py	2301	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_http_service.py	116	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_http_service.py	161	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_http_service.py	209	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_http_service.py	241	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_http_service.py	347	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_workflow_run.py	3276	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_a2ui.py	312	CODE
MEDIUM	python/packages/ag-ui/tests/ag_ui/test_a2ui.py	326	CODE
MEDIUM	…ges/ag-ui/tests/ag_ui/golden/test_scenario_workflow.py	482	CODE
MEDIUM	…ting-telegram/tests/hosting_telegram/test_rendering.py	211	CODE
MEDIUM	python/packages/chatkit/tests/test_streaming.py	29	CODE

AI Response Leakage4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	python/samples/02-agents/compaction/basics.py	104	# plus matching tool result messages). In this example, setting to 0 removes	COMMENT
HIGH	…samples/02-agents/context_providers/mem0/mem0_basic.py	35	# In this example, we associate Mem0 records with user_id.	COMMENT
HIGH	…n/samples/02-agents/context_providers/mem0/mem0_oss.py	36	# In this example, we associate Mem0 records with user_id.	COMMENT
HIGH	python/packages/ag-ui/getting_started/server.py	117	# In this example:	COMMENT

Example Usage Blocks14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	…uction_ready/skills/risk-scoring/scripts/risk_score.py	8	# Usage:	COMMENT
LOW	…on_ready/skills/valuation/scripts/valuation_metrics.py	8	# Usage:	COMMENT
LOW	…our_own_claw/skills/risk-scoring/scripts/risk_score.py	8	# Usage:	COMMENT
LOW	…own_claw/skills/valuation/scripts/valuation_metrics.py	8	# Usage:	COMMENT
LOW	…/mixed_skills/skills/unit-converter/scripts/convert.py	4	# Usage:	COMMENT
LOW	…e_based_skill/skills/unit-converter/scripts/convert.py	4	# Usage:	COMMENT
LOW	…oundryHostedAgents/scripts/add-local-framework-feed.sh	30	# Usage:	COMMENT
LOW	…dy/ClawAgent/skills/risk-scoring/scripts/risk_score.py	8	# Usage:	COMMENT
LOW	…lawAgent/skills/valuation/scripts/valuation_metrics.py	8	# Usage:	COMMENT
LOW	…Capabilities/skills/risk-scoring/scripts/risk_score.py	8	# Usage:	COMMENT
LOW	…bilities/skills/valuation/scripts/valuation_metrics.py	8	# Usage:	COMMENT
LOW	…sAutoApproval/skills/unit-converter/scripts/convert.py	4	# Usage:	COMMENT
LOW	…dSkills/skills/unit-converter/scripts/convert-units.py	4	# Usage:	COMMENT
LOW	…leBasedSkills/skills/unit-converter/scripts/convert.py	4	# Usage:	COMMENT

Overly Generic Function Names19 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	python/packages/foundry_hosting/tests/test_responses.py	2105	def handle_request(request: Any) -> Any:	CODE
LOW	…ages/github_copilot/tests/test_github_copilot_agent.py	2813	def my_function(arg: str) -> str:	CODE
LOW	…ages/foundry/tests/foundry/test_foundry_chat_client.py	1132	def handle_request(request: Any) -> Any:	CODE
LOW	…ages/foundry/tests/foundry/test_foundry_chat_client.py	2054	def handle_request(request: Any) -> Any:	CODE
LOW	…n/packages/foundry/tests/foundry/test_foundry_agent.py	2205	def handle_request(request: Any) -> Any:	CODE
LOW⚡	python/packages/core/tests/core/test_skills.py	5529	def my_function(key: str = "") -> str:	CODE
LOW	python/packages/core/tests/core/test_feature_stage.py	109	def my_function(value: int) -> int:	CODE
LOW	python/packages/core/tests/core/test_feature_stage.py	455	def my_function() -> None:	STRING
LOW⚡	…ckages/core/tests/workflow/test_functional_workflow.py	3961	async def helper() -> None:	CODE
LOW⚡	…packages/core/tests/workflow/test_function_executor.py	81	async def my_function(data: dict[str, Any], ctx: WorkflowContext[Any]) -> None:	CODE
LOW	…/core/agent_framework/_workflows/_function_executor.py	248	def process_data(data: str):	STRING
LOW	python/packages/a2a/tests/test_a2a_agent.py	581	def handle_request(request: httpx.Request) -> httpx.Response:	CODE
LOW⚡	python/packages/lab/gaia/samples/gaia_sample.py	148	async def run_task(task: Task) -> Prediction:	CODE
LOW	…n/packages/typesafe/tests/typesafe/test_chat_client.py	258	def handle_request(request: httpx2.Request) -> httpx2.Response:	CODE
LOW	…/packages/declarative/tests/test_declarative_loader.py	1462	def my_function():	STRING
LOW	…on/packages/declarative/tests/test_workflow_factory.py	664	def my_function(x):	CODE
LOW	…es/ollama/tests/ollama/test_ollama_embedding_client.py	129	def handle_request(request: httpx.Request) -> httpx.Response:	CODE
LOW	…ackages/openai/tests/openai/test_openai_chat_client.py	6834	def handle_request(request: Any) -> Any:	CODE
LOW	…nai/tests/openai/test_openai_chat_completion_client.py	363	def test_function(query: str) -> str:	CODE

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…ackages/devui/agent_framework_devui/ui/assets/index.js	126	print(response)	CODE
HIGH	…mponents/features/gallery/setup-instructions-modal.tsx	175	print(response)	CODE

microsoft/agent-framework

Open-Source Code Quality, Security and Technical Debt Review