strands-agents/harness-sdk

22.1

Adjusted Score

22.1

Raw Score

100%

Time Factor

2026-07-31

Last Push

6.8K

Stars

Python

Language

380.5K

Lines of Code

1.7K

Files

6.5K

Pattern Hits

2026-08-02

Scan Date

0.18

HC Hit Rate

What These Metrics Mean

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

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

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

CRITICAL 2HIGH 292MEDIUM 481LOW 5716

Directory Score Breakdown

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

Pattern Findings

The scanner identified 6491 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers4502 hits · 4081 pts

Severity	File	Line	Snippet	Context
LOW	…rands-py/tests_integ/test_hot_tool_reload_decorator.py	19	def test_hot_reload_decorator():	CODE
LOW	…rands-py/tests_integ/test_hot_tool_reload_decorator.py	72	def test_hot_reload_decorator_update():	STRING
LOW	strands-py/tests_integ/conftest.py	190	def _load_api_keys_from_secrets_manager():	CODE
LOW	strands-py/tests_integ/test_tool_retry_hook.py	12	def test_tool_retry_hook_causes_reexecution():	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	110	async def test_graph_execution_with_string(math_agent, summary_agent, validation_agent, nested_computation_graph):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	116	def proceed_to_second_summary(state):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	179	async def test_graph_execution_with_image(image_analysis_agent, summary_agent, yellow_img, hook_provider):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	256	async def test_graph_streaming_with_agents(alist):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	312	async def test_graph_streaming_with_custom_node(alist):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	368	async def test_nested_graph_streaming(alist):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	425	async def test_graph_metrics_accumulation():	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	469	async def test_graph_interrupt_and_resume():	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	539	async def test_self_loop_resume_from_persisted_state(tmp_path):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	593	async def test_conditional_routing_with_invocation_state():	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	647	async def test_legacy_conditions_unaffected_by_invocation_state():	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	679	async def test_condition_combining_graph_state_and_invocation_state():	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	734	async def test_diamond_graph_conditional_convergence():	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	797	async def test_invocation_state_persisted_on_resume(tmp_path):	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	853	async def test_invocation_state_streaming_with_conditional_edges():	CODE
LOW	strands-py/tests_integ/test_session.py	40	def test_agent_with_file_session(temp_dir):	CODE
LOW	strands-py/tests_integ/test_session.py	63	def test_agent_with_file_session_and_conversation_manager(temp_dir):	CODE
LOW	strands-py/tests_integ/test_session.py	104	def test_agent_with_file_session_with_image(temp_dir, yellow_img):	CODE
LOW	strands-py/tests_integ/test_session.py	167	def test_agent_with_file_session_server_side_conversation(temp_dir):	CODE
LOW	…g/test_summarizing_conversation_manager_integration.py	76	def test_summarization_with_context_overflow(model):	CODE
LOW	…g/test_summarizing_conversation_manager_integration.py	187	def test_tool_preservation_during_summarization(model, tools):	STRING
LOW⚡	…g/test_summarizing_conversation_manager_integration.py	300	def test_dedicated_summarization_agent(model, summarization_model):	STRING
LOW	…g/test_summarizing_conversation_manager_integration.py	378	def test_summarization_with_tool_messages_and_no_tools():	STRING
LOW	…g/test_summarizing_conversation_manager_integration.py	414	def test_dedicated_summarization_agent_with_structured_output(model, summarization_model):	STRING
LOW	strands-py/tests_integ/test_tool_context_injection.py	31	def _validate_tool_result_content(agent: Agent):	CODE
LOW	strands-py/tests_integ/test_tool_context_injection.py	42	def test_strands_context_integration_context_true():	CODE
LOW	strands-py/tests_integ/test_tool_context_injection.py	52	def test_strands_context_integration_context_custom():	CODE
LOW	strands-py/tests_integ/test_tool_context_injection.py	68	def test_agent_state_access_through_tool_context():	CODE
LOW⚡	strands-py/tests_integ/test_multiagent_swarm.py	117	def test_swarm_execution_with_string(researcher_agent, analyst_agent, writer_agent, hook_provider):	CODE
LOW	strands-py/tests_integ/test_multiagent_swarm.py	153	async def test_swarm_execution_with_image(researcher_agent, analyst_agent, writer_agent, yellow_img):	CODE
LOW	strands-py/tests_integ/test_multiagent_swarm.py	236	async def test_swarm_node_result_structure():	CODE
LOW	strands-py/tests_integ/test_multiagent_swarm.py	283	async def test_swarm_multiple_handoffs_with_agent_results():	CODE
LOW	strands-py/tests_integ/test_multiagent_swarm.py	327	async def test_swarm_get_agent_results_flattening():	CODE
LOW	strands-py/tests_integ/test_multiagent_swarm.py	362	def test_swarm_resume_from_executing_state(tmpdir, exit_hook, verify_hook):	CODE
LOW	strands-py/tests_integ/test_skills_plugin.py	39	def test_agent_activates_skill_and_injects_metadata(agent, skills_plugin):	CODE
LOW⚡	strands-py/tests_integ/test_skills_plugin.py	52	def test_direct_tool_invocation_and_state_persistence(agent, skills_plugin):	CODE
LOW⚡	strands-py/tests_integ/test_skills_plugin.py	62	def test_load_skills_from_directory(tmp_path):	CODE
LOW	strands-py/tests_integ/test_agent_as_tool.py	13	async def test_stream_async_with_agent_tool():	CODE
LOW⚡	…ds-py/tests_integ/test_structured_output_agent_loop.py	161	def test_regular_call_without_structured_output(self):	CODE
LOW⚡	…ds-py/tests_integ/test_structured_output_agent_loop.py	169	def test_simple_structured_output(self):	CODE
LOW⚡	…ds-py/tests_integ/test_structured_output_agent_loop.py	183	def test_follow_up_without_structured_output(self):	CODE
LOW	…ds-py/tests_integ/test_structured_output_agent_loop.py	201	def test_tool_use_without_structured_output(self):	CODE
LOW	…ds-py/tests_integ/test_structured_output_agent_loop.py	212	def test_tool_use_with_structured_output(self):	CODE
LOW	…ds-py/tests_integ/test_structured_output_agent_loop.py	230	async def test_async_structured_output(self):	CODE
LOW	…ds-py/tests_integ/test_structured_output_agent_loop.py	256	async def test_streaming_with_structured_output(self):	CODE
LOW	…ds-py/tests_integ/test_structured_output_agent_loop.py	282	def test_multiple_invocations_different_models(self):	CODE
LOW⚡	…ds-py/tests_integ/test_structured_output_agent_loop.py	309	def test_agent_with_default_structured_output(self):	CODE
LOW⚡	…ds-py/tests_integ/test_structured_output_agent_loop.py	325	def test_validation_forces_retry(self):	CODE
LOW	strands-py/tests_integ/test_cancellation.py	52	async def test_cancel_during_streaming_bedrock():	CODE
LOW	strands-py/tests_integ/test_cancellation.py	78	async def test_cancel_with_tools_bedrock():	CODE
LOW	strands-py/tests_integ/test_cancellation.py	132	async def test_cancel_from_thread_bedrock():	CODE
LOW	strands-py/tests_integ/test_invalid_tool_names.py	16	def test_invalid_tool_names_works(temp_dir):	CODE
LOW	strands-py/tests_integ/test_goal_loop.py	15	def test_runs_n_attempts_and_surfaces_last_result(self):	CODE
LOW	strands-py/tests_integ/test_goal_loop.py	55	def test_restores_transcript_between_attempts(self):	CODE
LOW	…nds-py/tests_integ/test_agentic_context_integration.py	42	def test_agent_responds_normally_with_agentic_enabled(self, model):	CODE
LOW	…nds-py/tests_integ/test_agentic_context_integration.py	51	def test_works_alongside_user_defined_tools(self, model):	CODE
4442 more matches not shown…

Docstring Block Structure160 hits · 800 pts

Severity	File	Line	Snippet	Context
HIGH	strands-py/AGENTS.md	116	Brief description of function. Longer description if needed. This docstring is used by LLMs to understand the f	STRING
HIGH	strands-py/tests/strands/tools/test_decorator.py	317	This is the main description. This is more description text. Args: param1: First parameter	STRING
HIGH	strands-py/tests/strands/tools/test_decorator.py	444	Main description here. Args: param: This should be excluded Returns: This shou	STRING
HIGH	strands-py/tests/strands/tools/test_decorator.py	1161	This is the summary line. This is a more detailed description that spans multiple lines and provides ad	STRING
HIGH	strands-py/src/strands/_identifier.py	15	Validate strands id. Args: id_: Id to validate. type_: Type of the identifier (e.g., session id, ag	STRING
HIGH	strands-py/src/strands/experimental/agent_config.py	55	Create an Agent from a configuration file or dictionary. This function supports tools that can be loaded declarativ	STRING
HIGH	strands-py/src/strands/experimental/tools/stop/stop.py	49	Validate an optional stop message and return the effective value. Args: message: The model-supplied message	STRING
HIGH	strands-py/src/strands/experimental/tools/stop/stop.py	77	Create a stop tool that gracefully ends the agent loop. The tool sets ``invocation_state["request_state"]["stop_eve	STRING
HIGH	strands-py/src/strands/_middleware/stages.py	90	Request a human-in-the-loop interrupt. On first execution (no prior response) this raises ``InterruptException`	STRING
HIGH	strands-py/src/strands/tools/decorator.py	370	Validate input data using the Pydantic model. This method ensures that the input data meets the expected schema	STRING
HIGH	strands-py/src/strands/tools/decorator.py	420	Check if a parameter should be automatically injected by the framework or is a standard Python method param. Sp	STRING
HIGH	strands-py/src/strands/tools/decorator.py	743	Decorator that transforms a Python function into a Strands tool. This decorator seamlessly enables a function to be	STRING
HIGH	strands-py/src/strands/tools/tools.py	83	Normalize a single property definition. Args: prop_name: The name of the property. prop_def: The pr	STRING
HIGH	strands-py/src/strands/tools/tools.py	117	Normalize a JSON schema to match expectations. This function recursively processes nested objects to preserve the c	STRING
HIGH	strands-py/src/strands/tools/tools.py	153	Normalize a complete tool specification by transforming its inputSchema. Args: tool_spec: The tool specific	STRING
HIGH	strands-py/src/strands/tools/loader.py	23	Load a tool's Python module from a file path with sys.modules and sys.path discipline. The module's ``__name__`` is	STRING
HIGH	strands-py/src/strands/tools/loader.py	318	DEPRECATED: Load tools from a file based on its file extension. Args: tool_path: Path to the tool f	STRING
HIGH	strands-py/src/strands/tools/_caller.py	50	Call tool as a function. This method enables the method-style interface (e.g., `agent.tool.tool_name(param="val	STRING
HIGH	strands-py/src/strands/tools/_caller.py	70	Call a tool directly by name. Args: user_message_override: Optional custom message to recor	STRING
HIGH	strands-py/src/strands/tools/mcp/mcp_client.py	169	Create MCPClient instances from an ``mcpServers`` JSON config (file path or mapping). Returns one client per en	STRING
HIGH	strands-py/src/strands/types/interrupt.py	83	Trigger the interrupt with a reason. Args: name: User defined name for the interrupt. Must be u	STRING
HIGH	strands-py/src/strands/multiagent/swarm.py	451	Wrap an async generator with timeout for total execution time. Tracks elapsed time from start and enforces time	STRING
HIGH	strands-py/src/strands/multiagent/a2a/_converters.py	28	Convert AgentInput to A2A Message. Args: prompt: Input in various formats (string, message list, or content	STRING
HIGH	strands-py/src/strands/multiagent/a2a/executor.py	664	Extract Strands interrupt responses from inbound A2A message parts. A client resumes a task parked in ``input_r	STRING
HIGH	…trands/vended_memory_stores/test_memory_store/store.py	164	Search stored entries for those whose content overlaps the query. Results are ranked by query-token overlap, wi	STRING
HIGH	…trands/vended_memory_stores/test_memory_store/store.py	208	Add ``content`` (with optional ``metadata``) to the store. Identical content is deduplicated: a repeat write re	STRING
HIGH	…s/vended_memory_stores/bedrock_knowledge_base/store.py	184	Search the knowledge base for entries matching the query. Args: query: The search query text.	STRING
HIGH	…s/vended_memory_stores/bedrock_knowledge_base/store.py	247	Ingest ``content`` (with optional ``metadata``) into the knowledge base. Only ``CUSTOM`` and ``S3`` data source	STRING
HIGH	strands-py/src/strands/plugins/decorator.py	42	Mark a method as a hook callback for automatic registration. Infers event type from the callback's type hint. Suppo	STRING
HIGH	strands-py/src/strands/event_loop/event_loop.py	192	Execute a single cycle of the event loop. This core function processes a single conversation turn, handling model i	STRING
HIGH	strands-py/src/strands/event_loop/event_loop.py	455	Handle model execution with retry logic for throttling exceptions. Executes the model inference with automatic retr	STRING
HIGH	strands-py/src/strands/agent/a2a_agent.py	100	Synchronously invoke the remote A2A agent. Args: prompt: Input to the agent (string, message list,	STRING
HIGH	strands-py/src/strands/agent/a2a_agent.py	120	Asynchronously invoke the remote A2A agent. Args: prompt: Input to the agent (string, message list,	STRING
HIGH	strands-py/src/strands/agent/a2a_agent.py	148	Stream remote agent execution asynchronously. This method provides an asynchronous interface for streaming A2A	STRING
HIGH	strands-py/src/strands/agent/a2a_agent.py	255	Send message to A2A agent. Args: prompt: Input to send to the agent. Yields: A	STRING
HIGH	strands-py/src/strands/agent/agent.py	196	Initialize the Agent with the specified configuration. Args: model: Provider for running inference	STRING
HIGH	strands-py/src/strands/agent/agent.py	510	Resolve context_manager facade into concrete conversation_manager and plugins. When context_manager is None, re	STRING
HIGH	strands-py/src/strands/agent/agent.py	720	Process a natural language prompt through the agent's event loop. This method implements the conversational int	STRING
HIGH	strands-py/src/strands/agent/agent.py	802	Process a natural language prompt through the agent's event loop. This method implements the conversational int	STRING
HIGH	strands-py/src/strands/agent/agent.py	1087	Process a natural language prompt and yield events as an async iterator. This method provides an asynchronous i	STRING
HIGH	strands-py/src/strands/agent/agent.py	1551	Capture current agent state as an in-memory snapshot. Args: preset: Named preset of fields to captu	STRING
HIGH	strands-py/src/strands/agent/agent_result.py	95	Rehydrate an AgentResult from persisted JSON. Args: data: Dictionary containing the serialized Agen	STRING
HIGH	…nversation_manager/summarizing_conversation_manager.py	202	Generate a summary of the provided messages. When a dedicated summarization_agent was provided at init time, it	STRING
HIGH	…nversation_manager/summarizing_conversation_manager.py	294	Adjust the split point to avoid breaking ToolUse/ToolResult pairs. Thin wrapper around the shared :func:`adjust	STRING
HIGH	…nds/agent/conversation_manager/conversation_manager.py	67	Initialize the ConversationManager. Args: proactive_compression: Enable proactive context compressi	STRING
HIGH	…onversation_manager/compression/context_compression.py	63	Adjust a split point forward to avoid breaking toolUse/toolResult pairs. Walks the split point forward until the me	STRING
HIGH	…onversation_manager/compression/context_compression.py	154	Generate a summary of the provided messages by calling the model directly. This bypasses the full agent pipeline (l	STRING
HIGH	strands-py/src/strands/models/llamaapi.py	103	Format a LlamaAPI content block. - NOTE: "reasoningContent" and "video" are not supported currently. A	STRING
HIGH	strands-py/src/strands/models/llamaapi.py	227	Format a Llama API chat streaming request. Args: messages: List of message objects to be processed	STRING
HIGH	strands-py/src/strands/models/llamaapi.py	353	Stream conversation with the LlamaAPI model. Args: messages: List of message objects to be processe	STRING
HIGH	strands-py/src/strands/models/llamaapi.py	442	Get structured output from the model. Args: output_model: The output model to use for the agent.	STRING
HIGH	strands-py/src/strands/models/mistral.py	126	Format a Mistral content block. Args: content: Message content. Returns: Mistr	STRING
HIGH	strands-py/src/strands/models/mistral.py	253	Format a Mistral chat streaming request. Args: messages: List of message objects to be processed by	STRING
HIGH	strands-py/src/strands/models/mistral.py	297	Format the Mistral response events into standardized message chunks. Args: event: A response event	STRING
HIGH	strands-py/src/strands/models/mistral.py	416	Stream conversation with the Mistral model. Args: messages: List of message objects to be processed	STRING
HIGH	strands-py/src/strands/models/mistral.py	522	Get structured output from the model. Args: output_model: The output model to use for the agent.	STRING
HIGH	strands-py/src/strands/models/openai_responses.py	89	Encode media bytes to a base64 data URL with size validation. Args: data: Raw bytes of the media content.	STRING
HIGH	strands-py/src/strands/models/openai_responses.py	298	Stream conversation with the OpenAI Responses API model. Args: messages: List of message objects to	STRING
HIGH	strands-py/src/strands/models/openai_responses.py	498	Get structured output from the OpenAI Responses API model. Args: output_model: The output model to	STRING
HIGH	strands-py/src/strands/models/openai_responses.py	541	Format an OpenAI Responses API compatible response streaming request. Args: messages: List of messa	STRING
100 more matches not shown…

Decorative Section Separators163 hits · 590 pts

Severity	File	Line	Snippet	Context
MEDIUM	strands-py/pyproject.toml	303	# =========================	COMMENT
MEDIUM	strands-py/pyproject.toml	305	# =========================	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/conftest.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/conftest.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	strands-py/tests_integ/sandbox/conftest.py	127	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	strands-py/tests_integ/sandbox/conftest.py	129	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	strands-py/tests_integ/sandbox/conftest.py	149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	strands-py/tests_integ/sandbox/conftest.py	151	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	19	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	73	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	75	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	91	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	122	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	124	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	137	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	139	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	154	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	156	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	164	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	175	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	177	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests_integ/sandbox/test_ssh.py	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	strands-py/tests/strands/test_interrupt.py	132	# ============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/test_interrupt.py	134	# ============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/types/test__events.py	508	# =========================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/types/test__events.py	510	# =========================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/types/test_json_dict.py	114	# ============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/types/test_json_dict.py	116	# ============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/multiagent/test_graph.py	2584	# =============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/multiagent/test_graph.py	2586	# =============================================================================	COMMENT
MEDIUM	strands-py/tests/strands/multiagent/test_graph.py	2991	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	strands-py/tests/strands/multiagent/test_graph.py	2993	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	…nds-py/tests/strands/multiagent/a2a/test_converters.py	248	# =========================================================================	COMMENT
MEDIUM⚡	…nds-py/tests/strands/multiagent/a2a/test_converters.py	250	# =========================================================================	COMMENT
MEDIUM⚡	…nds-py/tests/strands/multiagent/a2a/test_converters.py	407	# =========================================================================	COMMENT
MEDIUM⚡	…nds-py/tests/strands/multiagent/a2a/test_converters.py	409	# =========================================================================	COMMENT
MEDIUM⚡	…rands-py/tests/strands/multiagent/a2a/test_executor.py	1343	# =========================================================================	COMMENT
MEDIUM⚡	…rands-py/tests/strands/multiagent/a2a/test_executor.py	1345	# =========================================================================	COMMENT
MEDIUM⚡	…rands-py/tests/strands/multiagent/a2a/test_executor.py	1708	# =========================================================================	COMMENT
MEDIUM⚡	…rands-py/tests/strands/multiagent/a2a/test_executor.py	1710	# =========================================================================	COMMENT
MEDIUM⚡	…rands-py/tests/strands/multiagent/a2a/test_executor.py	2116	# =========================================================================	COMMENT
MEDIUM⚡	…rands-py/tests/strands/multiagent/a2a/test_executor.py	2118	# =========================================================================	COMMENT
MEDIUM	…rands-py/tests/strands/multiagent/a2a/test_executor.py	1946	# =========================================================================	COMMENT
MEDIUM	…rands-py/tests/strands/multiagent/a2a/test_executor.py	1953	# =========================================================================	COMMENT
MEDIUM	…rands-py/tests/strands/multiagent/a2a/test_executor.py	2273	# ── Inbound interrupt responses ──────────────────────────────────────────────	COMMENT
MEDIUM	…rands-py/tests/strands/multiagent/a2a/test_executor.py	2598	# ── Outbound interrupt advertisement ─────────────────────────────────────────	COMMENT
MEDIUM⚡	strands-py/tests/strands/agent/test_agent_result.py	405	# =========================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/agent/test_agent_result.py	410	# =========================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/agent/test_agent.py	2397	# ============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/agent/test_agent.py	2399	# ============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/agent/test_agent.py	3421	# ============================================================================	COMMENT
MEDIUM⚡	strands-py/tests/strands/agent/test_agent.py	3423	# ============================================================================	COMMENT
MEDIUM⚡	…strands/agent/test_summarizing_conversation_manager.py	831	# ==============================================================================	COMMENT
MEDIUM⚡	…strands/agent/test_summarizing_conversation_manager.py	833	# ==============================================================================	COMMENT
103 more matches not shown…

Self-Referential Comments183 hits · 556 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rands-py/tests_integ/test_hot_tool_reload_decorator.py	32	# Create an Agent instance without any tools	COMMENT
MEDIUM	…rands-py/tests_integ/test_hot_tool_reload_decorator.py	35	# Create a test tool using @tool decorator	COMMENT
MEDIUM	…rands-py/tests_integ/test_hot_tool_reload_decorator.py	84	# Create an Agent instance	STRING
MEDIUM	…rands-py/tests_integ/test_hot_tool_reload_decorator.py	87	# Create the initial version of the tool	STRING
MEDIUM	strands-py/tests_integ/test_multiagent_graph.py	326	# Create a custom node	COMMENT
MEDIUM	strands-py/tests_integ/test_session.py	43	# Create a session	COMMENT
MEDIUM	strands-py/tests_integ/test_session.py	106	# Create a session	COMMENT
MEDIUM⚡	…g/test_summarizing_conversation_manager_integration.py	302	# Create a dedicated summarization agent	COMMENT
MEDIUM⚡	…g/test_summarizing_conversation_manager_integration.py	309	# Create main agent with dedicated summarization agent	COMMENT
MEDIUM	…g/test_summarizing_conversation_manager_integration.py	427	# Create a summarization agent with structured_output_model configured	STRING
MEDIUM	strands-py/tests_integ/test_bedrock_s3_location.py	39	# Create the bucket if it doesn't exist	COMMENT
MEDIUM⚡	strands-py/tests_integ/test_multiagent_swarm.py	119	# Create the swarm	COMMENT
MEDIUM⚡	strands-py/tests_integ/test_multiagent_swarm.py	122	# Define a task that requires collaboration	COMMENT
MEDIUM	strands-py/tests_integ/test_multiagent_swarm.py	155	# Create the swarm	COMMENT
MEDIUM⚡	strands-py/tests_integ/test_skills_plugin.py	64	# Create a skill directory with SKILL.md	COMMENT
MEDIUM	strands-py/tests_integ/a2a/a2a_server.py	4	# Create an agent and serve it over A2A	COMMENT
MEDIUM	strands-py/tests_integ/a2a/test_multiagent_a2a.py	83	# Create a regular Agent	COMMENT
MEDIUM⚡	strands-py/tests_integ/models/test_model_openai.py	257	# Create a very long text that should exceed context window	COMMENT
MEDIUM	strands-py/tests_integ/models/test_model_openai.py	291	# Create a message that's very long to trigger token-per-minute rate limits	COMMENT
MEDIUM	strands-py/tests_integ/models/test_model_llamacpp.py	486	# Create a very long message that might exceed context	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_registry.py	294	# Create a mock MCP client that simulates a real tool provider	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_registry.py	361	# Create a mock tool provider that fails during load_tools	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_registry.py	390	# Create a mock tool provider that tracks call order	COMMENT
MEDIUM⚡	strands-py/tests/strands/tools/test_caller.py	167	# Create a non-serializable object (Agent instance)	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_watcher.py	68	# Create a mock event with the specified properties	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_watcher.py	90	# Create a mock event with a Python file path	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_decorator.py	1246	# Define a tool with a complex anyOf type that could trigger edge case handling	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_decorator.py	1287	# Define a class with a decorated method to test exception handling in method detection	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_decorator.py	1298	# Create a mock instance where attribute access will raise exceptions	COMMENT
MEDIUM	strands-py/tests/strands/tools/test_decorator.py	1331	# Create a standalone function to test regular function calls	COMMENT
MEDIUM	strands-py/tests/strands/tools/mcp/conftest.py	35	# Create a mock context manager for ClientSession	COMMENT
MEDIUM⚡	strands-py/tests/strands/tools/mcp/test_mcp_client.py	829	# Create a client.with a mock transport	COMMENT
MEDIUM⚡	strands-py/tests/strands/tools/mcp/test_mcp_client.py	833	# Create a mock future that is not running	COMMENT
MEDIUM⚡	strands-py/tests/strands/tools/mcp/test_mcp_client.py	838	# Create a mock event loop	COMMENT
MEDIUM	strands-py/tests/strands/tools/mcp/test_mcp_client.py	619	# Create a mock future that returns the mock result	COMMENT
MEDIUM	strands-py/tests/strands/tools/mcp/test_mcp_client.py	623	# Create an async mock that resolves to the mock result	COMMENT
MEDIUM	strands-py/tests/strands/tools/mcp/test_mcp_client.py	691	# Create an async mock that resolves to the mock result	COMMENT
MEDIUM	strands-py/tests/strands/tools/mcp/test_mcp_client.py	740	# Create an async mock that raises an exception	COMMENT
MEDIUM	strands-py/tests/strands/tools/mcp/test_mcp_client.py	1170	# Create a mock embedded resource with unknown resource type	COMMENT
MEDIUM⚡	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	404	# Create a mock request with tools/call method and Pydantic params	COMMENT
MEDIUM⚡	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	412	# Create the patch function	COMMENT
MEDIUM⚡	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	462	# Create a mock request with tools/call method and dict params	COMMENT
MEDIUM⚡	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	467	# Create the patch function	COMMENT
MEDIUM	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	114	# Create a mock params object that doesn't have 'get' method but has '_meta' attribute	COMMENT
MEDIUM	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	512	# Create a mock request that will cause an exception	COMMENT
MEDIUM	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	531	# Create a Pydantic-like class that fails on model_validate	COMMENT
MEDIUM	…py/tests/strands/tools/mcp/test_mcp_instrumentation.py	542	# Create a mock request with failing Pydantic params	COMMENT
MEDIUM	…sts/strands/tools/mcp/test_mcp_client_tool_provider.py	333	# Create a mock MCP tool (not MCPAgentTool)	COMMENT
MEDIUM	…sts/strands/tools/mcp/test_mcp_client_tool_provider.py	512	# Create a mock MCP tool	COMMENT
MEDIUM	…sts/strands/tools/mcp/test_mcp_client_tool_provider.py	555	# Create a mock MCP tool	COMMENT
MEDIUM	…sts/strands/tools/mcp/test_mcp_client_tool_provider.py	598	# Create a mock MCP tool	COMMENT
MEDIUM	…ands-py/tests/strands/tools/executors/test_executor.py	494	# Create a tool that yields a ToolInterruptEvent with an interrupt NOT pre-registered on the agent	COMMENT
MEDIUM	…ands-py/tests/strands/tools/executors/test_executor.py	870	# Create a BidiAfterToolCallEvent (which has no retry attribute)	COMMENT
MEDIUM⚡	strands-py/tests/strands/types/test_session.py	76	# Create a message with bytes content	COMMENT
MEDIUM⚡	strands-py/tests/strands/types/test_session.py	82	# Create a SessionMessage	COMMENT
MEDIUM⚡	strands-py/tests/strands/multiagent/test_swarm.py	455	# Create a simple agent that doesn't hand off	COMMENT
MEDIUM⚡	strands-py/tests/strands/multiagent/test_swarm.py	458	# Create a swarm with just this agent	COMMENT
MEDIUM⚡	strands-py/tests/strands/multiagent/test_swarm.py	542	# Create a different agent with same name as agent1	COMMENT
MEDIUM	strands-py/tests/strands/multiagent/test_swarm.py	337	# Create an agent that will hand off to another agent	COMMENT
MEDIUM	strands-py/tests/strands/multiagent/test_swarm.py	388	# Create a swarm with reasonable limits	COMMENT
123 more matches not shown…

Cross-File Repetition105 hits · 525 pts

Severity	File	Line	Snippet	Context
HIGH	strands-py/tests_integ/models/test_model_ollama.py	0	extracts the time and weather from the user's message with the exact strings.	STRING
HIGH	strands-py/tests_integ/models/test_model_litellm.py	0	extracts the time and weather from the user's message with the exact strings.	STRING
HIGH	strands-py/tests_integ/models/test_model_mistral.py	0	extracts the time and weather from the user's message with the exact strings.	STRING
HIGH	strands-py/tests_integ/models/test_model_anthropic.py	0	extracts the time and weather from the user's message with the exact strings.	STRING
HIGH	strands-py/tests_integ/models/test_model_gemini.py	0	extracts the time and weather from the user's message with the exact strings.	STRING
HIGH	…rands/experimental/bidi/models/test_openai_realtime.py	0	test complete connection lifecycle with various configurations.	STRING
HIGH	…s/strands/experimental/bidi/models/test_gemini_live.py	0	test complete connection lifecycle with various configurations.	STRING
HIGH	…ts/strands/experimental/bidi/models/test_nova_sonic.py	0	test complete connection lifecycle with various configurations.	STRING
HIGH	…rands/experimental/bidi/models/test_openai_realtime.py	0	test sending all content types through unified send() method.	STRING
HIGH	…s/strands/experimental/bidi/models/test_gemini_live.py	0	test sending all content types through unified send() method.	STRING
HIGH	…ts/strands/experimental/bidi/models/test_nova_sonic.py	0	test sending all content types through unified send() method.	STRING
HIGH	strands-py/tests/strands/memory/test_memory_manager.py	0	fire every recorded hook registered for ``event``'s type.	STRING
HIGH	…s/vended_memory_stores/test_memory_store/test_store.py	0	fire every recorded hook registered for ``event``'s type.	STRING
HIGH	…ded_memory_stores/bedrock_knowledge_base/test_store.py	0	fire every recorded hook registered for ``event``'s type.	STRING
HIGH	strands-py/tests/strands/models/test_anthropic.py	0	test that toolchoice doesn't emit warning for supported providers.	STRING
HIGH	strands-py/tests/strands/models/test_openai.py	0	test that toolchoice doesn't emit warning for supported providers.	STRING
HIGH	strands-py/tests/strands/models/test_litellm.py	0	test that toolchoice doesn't emit warning for supported providers.	STRING
HIGH	strands-py/tests/strands/models/test_bedrock.py	0	test that toolchoice doesn't emit warning for supported providers.	STRING
HIGH	strands-py/tests/strands/models/test_anthropic.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_mistral.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_openai.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_writer.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_llamaapi.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_ollama.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_llamacpp.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_gemini.py	0	test that images with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_anthropic.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_mistral.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_openai.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_writer.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_llamaapi.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_ollama.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_llamacpp.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_gemini.py	0	test that documents with location sources are filtered out with warning.	STRING
HIGH	strands-py/tests/strands/models/test_sagemaker.py	0	test that non-none toolchoice emits warning for unsupported providers.	STRING
HIGH	strands-py/tests/strands/models/test_llamaapi.py	0	test that non-none toolchoice emits warning for unsupported providers.	STRING
HIGH	strands-py/tests/strands/models/test_ollama.py	0	test that non-none toolchoice emits warning for unsupported providers.	STRING
HIGH	strands-py/src/strands/experimental/bidi/__init__.py	0	lazy load model implementations only when accessed. this defers the import of optional dependencies until actually neede	STRING
HIGH	…ds-py/src/strands/experimental/bidi/models/__init__.py	0	lazy load model implementations only when accessed. this defers the import of optional dependencies until actually neede	STRING
HIGH	strands-py/src/strands/vended_memory_stores/__init__.py	0	lazy load model implementations only when accessed. this defers the import of optional dependencies until actually neede	STRING
HIGH	strands-py/src/strands/models/__init__.py	0	lazy load model implementations only when accessed. this defers the import of optional dependencies until actually neede	STRING
HIGH	…-py/src/strands/experimental/bidi/models/nova_sonic.py	0	merge user config with defaults (user takes precedence).	STRING
HIGH	…py/src/strands/experimental/bidi/models/gemini_live.py	0	merge user config with defaults (user takes precedence).	STRING
HIGH	…rc/strands/experimental/bidi/models/openai_realtime.py	0	merge user config with defaults (user takes precedence).	STRING
HIGH	strands-py/src/strands/types/media.py	0	streaming-related type definitions for the sdk. these types are modeled after the bedrock api. - bedrock docs: https://d	STRING
HIGH	strands-py/src/strands/types/tools.py	0	streaming-related type definitions for the sdk. these types are modeled after the bedrock api. - bedrock docs: https://d	STRING
HIGH	strands-py/src/strands/types/guardrails.py	0	streaming-related type definitions for the sdk. these types are modeled after the bedrock api. - bedrock docs: https://d	STRING
HIGH	strands-py/src/strands/types/streaming.py	0	streaming-related type definitions for the sdk. these types are modeled after the bedrock api. - bedrock docs: https://d	STRING
HIGH	strands-py/src/strands/models/llamaapi.py	0	format an ollama compatible messages array. args: messages: list of message objects to be processed by the model. system	STRING
HIGH	strands-py/src/strands/models/mistral.py	0	format an ollama compatible messages array. args: messages: list of message objects to be processed by the model. system	STRING
HIGH	strands-py/src/strands/models/writer.py	0	format an ollama compatible messages array. args: messages: list of message objects to be processed by the model. system	STRING
HIGH	strands-py/src/strands/models/ollama.py	0	format an ollama compatible messages array. args: messages: list of message objects to be processed by the model. system	STRING
HIGH	strands-py/src/strands/models/llamaapi.py	0	format an ollama chat streaming request. args: messages: list of message objects to be processed by the model. tool_spec	STRING
HIGH	strands-py/src/strands/models/mistral.py	0	format an ollama chat streaming request. args: messages: list of message objects to be processed by the model. tool_spec	STRING
HIGH	strands-py/src/strands/models/ollama.py	0	format an ollama chat streaming request. args: messages: list of message objects to be processed by the model. tool_spec	STRING
HIGH	strands-py/src/strands/models/llamaapi.py	0	stream conversation with the ollama model. args: messages: list of message objects to be processed by the model. tool_sp	STRING
HIGH	strands-py/src/strands/models/mistral.py	0	stream conversation with the ollama model. args: messages: list of message objects to be processed by the model. tool_sp	STRING
HIGH	strands-py/src/strands/models/sagemaker.py	0	stream conversation with the ollama model. args: messages: list of message objects to be processed by the model. tool_sp	STRING
HIGH	strands-py/src/strands/models/writer.py	0	stream conversation with the ollama model. args: messages: list of message objects to be processed by the model. tool_sp	STRING
HIGH	strands-py/src/strands/models/ollama.py	0	stream conversation with the ollama model. args: messages: list of message objects to be processed by the model. tool_sp	STRING
45 more matches not shown…

Unused Imports516 hits · 502 pts

Severity	File	Line	Context
LOW	strands-py/tests_integ/_ssm.py	20	CODE
LOW	strands-py/tests_integ/_aws.py	3	CODE
LOW	strands-py/tests_integ/memory/conftest.py	8	CODE
LOW	…ests_integ/memory/test_bedrock_knowledge_base_store.py	9	CODE
LOW	…ands-py/tests_integ/memory/_bedrock_kb_test_helpers.py	8	CODE
LOW	…g/memory/test_bedrock_knowledge_base_memory_manager.py	23	CODE
LOW	strands-py/tests_integ/bidi/context.py	14	CODE
LOW	strands-py/tests_integ/bidi/context.py	16	CODE
LOW	strands-py/tests_integ/sandbox/conftest.py	9	CODE
LOW	strands-py/tests/strands/tools/test_decorator_pep563.py	11	CODE
LOW	…rands-py/tests/strands/multiagent/a2a/test_executor.py	1964	CODE
LOW	…rands-py/tests/strands/multiagent/a2a/test_executor.py	2208	CODE
LOW	strands-py/tests/strands/memory/test_model_extractor.py	15	CODE
LOW	strands-py/tests/strands/memory/test_extraction.py	17	CODE
LOW	strands-py/tests/strands/memory/test_telemetry.py	9	CODE
LOW	…tests/strands/memory/test_resolve_extraction_config.py	7	CODE
LOW	strands-py/tests/strands/memory/test_memory_manager.py	31	CODE
LOW	…s/vended_memory_stores/test_memory_store/test_store.py	9	CODE
LOW	…ded_memory_stores/bedrock_knowledge_base/test_store.py	15	CODE
LOW	…ds/vended_interventions/cedar/test_schema_generator.py	8	CODE
LOW	…nds-py/tests/strands/vended_tools/test_http_request.py	3	CODE
LOW	strands-py/src/strands/interrupt.py	7	CODE
LOW	strands-py/src/strands/interrupt.py	8	CODE
LOW	strands-py/src/strands/__init__.py	3	CODE
LOW	strands-py/src/strands/__init__.py	3	CODE
LOW	strands-py/src/strands/__init__.py	3	CODE
LOW	strands-py/src/strands/__init__.py	3	CODE
LOW	strands-py/src/strands/__init__.py	3	CODE
LOW	strands-py/src/strands/__init__.py	4	CODE
LOW	strands-py/src/strands/__init__.py	5	CODE
LOW	strands-py/src/strands/__init__.py	6	CODE
LOW	strands-py/src/strands/__init__.py	7	CODE
LOW	strands-py/src/strands/__init__.py	8	CODE
LOW	strands-py/src/strands/__init__.py	8	CODE
LOW	strands-py/src/strands/__init__.py	9	CODE
LOW	strands-py/src/strands/__init__.py	9	CODE
LOW	strands-py/src/strands/__init__.py	13	CODE
LOW	strands-py/src/strands/__init__.py	13	CODE
LOW	strands-py/src/strands/__init__.py	14	CODE
LOW	strands-py/src/strands/__init__.py	15	CODE
LOW	strands-py/src/strands/__init__.py	16	CODE
LOW	strands-py/src/strands/__init__.py	17	CODE
LOW	strands-py/src/strands/__init__.py	17	CODE
LOW	strands-py/src/strands/experimental/__init__.py	6	CODE
LOW	strands-py/src/strands/experimental/__init__.py	6	CODE
LOW	strands-py/src/strands/experimental/__init__.py	6	CODE
LOW	strands-py/src/strands/experimental/__init__.py	7	CODE
LOW	strands-py/src/strands/experimental/tools/__init__.py	6	CODE
LOW	strands-py/src/strands/experimental/tools/__init__.py	6	CODE
LOW	strands-py/src/strands/experimental/tools/stop/stop.py	25	CODE
LOW	…nds-py/src/strands/experimental/tools/stop/__init__.py	14	CODE
LOW	…nds-py/src/strands/experimental/tools/stop/__init__.py	14	CODE
LOW	…nds-py/src/strands/experimental/checkpoint/__init__.py	10	CODE
LOW	…nds-py/src/strands/experimental/checkpoint/__init__.py	10	CODE
LOW	…nds-py/src/strands/experimental/checkpoint/__init__.py	10	CODE
LOW	strands-py/src/strands/experimental/bidi/__init__.py	7	CODE
LOW	strands-py/src/strands/experimental/bidi/__init__.py	7	CODE
LOW	strands-py/src/strands/experimental/bidi/__init__.py	7	CODE
LOW	strands-py/src/strands/experimental/bidi/__init__.py	12	CODE
LOW	strands-py/src/strands/experimental/bidi/__init__.py	15	CODE
456 more matches not shown…

Excessive Try-Catch Wrapping207 hits · 208 pts

Severity	File	Line	Snippet	Context
LOW	strands-py/tests_integ/conftest.py	204	except Exception as e:	CODE
LOW	strands-py/tests_integ/_ssm.py	63	except Exception as error: # noqa: BLE001 - any failure means "unavailable", not "error".	CODE
LOW	strands-py/tests_integ/_ssm.py	98	except Exception as error: # noqa: BLE001 - any failure means "skip", not "error".	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	501	except Exception as e:	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	578	except Exception as e:	CODE
LOW	strands-py/tests_integ/test_multiagent_graph.py	833	except Exception as e:	CODE
LOW	strands-py/tests_integ/test_multiagent_swarm.py	34	except Exception as e:	CODE
LOW	strands-py/tests_integ/test_a2a_executor.py	82	except Exception as e:	CODE
LOW	strands-py/tests_integ/memory/conftest.py	83	except Exception: # noqa: BLE001 - best-effort cleanup.	CODE
LOW	…ands-py/tests_integ/memory/_bedrock_kb_test_helpers.py	123	except Exception: # noqa: BLE001 - best-effort; don't mask test failures.	CODE
LOW	…ands-py/tests_integ/memory/_bedrock_kb_test_helpers.py	147	except Exception: # noqa: BLE001 - best-effort.	CODE
LOW	…ands-py/tests_integ/memory/_bedrock_kb_test_helpers.py	157	except Exception: # noqa: BLE001 - best-effort.	CODE
MEDIUM	…ands-py/tests_integ/memory/_bedrock_kb_test_helpers.py	116	def _cleanup() -> None:	CODE
LOW	…g/memory/test_bedrock_knowledge_base_memory_manager.py	149	except Exception: # noqa: BLE001 - best-effort; don't mask test failures.	CODE
LOW	strands-py/tests_integ/bidi/context.py	340	except Exception as e:	CODE
LOW	strands-py/tests_integ/bidi/context.py	359	except Exception as e:	CODE
LOW	strands-py/tests_integ/bidi/generators/audio.py	102	except Exception as e:	CODE
MEDIUM	strands-py/tests_integ/mcp/test_mcp_client.py	50	print(f"Error while generating custom image: {e}")	CODE
MEDIUM	strands-py/tests_integ/mcp/test_mcp_client.py	44	def generate_custom_image() -> MCPImageContent:	CODE
LOW	strands-py/tests_integ/mcp/test_mcp_client.py	49	except Exception as e:	CODE
LOW	strands-py/tests_integ/mcp/test_mcp_client.py	557	except Exception:	CODE
LOW	strands-py/tests_integ/models/test_model_llamacpp.py	502	except Exception as e:	CODE
LOW	strands-py/tests_integ/sandbox/conftest.py	108	except Exception: # noqa: BLE001 - best-effort cleanup	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	603	def transformer(context, next_fn):	CODE
LOW	strands-py/tests/strands/middleware/test_registry.py	706	except Exception: # noqa: BLE001 — deliberately broad; must NOT catch CancelledError	CODE
LOW	…sts/strands/middleware/test_execute_tool_middleware.py	251	except Exception:	CODE
LOW	strands-py/tests/strands/tools/test_decorator_pep563.py	139	except Exception as e:	CODE
LOW⚡	strands-py/tests/strands/tools/mcp/test_mcp_client.py	847	except Exception:	CODE
LOW	strands-py/tests/strands/types/test_exceptions.py	331	except Exception as e:	CODE
LOW	strands-py/tests/strands/multiagent/test_swarm.py	782	except Exception:	CODE
LOW	strands-py/tests/strands/multiagent/test_swarm.py	825	except Exception:	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	2415	def invoke():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3066	def invoke():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3104	def invoke_abc():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3113	def invoke_def():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3153	def invoke_with_token():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3162	def invoke_without_token():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3202	def invoke():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3259	def invoke():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3303	def invoke_abc():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3312	def invoke_def():	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	3366	def invoke():	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3034	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3069	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3109	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3118	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3158	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3167	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3207	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3264	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3308	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3317	except Exception as e:	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	3371	except Exception as e:	CODE
LOW⚡	…rands/vended_plugins/context_offloader/test_storage.py	225	except Exception as e:	CODE
LOW	…rands/vended_plugins/context_offloader/test_storage.py	81	except Exception as e:	CODE
LOW	…s/strands/vended_plugins/steering/core/test_handler.py	289	except Exception:	CODE
MEDIUM	strands-py/tests/strands/telemetry/test_metrics.py	523	def create_and_use_client():	CODE
LOW	strands-py/tests/strands/telemetry/test_metrics.py	531	except Exception as e:	CODE
LOW	strands-py/tests/strands/telemetry/test_tracer.py	1234	except Exception:	CODE
LOW	…ds-py/src/strands/experimental/bidi/_async/__init__.py	26	except Exception as exception:	CODE
147 more matches not shown…

Modern AI Meta-Vocabulary60 hits · 194 pts

Severity	File	Line	Snippet	Context
MEDIUM	.agents/references/voice-guide.md	27	- [Multi-agent patterns](#multi-agent-patterns)	CODE
MEDIUM	test-infra/scripts/run-selective-ts.sh	92	'^test-infra/scripts/run-selective-ts\.sh$' # this orchestration script	CODE
MEDIUM	strands-py/AGENTS.md	30	│ ├── multiagent/ # Multi-agent orchestration (A2A, graphs, swarm)	CODE
MEDIUM⚡	strands-py/tests_integ/models/test_model_openai.py	247	# Use gpt-4o-mini which has a smaller context window to make this test more reliable	COMMENT
MEDIUM⚡	strands-py/tests_integ/models/test_model_openai.py	257	# Create a very long text that should exceed context window	COMMENT
MEDIUM	strands-py/tests_integ/models/test_model_llamacpp.py	228	"penalty_last_n": 64, # Penalty context window	CODE
MEDIUM	…py/tests/strands/test_tracking_id_history_invariant.py	130	# The agentic ``summarize_context`` tool generates a summary and splices it straight into	COMMENT
MEDIUM⚡	strands-py/tests/strands/multiagent/test_graph.py	1879	# Create a multi-agent that streams events but never yields a result	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	209	# Create multi-agent first	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	212	# Sync multi-agent	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	225	# Verify multi-agent was created	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	243	# Initialize multi-agent	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	1158	# Create mock multi-agent	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	1163	# Initialize multi-agent	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	1190	# Create mock multi-agent	COMMENT
MEDIUM⚡	…sts/strands/session/test_repository_session_manager.py	1195	# Initialize multi-agent	COMMENT
MEDIUM⚡	…-py/tests/strands/session/test_file_session_manager.py	470	# Create session and multi-agent	COMMENT
MEDIUM⚡	…-py/tests/strands/session/test_file_session_manager.py	474	# Read multi-agent	COMMENT
MEDIUM⚡	…-py/tests/strands/session/test_file_session_manager.py	489	# Create session and multi-agent	COMMENT
MEDIUM⚡	…ds-py/tests/strands/session/test_s3_session_manager.py	477	# Create session and multi-agent	COMMENT
MEDIUM⚡	…ds-py/tests/strands/session/test_s3_session_manager.py	481	# Read multi-agent	COMMENT
MEDIUM⚡	…ds-py/tests/strands/session/test_s3_session_manager.py	497	# Create session and multi-agent	COMMENT
MEDIUM	strands-py/src/strands/multiagent/graph.py	1015	# For nested multi-agent systems, stream their events and collect result	COMMENT
MEDIUM	strands-py/src/strands/multiagent/graph.py	1018	# Forward nested multi-agent events with node context	COMMENT
MEDIUM	strands-py/src/strands/agent/agent.py	365	# Inject the model-driven context-management tools when running in agentic mode.	COMMENT
MEDIUM	strands-py/src/strands/agent/agent.py	414	# In agentic mode, surface live token usage to the model so it can decide when to compress.	COMMENT
MEDIUM	strands-py/src/strands/models/openai_responses.py	348	# - reasoning_text: full chain-of-thought (gpt-oss models)	COMMENT
MEDIUM	strands-ts/AGENTS.md	30	│ ├── multiagent/ # Multi-agent orchestration (A2A, graphs, swarm)	CODE
MEDIUM	strands-ts/src/__fixtures__/mock-message-model.ts	272	// GuardContentBlock is handled by guardrails and doesn't generate model events	COMMENT
MEDIUM	strands-ts/src/agent/agent.ts	1987	// Handle user content redaction if guardrails blocked input	COMMENT
MEDIUM	strands-ts/src/models/bedrock.ts	179	* @see https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.html	COMMENT
MEDIUM	strands-ts/src/models/bedrock.ts	309	* @see https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.html	COMMENT
MEDIUM	strands-ts/src/models/bedrock.ts	944	// Bedrock guardrails only support png/jpeg formats	COMMENT
MEDIUM	strands-ts/src/models/bedrock.ts	952	// Bedrock guardrails only support bytes source (not S3 or URL)	COMMENT
MEDIUM	strands-ts/src/models/bedrock.ts	1380	// Check for blocked guardrails and emit redaction events	COMMENT
MEDIUM	strands-ts/src/models/bedrock.ts	1567	// Check for blocked guardrails in trace and emit redaction events	COMMENT
MEDIUM	strands-ts/src/models/model.ts	456	// Handle content redaction from guardrails	COMMENT
MEDIUM	team/designs/0006-cedar-authorization.md	55	Most agents today are single-user, but even in the single-user case, you don't want the agent to have the full permissio	CODE
MEDIUM	team/designs/0006-cedar-authorization.md	125	See [Appendix E](#appendix-e-tool-set-swapping-vs-cedar) for a side-by-side comparison table. The rule of thumb: If	CODE
MEDIUM⚡	team/designs/0006-cedar-authorization.md	243	Cedar is purpose-built for authorization — `principal`, `action`, `resource`, and `context` are language primitives, not	CODE
MEDIUM⚡	team/designs/0006-cedar-authorization.md	243	Cedar is purpose-built for authorization — `principal`, `action`, `resource`, and `context` are language primitives, not	CODE
MEDIUM⚡	team/designs/0006-cedar-authorization.md	247	Building this plugin also led to a broader investigation into Cedar as an [intervention handler](#future-cedar-as-an-int	CODE
MEDIUM	team/designs/0006-cedar-authorization.md	928	\| 3 \| [Can your governance keep pace with your AI ambitions? AI risk intelligence in the agentic era](https://aws.amazon	CODE
MEDIUM	team/designs/0006-cedar-authorization.md	929	\| 4 \| [Agentic AI in the Enterprise Part 2: Guidance by Persona](https://aws.amazon.com/blogs/machine-learning/operation	CODE
MEDIUM	team/designs/0007-intervention-primitive.md	51	Several independent tools already control agent behavior at runtime — [steering](https://strandsagents.com/docs/user-gui	CODE
MEDIUM	team/designs/0003-context-management.md	60	[Recursive Language Models](https://arxiv.org/abs/2512.24601) train models to recursively process long prompts by chunki	CODE
MEDIUM	team/designs/0010-multimodal-i2t-evaluation.md	22	# The judge never sees the image — it cannot detect visual hallucinations	COMMENT
MEDIUM	team/designs/0008-proactive-context-compression.md	143	Context window limit on Model ([#1295](https://github.com/strands-agents/harness-sdk/issues/1295)). The threshold ch	CODE
MEDIUM	team/designs/0011-context-strategy.md	90	### `"agentic"` — The agent decides	COMMENT
MEDIUM	team/designs/0011-context-strategy.md	491	// ContextNavigation plugin config (agentic only)	COMMENT
MEDIUM	team/designs/0011-context-strategy.md	496	// ContextDelegation plugin config (agentic only)	COMMENT
MEDIUM	team/designs/0012-strandslator-design.md	108	- **[Adversarial and cross-language differential testing](https://gist.github.com/agent-of-mkmeral/5a4d0ce16a1242a711d77	CODE
MEDIUM	team/designs/0012-strandslator-design.md	108	- **[Adversarial and cross-language differential testing](https://gist.github.com/agent-of-mkmeral/5a4d0ce16a1242a711d77	CODE
MEDIUM	team/designs/0011-memory-manager.md	263	### 2. Single store (no multi-store orchestration)	COMMENT
MEDIUM	site/src/content/testimonials/zafran.md	8	We chose Strands because it's AWS-native, intuitive, and made agent development accessible across our engineering team.	CODE
MEDIUM⚡	…content/docs/user-guide/concepts/context-management.ts	12	// --8<-- [start:agentic]	COMMENT
MEDIUM⚡	…content/docs/user-guide/concepts/context-management.ts	16	// --8<-- [end:agentic]	COMMENT
MEDIUM	…/user-guide/concepts/model-providers/amazon-bedrock.ts	404	// --8<-- [start:guardrails]	COMMENT
MEDIUM	…/user-guide/concepts/model-providers/amazon-bedrock.ts	405	// Using guardrails with BedrockModel	COMMENT
MEDIUM	…/user-guide/concepts/model-providers/amazon-bedrock.ts	426	// --8<-- [end:guardrails]	COMMENT

Modern Structural Boilerplate183 hits · 183 pts

Severity	File	Line	Snippet	Context
LOW	strands-py/tests_integ/conftest.py	11	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/test_max_tokens_reached.py	10	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/_ssm.py	29	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/memory/conftest.py	17	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/bidi/conftest.py	9	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/bidi/context.py	18	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/bidi/test_bidirectional_agent.py	24	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/bidi/generators/audio.py	15	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/tests_integ/mcp/test_mcp_tool_provider.py	15	logger = logging.getLogger(__name__)	CODE
LOW⚡	strands-py/tests_integ/sandbox/conftest.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…ds-py/tests/strands/tools/mcp/test_mcp_client_tasks.py	82	def _setup_task_tool(self, mock_session, tool_name: str) -> None:	CODE
LOW	…sts/strands/vended_plugins/skills/test_agent_skills.py	84	def _set_system_prompt(agent: MagicMock, value: str \| list \| None) -> None:	CODE
LOW	strands-py/src/strands/__init__.py	19	__all__ = [	CODE
LOW	strands-py/src/strands/experimental/__init__.py	9	__all__ = ["checkpoint", "config_to_agent", "tools", "steering"]	CODE
LOW	strands-py/src/strands/experimental/tools/__init__.py	24	__all__ = [	CODE
LOW	…nds-py/src/strands/experimental/tools/stop/__init__.py	16	__all__ = [	CODE
LOW	…s-py/src/strands/experimental/checkpoint/checkpoint.py	38	logger = logging.getLogger(__name__)	CODE
LOW	…nds-py/src/strands/experimental/checkpoint/__init__.py	12	__all__ = ["CHECKPOINT_SCHEMA_VERSION", "Checkpoint", "CheckpointPosition"]	CODE
LOW	strands-py/src/strands/experimental/bidi/__init__.py	40	__all__ = [	CODE
LOW	…nds-py/src/strands/experimental/bidi/tools/__init__.py	18	__all__ = ["stop_conversation"]	CODE
LOW	…rands-py/src/strands/experimental/bidi/types/events.py	33	logger = logging.getLogger(__name__)	CODE
LOW	…nds-py/src/strands/experimental/bidi/types/__init__.py	24	__all__ = [	CODE
LOW	…ds-py/src/strands/experimental/bidi/_async/__init__.py	8	__all__ = ["_TaskGroup", "_TaskPool"]	CODE
LOW	strands-py/src/strands/experimental/bidi/io/__init__.py	6	__all__ = ["BidiAudioIO", "BidiTextIO"]	CODE
LOW	strands-py/src/strands/experimental/bidi/io/text.py	17	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/experimental/bidi/io/audio.py	23	logger = logging.getLogger(__name__)	CODE
LOW	…nds-py/src/strands/experimental/bidi/agent/__init__.py	5	__all__ = ["BidiAgent"]	CODE
LOW	strands-py/src/strands/experimental/bidi/agent/agent.py	50	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/experimental/bidi/agent/loop.py	38	logger = logging.getLogger(__name__)	CODE
LOW	…-py/src/strands/experimental/bidi/models/nova_sonic.py	66	logger = logging.getLogger(__name__)	CODE
LOW	…py/src/strands/experimental/bidi/models/gemini_live.py	46	logger = logging.getLogger(__name__)	CODE
LOW	…ds-py/src/strands/experimental/bidi/models/__init__.py	7	__all__ = [	CODE
LOW	…rands-py/src/strands/experimental/bidi/models/model.py	27	logger = logging.getLogger(__name__)	CODE
LOW	…rc/strands/experimental/bidi/models/openai_realtime.py	43	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/experimental/hooks/__init__.py	26	__all__ = [	CODE
LOW	…py/src/strands/experimental/hooks/multiagent/events.py	22	__all__ = [	CODE
LOW	…/src/strands/experimental/hooks/multiagent/__init__.py	14	__all__ = [	CODE
LOW	strands-py/src/strands/tools/registry.py	27	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/tools/registry.py	635	def _update_tool_config(self, tool_config: dict[str, Any], new_tool: NewToolDict) -> None:	CODE
LOW	strands-py/src/strands/tools/decorator.py	72	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/tools/tools.py	18	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/tools/__init__.py	11	__all__ = [	CODE
LOW	strands-py/src/strands/tools/loader.py	17	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/tools/watcher.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…ands/tools/structured_output/structured_output_tool.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…nds-py/src/strands/tools/structured_output/__init__.py	6	__all__ = ["convert_pydantic_to_tool_spec", "DEFAULT_STRUCTURED_OUTPUT_PROMPT"]	CODE
LOW	…/tools/structured_output/_structured_output_context.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…/tools/structured_output/_structured_output_context.py	77	def set_forced_mode(self, tool_choice: dict \| None = None) -> None:	CODE
LOW	strands-py/src/strands/tools/mcp/__init__.py	14	__all__ = ["MCPAgentTool", "MCPClient", "MCPServerConfig", "MCPTransport", "TasksConfig", "ToolFilters"]	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_agent_tool.py	21	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	68	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	533	async def _set_close_event() -> None:	CODE
LOW	strands-py/src/strands/tools/executors/__init__.py	11	__all__ = [	CODE
LOW	strands-py/src/strands/tools/executors/_executor.py	31	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/types/__init__.py	7	__all__ = ["Limits", "PaginatedList", "Snapshot"]	CODE
LOW	strands-py/src/strands/multiagent/swarm.py	61	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/multiagent/swarm.py	488	def _setup_swarm(self, nodes: list[Agent]) -> None:	CODE
LOW	strands-py/src/strands/multiagent/graph.py	61	logger = logging.getLogger(__name__)	CODE
LOW	strands-py/src/strands/multiagent/__init__.py	15	__all__ = [	CODE
LOW	strands-py/src/strands/multiagent/base.py	23	logger = logging.getLogger(__name__)	CODE
123 more matches not shown…

Structural Annotation Overuse66 hits · 124 pts

Severity	File	Line	Snippet	Context
LOW⚡	.agents/skills/docs-audit/SKILL.md	27	### Step 1: Fetch and classify	COMMENT
LOW⚡	.agents/skills/docs-audit/SKILL.md	33	### Step 2: Voice stack review	COMMENT
LOW⚡	.agents/skills/docs-audit/SKILL.md	43	### Step 3: Accuracy check	COMMENT
LOW	.agents/skills/docs-audit/SKILL.md	57	### Step 4: AI-readability check	COMMENT
LOW	.agents/skills/docs-audit/SKILL.md	65	### Step 5: Competitive comparison (optional)	COMMENT
LOW	.agents/skills/docs-writer/SKILL.md	20	### Step 1: Load voice context	COMMENT
LOW	.agents/skills/docs-writer/SKILL.md	28	### Step 2: Outline	COMMENT
LOW	.agents/skills/docs-writer/SKILL.md	39	### Step 3: Draft	COMMENT
LOW	.agents/skills/docs-writer/SKILL.md	71	### Step 4: Constrain	COMMENT
LOW	.agents/skills/docs-writer/SKILL.md	94	### Step 5: Authenticate	COMMENT
LOW	.agents/skills/docs-writer/SKILL.md	102	### Step 6: Metadata	COMMENT
LOW	.agents/skills/docs-writer/SKILL.md	115	### Step 7: Run docs-reviewer	COMMENT
LOW⚡	.agents/skills/docs-planner/SKILL.md	18	### Step 1: Inventory current docs	COMMENT
LOW⚡	.agents/skills/docs-planner/SKILL.md	22	### Step 2: Identify gaps	COMMENT
LOW⚡	.agents/skills/docs-planner/SKILL.md	31	### Step 3: Prioritize	COMMENT
LOW⚡	.agents/skills/docs-planner/SKILL.md	40	### Step 4: Produce the backlog	COMMENT
LOW⚡	strands-py/src/strands/tools/mcp/mcp_client.py	1610	# Step 4: Get the actual result for completed tasks (with error handling for race conditions)	COMMENT
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1525	# Step 1: Create the task	COMMENT
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1568	# Step 2: Poll until terminal status (with timeout protection)	COMMENT
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1596	# Step 3: Handle terminal status	COMMENT
LOW⚡	strands-py/src/strands/types/_snapshot.py	119	# Step 1: start with preset	COMMENT
LOW⚡	strands-py/src/strands/types/_snapshot.py	125	# Step 2: union with include	COMMENT
LOW⚡	strands-py/src/strands/types/_snapshot.py	129	# Step 3: subtract exclude	COMMENT
LOW	strands-ts/test/integ/tools/notebook.test.ts	21	// Step 1: Create a notebook	COMMENT
LOW⚡	strands-ts/test/integ/tools/notebook.test.ts	32	// Step 2: Add content to the notebook	COMMENT
LOW⚡	strands-ts/test/integ/tools/notebook.test.ts	39	// Step 3: Read the notebook	COMMENT
LOW	site/docs/examples/python/agents_workflow.py	46	# Step 1: Researcher Agent with enhanced web capabilities	COMMENT
LOW	site/docs/examples/python/agents_workflow.py	71	# Step 2: Analyst Agent to verify facts	COMMENT
LOW	site/docs/examples/python/agents_workflow.py	94	# Step 3: Writer Agent to create report	COMMENT
LOW	…mples/typescript/deploy_to_bedrock_agentcore/README.md	93	### Step 1: Create IAM Role	COMMENT
LOW	…mples/typescript/deploy_to_bedrock_agentcore/README.md	110	### Step 2: Set Environment Variables	COMMENT
LOW	…mples/typescript/deploy_to_bedrock_agentcore/README.md	129	### Step 3: Create ECR Repository	COMMENT
LOW	…mples/typescript/deploy_to_bedrock_agentcore/README.md	137	### Step 4: Build and Push Docker Image	COMMENT
LOW	…mples/typescript/deploy_to_bedrock_agentcore/README.md	158	### Step 5: Create AgentCore Runtime	COMMENT
LOW	…mples/typescript/deploy_to_bedrock_agentcore/README.md	170	### Step 6: Verify Deployment	COMMENT
LOW	…mples/typescript/deploy_to_bedrock_agentcore/README.md	184	### Step 7: Test Your Deployment	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_async.py	28	### Step 1: Define task ###	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_async.py	43	### Step 2: Create test cases ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	27	### Step 1: Define task ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	53	### Step 2: Create test cases ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	59	### Step 3: Create evaluator ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	68	### Step 4: Create dataset ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	72	### Step 5: Run evaluation ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_graph.py	27	### Step 1: Define task ###	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_graph.py	60	### Step 2: Create test cases ###	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_graph.py	72	### Step 2: Create evaluator ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_graph.py	88	### Step 4: Create dataset ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_graph.py	92	### Step 5: Run evaluation ###	COMMENT
LOW⚡	…mples/evals-sdk/experiment_generator/simple_dataset.py	24	### Step 1: Define task ###	COMMENT
LOW⚡	…mples/evals-sdk/experiment_generator/simple_dataset.py	33	# Step 2: Initialize the experiment generator for string types	COMMENT
LOW⚡	…mples/evals-sdk/experiment_generator/simple_dataset.py	36	# Step 3: Generate experiment from scratch with specified topics	COMMENT
LOW	…mples/evals-sdk/experiment_generator/simple_dataset.py	48	# Step 4: Run evaluations on the generated test cases	COMMENT
LOW	…s/evals-sdk/experiment_generator/trajectory_dataset.py	51	### Step 1: Define task ###	COMMENT
LOW⚡	…s/evals-sdk/experiment_generator/trajectory_dataset.py	68	### Step 2: Initialize the experiment generator ###	COMMENT
LOW⚡	…s/evals-sdk/experiment_generator/trajectory_dataset.py	71	### Step 3: Generate experiment with tool context ###	COMMENT
LOW	…s/evals-sdk/experiment_generator/trajectory_dataset.py	94	### Step 4: Run evaluations on the generated test cases ###	STRING
LOW⚡	…als-sdk/experiment_generator/topic_planning_dataset.py	21	### Step 1: Define task ###	COMMENT
LOW⚡	…als-sdk/experiment_generator/topic_planning_dataset.py	28	# Step 2: Initialize the experiment generator for string types	COMMENT
LOW⚡	…als-sdk/experiment_generator/topic_planning_dataset.py	31	# Step 3: Generate experiment with topic planning for better coverage	COMMENT
LOW	…als-sdk/experiment_generator/topic_planning_dataset.py	48	# Step 4: Run evaluations on the generated test cases	COMMENT
6 more matches not shown…

Cross-Language Confusion16 hits · 110 pts

Severity	File	Line	Snippet	Context
HIGH⚡	strands-py/tests_integ/sandbox/test_ssh.py	25	result = await ssh_sandbox.execute("echo hello && echo err >&2")	CODE
HIGH⚡	strands-py/tests_integ/sandbox/test_ssh.py	50	async for item in ssh_sandbox.execute_streaming("echo line1 && echo line2"):	CODE
HIGH⚡	strands-py/tests_integ/sandbox/test_ssh.py	63	async for item in ssh_sandbox.execute_streaming("echo OUT && echo ERR >&2"):	CODE
HIGH⚡	strands-py/tests_integ/sandbox/test_docker.py	58	result = await sandbox.execute("echo hello && echo err >&2")	CODE
HIGH	…sts/strands/middleware/test_execute_tool_middleware.py	78	TS runs the middleware chain for unknown tools too (context.tool === undefined), letting	STRING
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	88	assert _args(mock_stream_process) == BASE + ["--", "user@server.com", "cd /remote/path && echo hi"]	CODE
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	103	"cd /w && ls",	CODE
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	110	assert _args(mock_stream_process) == BASE + ["-i", "/home/user/.ssh/key", "--", "h", "cd /w && ls"]	CODE
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	125	"cd /w && ls",	CODE
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	139	"cd /w && ls",	CODE
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	158	assert _args(mock_stream_process) == BASE + ["--", "h", "cd /override && ls"]	CODE
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	164	assert _args(mock_stream_process) == BASE + ["--", "h", "cd /w && export FOO=bar BAZ=qux && echo $FOO"]	CODE
HIGH⚡	strands-py/tests/strands/sandbox/test_ssh.py	172	assert _args(mock_stream_process) == BASE + ["--", "h", "cd /w && export FOO='$(whoami)' && echo $FOO"]	CODE
HIGH	strands-py/src/strands/tools/decorator.py	342	# Handle Optional[Type] case (represented as anyOf[Type, null])	COMMENT
HIGH	…nds/tools/structured_output/structured_output_utils.py	104	# Check if this is an Optional[...] case (one null, one type)	COMMENT
HIGH	site/scripts/api-generation-python.py	13	pip install pydoc-markdown && python scripts/api-generation-python.py # fallback	STRING

Deep Nesting108 hits · 93 pts

Severity	File	Line	Context
LOW	strands-py/tests_integ/conftest.py	28	CODE
LOW	strands-py/tests_integ/conftest.py	190	CODE
LOW	…ds-py/tests_integ/test_structured_output_agent_loop.py	132	CODE
LOW	strands-py/tests_integ/bidi/context.py	226	CODE
LOW	strands-py/tests_integ/bidi/context.py	253	CODE
LOW	strands-py/tests_integ/bidi/context.py	301	CODE
LOW	strands-py/tests_integ/bidi/test_bidirectional_agent.py	29	CODE
LOW	strands-py/tests_integ/mcp/test_mcp_client.py	536	CODE
LOW	strands-py/tests_integ/mcp/echo_server.py	37	CODE
LOW	strands-py/tests_integ/mcp/echo_server.py	75	CODE
LOW	strands-py/tests_integ/sandbox/conftest.py	58	CODE
LOW	strands-py/tests/strands/tools/test_decorator.py	1355	CODE
LOW	strands-py/tests/strands/tools/test_decorator.py	1359	CODE
LOW	strands-py/tests/strands/tools/mcp/test_mcp_client.py	526	CODE
LOW	…rands-py/tests/strands/multiagent/a2a/test_executor.py	2031	CODE
LOW	strands-py/tests/strands/memory/test_extraction.py	165	CODE
LOW	…ds-py/tests/strands/agent/test_conversation_manager.py	314	CODE
LOW	strands-py/tests/strands/agent/test_snapshot.py	187	CODE
LOW	strands-py/tests/strands/agent/test_agent_hooks.py	626	CODE
LOW	strands-py/tests/strands/agent/test_agent_hooks.py	639	CODE
LOW	…trands/vended_plugins/context_offloader/test_plugin.py	46	CODE
LOW	strands-py/tests/strands/sandbox/test_posix_shell.py	40	CODE
LOW	strands-py/src/strands/experimental/bidi/io/text.py	37	CODE
LOW	strands-py/src/strands/experimental/bidi/agent/agent.py	236	CODE
LOW	strands-py/src/strands/experimental/bidi/agent/loop.py	210	CODE
LOW	…-py/src/strands/experimental/bidi/models/nova_sonic.py	307	CODE
LOW	…-py/src/strands/experimental/bidi/models/nova_sonic.py	408	CODE
LOW	…py/src/strands/experimental/bidi/models/gemini_live.py	212	CODE
LOW	…py/src/strands/experimental/bidi/models/gemini_live.py	380	CODE
LOW	…rc/strands/experimental/bidi/models/openai_realtime.py	314	CODE
LOW	…rc/strands/experimental/bidi/models/openai_realtime.py	441	CODE
LOW	…rc/strands/experimental/bidi/models/openai_realtime.py	687	CODE
LOW	strands-py/src/strands/tools/registry.py	44	CODE
LOW	strands-py/src/strands/tools/registry.py	335	CODE
LOW	strands-py/src/strands/tools/registry.py	360	CODE
LOW	strands-py/src/strands/tools/registry.py	444	CODE
LOW	strands-py/src/strands/tools/registry.py	72	CODE
LOW	strands-py/src/strands/tools/decorator.py	118	CODE
LOW	strands-py/src/strands/tools/decorator.py	233	CODE
LOW	strands-py/src/strands/tools/decorator.py	314	CODE
LOW	strands-py/src/strands/tools/decorator.py	671	CODE
LOW	strands-py/src/strands/tools/watcher.py	80	CODE
LOW	…nds/tools/structured_output/structured_output_utils.py	10	CODE
LOW	…nds/tools/structured_output/structured_output_utils.py	82	CODE
LOW	…nds/tools/structured_output/structured_output_utils.py	221	CODE
LOW	…nds/tools/structured_output/structured_output_utils.py	351	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_instrumentation.py	43	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_instrumentation.py	64	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1117	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1371	CODE
LOW	strands-py/src/strands/tools/executors/_executor.py	109	CODE
LOW	strands-py/src/strands/multiagent/swarm.py	735	CODE
LOW	strands-py/src/strands/multiagent/graph.py	618	CODE
LOW	strands-py/src/strands/multiagent/graph.py	819	CODE
LOW	strands-py/src/strands/multiagent/graph.py	976	CODE
LOW	strands-py/src/strands/multiagent/graph.py	1153	CODE
LOW	strands-py/src/strands/multiagent/a2a/_converters.py	27	CODE
LOW	strands-py/src/strands/multiagent/a2a/_converters.py	110	CODE
LOW	strands-py/src/strands/multiagent/a2a/executor.py	776	CODE
LOW	strands-py/src/strands/memory/memory_manager.py	90	CODE
48 more matches not shown…

Verbosity Indicators43 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW⚡	strands-py/src/strands/tools/mcp/mcp_client.py	1610	# Step 4: Get the actual result for completed tasks (with error handling for race conditions)	COMMENT
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1525	# Step 1: Create the task	COMMENT
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1568	# Step 2: Poll until terminal status (with timeout protection)	COMMENT
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	1596	# Step 3: Handle terminal status	COMMENT
LOW⚡	strands-py/src/strands/types/_snapshot.py	119	# Step 1: start with preset	COMMENT
LOW⚡	strands-py/src/strands/types/_snapshot.py	125	# Step 2: union with include	COMMENT
LOW⚡	strands-py/src/strands/types/_snapshot.py	129	# Step 3: subtract exclude	COMMENT
LOW	strands-ts/test/integ/tools/notebook.test.ts	21	// Step 1: Create a notebook	COMMENT
LOW⚡	strands-ts/test/integ/tools/notebook.test.ts	32	// Step 2: Add content to the notebook	COMMENT
LOW⚡	strands-ts/test/integ/tools/notebook.test.ts	39	// Step 3: Read the notebook	COMMENT
LOW	site/docs/examples/python/agents_workflow.py	46	# Step 1: Researcher Agent with enhanced web capabilities	COMMENT
LOW	site/docs/examples/python/agents_workflow.py	71	# Step 2: Analyst Agent to verify facts	COMMENT
LOW	site/docs/examples/python/agents_workflow.py	94	# Step 3: Writer Agent to create report	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_async.py	28	### Step 1: Define task ###	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_async.py	43	### Step 2: Create test cases ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	27	### Step 1: Define task ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	53	### Step 2: Create test cases ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	59	### Step 3: Create evaluator ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	68	### Step 4: Create dataset ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_swarm.py	72	### Step 5: Run evaluation ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_graph.py	27	### Step 1: Define task ###	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_graph.py	60	### Step 2: Create test cases ###	COMMENT
LOW	site/docs/examples/evals-sdk/evaluate_graph.py	72	### Step 2: Create evaluator ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_graph.py	88	### Step 4: Create dataset ###	COMMENT
LOW⚡	site/docs/examples/evals-sdk/evaluate_graph.py	92	### Step 5: Run evaluation ###	COMMENT
LOW⚡	…mples/evals-sdk/experiment_generator/simple_dataset.py	24	### Step 1: Define task ###	COMMENT
LOW⚡	…mples/evals-sdk/experiment_generator/simple_dataset.py	33	# Step 2: Initialize the experiment generator for string types	COMMENT
LOW⚡	…mples/evals-sdk/experiment_generator/simple_dataset.py	36	# Step 3: Generate experiment from scratch with specified topics	COMMENT
LOW	…mples/evals-sdk/experiment_generator/simple_dataset.py	48	# Step 4: Run evaluations on the generated test cases	COMMENT
LOW	…s/evals-sdk/experiment_generator/trajectory_dataset.py	51	### Step 1: Define task ###	COMMENT
LOW⚡	…s/evals-sdk/experiment_generator/trajectory_dataset.py	68	### Step 2: Initialize the experiment generator ###	COMMENT
LOW⚡	…s/evals-sdk/experiment_generator/trajectory_dataset.py	71	### Step 3: Generate experiment with tool context ###	COMMENT
LOW	…s/evals-sdk/experiment_generator/trajectory_dataset.py	94	### Step 4: Run evaluations on the generated test cases ###	STRING
LOW⚡	…als-sdk/experiment_generator/topic_planning_dataset.py	21	### Step 1: Define task ###	COMMENT
LOW⚡	…als-sdk/experiment_generator/topic_planning_dataset.py	28	# Step 2: Initialize the experiment generator for string types	COMMENT
LOW⚡	…als-sdk/experiment_generator/topic_planning_dataset.py	31	# Step 3: Generate experiment with topic planning for better coverage	COMMENT
LOW	…als-sdk/experiment_generator/topic_planning_dataset.py	48	# Step 4: Run evaluations on the generated test cases	COMMENT
LOW⚡	site/scripts/api-generation-typescript.ts	211	// Step 1: Clean output directory	COMMENT
LOW⚡	site/scripts/api-generation-typescript.ts	217	// Step 2: Run typedoc	COMMENT
LOW⚡	site/scripts/api-generation-typescript.ts	228	// Step 3: Get all generated files	COMMENT
LOW⚡	site/scripts/api-generation-typescript.ts	232	// Step 4: Process each file (skip the index file - we have our own)	COMMENT
LOW⚡	…c/content/docs/user-guide/concepts/agents/snapshots.ts	102	// Step 1: Gather information	COMMENT
LOW⚡	…c/content/docs/user-guide/concepts/agents/snapshots.ts	106	// Step 2: Analyze (might fail or produce poor results)	COMMENT

AI Slop Vocabulary34 hits · 80 pts

Severity	File	Line	Snippet	Context
MEDIUM	strands-py/tests_integ/test_invalid_tool_names.py	17	# Per https://github.com/strands-agents/harness-sdk/issues/1069 we want to ensure that invalid tool don't poison	COMMENT
MEDIUM	strands-py/tests_integ/mcp/test_mcp_client.py	75	# Start comprehensive server with tools, prompts, and resources	COMMENT
MEDIUM	strands-py/tests_integ/mcp/test_mcp_client.py	314	"""Test comprehensive MCP client with streamable HTTP transport."""	STRING
MEDIUM	strands-py/tests_integ/models/test_model_openai.py	229	# See https://github.com/strands-agents/harness-sdk/issues/320 for additional details	COMMENT
LOW	strands-py/tests/strands/tools/test_decorator.py	1020	# The wrapper should preserve our format and just add the toolUseId	COMMENT
MEDIUM	strands-py/tests/strands/multiagent/test_graph.py	2104	# Monotonic fake clock advanced explicitly; robust to how many times time.time() is called.	COMMENT
MEDIUM	strands-py/tests/strands/multiagent/test_graph.py	206	"""Test comprehensive graph execution with diverse nodes and conditional edges."""	STRING
MEDIUM	strands-py/tests/strands/multiagent/test_graph.py	1163	"""Test comprehensive self-loop functionality including conditions and reset behavior."""	STRING
MEDIUM	…rands-py/tests/strands/multiagent/a2a/test_executor.py	2275	# Regression coverage for https://github.com/strands-agents/harness-sdk/issues/2948: a client	COMMENT
MEDIUM⚡	strands-py/tests/strands/models/test_bedrock.py	813	# We used to hang on None, so ensure we don't regress: https://github.com/strands-agents/harness-sdk/issues/642	COMMENT
LOW	…s/strands/vended_plugins/steering/core/test_handler.py	278	# The context callback is wrapped in a lambda, so we just call all callbacks	COMMENT
LOW	…s/strands/vended_plugins/steering/core/test_handler.py	470	# Should not raise, just return early	COMMENT
LOW	…s/strands/vended_plugins/steering/core/test_handler.py	490	# Should not raise, just return early	COMMENT
MEDIUM	…nds-py/tests/strands/vended_interventions/test_hitl.py	638	without a per-file ``# type: ignore`` is tracked in harness-sdk#2800.	STRING
MEDIUM	strands-py/src/strands/_exception_notes.py	3	# add_note was added in 3.11 - we hoist to a constant to facilitate testing	COMMENT
MEDIUM	strands-py/src/strands/tools/decorator.py	153	# Deferring this complexity until there is clear demand and a robust	COMMENT
LOW	strands-py/src/strands/tools/decorator.py	674	# Result is already in the expected format, just add toolUseId	COMMENT
MEDIUM	strands-py/src/strands/tools/_tool_helpers.py	7	# https://github.com/strands-agents/harness-sdk/issues/998	COMMENT
MEDIUM	strands-py/src/strands/tools/_caller.py	134	# TODO: https://github.com/strands-agents/harness-sdk/issues/1311	COMMENT
MEDIUM	strands-py/src/strands/tools/mcp/mcp_client.py	341	# See: https://github.com/strands-agents/harness-sdk/issues/1440	COMMENT
MEDIUM	strands-py/src/strands/event_loop/streaming.py	72	# https://github.com/strands-agents/harness-sdk/issues/1069	COMMENT
MEDIUM	strands-py/src/strands/models/openai_responses.py	35	# A major version bump is proposed in https://github.com/strands-agents/harness-sdk/pull/1370	COMMENT
MEDIUM	strands-py/src/strands/models/openai_responses.py	663	# tracked in https://github.com/strands-agents/harness-sdk/issues/3389.	COMMENT
MEDIUM	strands-py/src/strands/models/openai.py	240	# See https://github.com/strands-agents/harness-sdk/issues/1696	COMMENT
MEDIUM	strands-py/src/strands/models/openai.py	378	# TODO: Handle caching blocks https://github.com/strands-agents/harness-sdk/issues/1140	COMMENT
MEDIUM	strands-py/src/strands/models/bedrock.py	522	# TODO: Replace with systematic model configuration registry (https://github.com/strands-agents/harness-	COMMENT
MEDIUM	…_plugins/steering/context_providers/ledger_provider.py	1	"""Ledger context provider for comprehensive agent activity tracking.	STRING
MEDIUM	strands-py/src/strands/hooks/registry.py	252	# Related issue: https://github.com/strands-agents/harness-sdk/issues/330	COMMENT
MEDIUM	strands-py/src/strands/telemetry/metrics.py	398	"""Generate a comprehensive summary of all collected metrics.	STRING
MEDIUM	…s-py/src/strands/session/repository_session_manager.py	240	# Fix broken session histories: https://github.com/strands-agents/harness-sdk/issues/859	COMMENT
MEDIUM	…s-py/src/strands/session/repository_session_manager.py	405	# Fix broken session histories: https://github.com/strands-agents/harness-sdk/issues/859	COMMENT
MEDIUM	.github/workflows/changelog-sync.yml	121	# step whether the harness step passed or failed (the two syncs are	COMMENT
MEDIUM	.github/workflows/changelog-sync.yml	122	# independent -- a harness failure must not delay the evals backstop a day)	COMMENT
MEDIUM	site/test/changelog/run.test.ts	174	body: '## New Contributors\n* @newdev made their first contribution in https://github.com/strands-agents/harness	CODE

Redundant / Tautological Comments43 hits · 69 pts

Severity	File	Line	Snippet	Context
LOW	strands-py/tests_integ/bidi/context.py	186	# Check if we have minimum events	COMMENT
LOW	strands-py/tests_integ/bidi/test_bidirectional_agent.py	134	# Check if provider is available	COMMENT
LOW	strands-py/tests_integ/steering/test_model_steering.py	170	# Check if the required tool was used in this message	COMMENT
LOW	…rands/experimental/bidi/models/test_openai_realtime.py	226	# Check if any session update has tools	COMMENT
LOW	strands-py/tests/strands/event_loop/test_event_loop.py	443	# Set tool_handler to None for this test	COMMENT
LOW⚡	strands-py/tests/strands/models/test_litellm.py	584	# Check if stream parameter is being set	COMMENT
LOW	…py/src/strands/experimental/bidi/models/gemini_live.py	247	# Check if the transcription object has text content	COMMENT
LOW	…py/src/strands/experimental/bidi/models/gemini_live.py	265	# Check if the transcription object has text content	COMMENT
LOW	…py/src/strands/experimental/bidi/models/gemini_live.py	301	# Check if part has text attribute and it's not empty	COMMENT
LOW	strands-py/src/strands/tools/decorator.py	255	# Check if we're starting the Args section	COMMENT
LOW	strands-py/src/strands/tools/decorator.py	260	# Check if we're starting a new section (not Args)	COMMENT
LOW	strands-py/src/strands/tools/loader.py	166	# Check if the module attribute is a DecoratedFunctiontool	COMMENT
LOW	…nds/tools/structured_output/structured_output_utils.py	75	# Check if required props are empty, if so, raise an error because it means there is a circular reference	COMMENT
LOW	…nds/tools/structured_output/structured_output_utils.py	104	# Check if this is an Optional[...] case (one null, one type)	COMMENT
LOW	…nds/tools/structured_output/structured_output_utils.py	376	# Check if this is a BaseModel subclass	COMMENT
LOW	strands-py/src/strands/multiagent/swarm.py	821	# Check if handoff requested during execution	COMMENT
LOW	strands-py/src/strands/multiagent/graph.py	849	# Check if it's an exception - fail fast	COMMENT
LOW	strands-py/src/strands/multiagent/graph.py	962	# Check if at least one incoming edge condition is satisfied	COMMENT
LOW	strands-py/src/strands/multiagent/a2a/executor.py	304	# Check if agent returned with interrupts (input_required)	COMMENT
LOW	strands-py/src/strands/event_loop/event_loop.py	597	# Check if hooks want to retry the model call	COMMENT
LOW	strands-py/src/strands/event_loop/event_loop.py	625	# Check if hooks want to retry the model call	COMMENT
LOW	strands-py/src/strands/event_loop/_retry.py	135	# Check if we have an exception and reset state if no exception	COMMENT
LOW	strands-py/src/strands/event_loop/_retry.py	146	# Check if we've exceeded max attempts	COMMENT
LOW⚡	strands-py/src/strands/agent/agent.py	1442	# Check if all item in input list are dictionaries	COMMENT
LOW⚡	strands-py/src/strands/agent/agent.py	1444	# Check if all items are messages	COMMENT
LOW⚡	strands-py/src/strands/agent/agent.py	1449	# Check if all items are content blocks	COMMENT
LOW⚡	strands-py/src/strands/agent/agent.py	1455	# Check if all items are interrupt responses	COMMENT
LOW	strands-py/src/strands/agent/agent.py	1420	# Check if the latest message is toolUse	COMMENT
LOW	…rsation_manager/sliding_window_conversation_manager.py	106	# Check if per_turn is enabled	COMMENT
LOW	…/agent/conversation_manager/compression/pin_message.py	44	# Check if adjacent partner shares a toolUseId and is pinned	COMMENT
LOW	strands-py/src/strands/models/openai_responses.py	435	# Check if stopped due to max_output_tokens	COMMENT
LOW	strands-py/src/strands/models/gemini.py	649	# Check if the tool has function_declarations attribute and it's not empty	COMMENT
LOW⚡	strands-py/src/strands/models/bedrock.py	1209	# Check if input is a dictionary	COMMENT
LOW⚡	strands-py/src/strands/models/bedrock.py	1211	# Check if current dictionary has action: BLOCKED and detected: true	COMMENT
LOW	strands-py/src/strands/models/bedrock.py	378	# Check if tool_choice is forcing tool use ("any" or specific "tool")	COMMENT
LOW	strands-py/src/strands/hooks/_type_inference.py	60	# Check if it's a Union type (Union[A, B] or A \| B)	COMMENT
LOW	strands-py/src/strands/telemetry/metrics.py	521	# Check if this trace contains tool info with toolUseId	COMMENT
LOW	strands-py/src/strands/telemetry/tracer.py	369	# Check if the message contains a tool result	COMMENT
LOW	strands-py/src/strands/session/s3_session_manager.py	170	# Check if session already exists	COMMENT
LOW	…s-py/src/strands/session/repository_session_manager.py	119	# Check if we have a previous state to compare against	COMMENT
LOW	site/docs/examples/python/mcp_calculator.py	146	# Check if the user wants to exit	STRING
LOW	…escript/deploy_to_bedrock_agentcore/create-iam-role.sh	123	# Check if role already exists	COMMENT
LOW	site/scripts/api-generation-python.py	110	# Check if any part of the module path starts with underscore	COMMENT

Dead Code28 hits · 55 pts

Severity	File	Line	Context
MEDIUM	strands-py/tests_integ/test_multiagent_graph.py	495	CODE
MEDIUM	strands-py/tests_integ/test_multiagent_graph.py	827	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	414	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	504	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	519	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	533	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	601	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	621	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	639	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	700	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	720	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	738	CODE
MEDIUM	strands-py/tests/strands/middleware/test_registry.py	764	CODE
MEDIUM	…s-py/tests/strands/middleware/test_agent_middleware.py	271	CODE
MEDIUM	…sts/strands/middleware/test_execute_tool_middleware.py	232	CODE
MEDIUM	…sts/strands/middleware/test_execute_tool_middleware.py	889	CODE
MEDIUM	…ds-py/tests/strands/tools/mcp/test_mcp_client_tasks.py	189	CODE
MEDIUM	strands-py/tests/strands/tools/executors/conftest.py	69	CODE
MEDIUM	strands-py/tests/strands/memory/test_model_extractor.py	189	CODE
MEDIUM	strands-py/tests/strands/memory/test_model_extractor.py	169	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	243	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent.py	2605	CODE
MEDIUM	…strands/agent/test_summarizing_conversation_manager.py	34	CODE
MEDIUM	strands-py/tests/strands/agent/test_agent_as_tool.py	236	CODE
MEDIUM	strands-py/tests/strands/agent/test_a2a_agent.py	526	CODE
MEDIUM	…nds/agent/conversation_manager/test_agentic_context.py	45	CODE
MEDIUM	…agent/conversation_manager/test_context_compression.py	45	CODE
MEDIUM	strands-py/tests/strands/models/test_ollama.py	767	CODE

Magic Placeholder Names8 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	strands-ts/src/models/google/model.ts	38	* apiKey: 'your-api-key',	COMMENT
HIGH	strands-ts/src/models/google/model.ts	67	* apiKey: 'your-api-key'	COMMENT
HIGH	strands-ts/src/models/google/model.ts	72	* apiKey: 'your-api-key',	COMMENT
HIGH	strands-ts/src/models/google/model.ts	83	* const client = new GoogleGenAI({ apiKey: 'your-api-key' })	COMMENT
HIGH	strands-ts/src/models/google/model.ts	211	* const provider = new GoogleModel({ apiKey: 'your-api-key' })	COMMENT
HIGH	strands-ts/src/models/google/index.ts	9	* apiKey: 'your-api-key',	COMMENT
HIGH	site/src/content/changelog/harness/typescript-v0.2.1.md	30	apiKey: 'your-api-key',	CODE
HIGH	site/src/content/changelog/harness/typescript-v0.2.1.md	40	const client = new GoogleGenAI({ apiKey: 'your-api-key' })	CODE

Over-Commented Block29 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/pre-push/run-checks.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.agents/skills/pre-push/run-checks.sh	21	# --all Fix + check every area regardless of what changed.	COMMENT
LOW	.agents/skills/pre-push/run-checks.sh	261	command -v npm >/dev/null 2>&1 && return 0	COMMENT
LOW	test-infra/scripts/run-selective-ts.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test-infra/scripts/run-selective-ts.sh	101	TS_SOURCE="$(echo "$CHANGED" \| grep -E '^strands-ts/' \|\| true)"	COMMENT
LOW	strands-py/tests/strands/memory/test_memory_manager.py	1141	flushed = asyncio.ensure_future(mm.flush())	COMMENT
LOW	strands-py/tests/strands/models/test_sagemaker.py	201	assert isinstance(config, dict)	COMMENT
LOW	strands-py/tests/strands/models/test_sagemaker.py	221	# "role": "assistant",	COMMENT
LOW	strands-py/tests/strands/models/test_sagemaker.py	241	# assert request["ContentType"] == "application/json"	COMMENT
LOW	strands-py/src/strands/tools/decorator.py	141	# because of the complexities of Pydantic v2's immutable Core Schema.	COMMENT
LOW	strands-py/src/strands/models/llamaapi.py	461	# },	COMMENT
LOW	strands-py/src/strands/sandbox/constants.py	21	#: Pattern for validating environment variable names: a leading letter or	COMMENT
LOW	.github/dependabot.yml	1	# Dependabot configuration.	COMMENT
LOW	.github/workflows/typescript-integration-test.yml	141	run: npm run build	COMMENT
LOW	.github/workflows/typescript-test-package-pack.yml	1	# End-to-end package install smoke test.	COMMENT
LOW	.github/workflows/bot-pr-review-gate.yml	21	steps:	COMMENT
LOW	.github/workflows/python-test-package-build.yml	1	# End-to-end wheel install smoke test.	COMMENT
LOW	site/docs/examples/python/memory_agent.py	61	# Load environment variables from .env file if it exists	COMMENT
LOW	site/docs/examples/deploy_to_eks/chart/values.yaml	61	# cpu: 100m	COMMENT
LOW	site/docs/examples/deploy_to_eks/chart/values.yaml	81	# labelSelector:	COMMENT
LOW	site/scripts/changelog/enrich.ts	1	// Enrich a parsed line from its linked PR: area-* labels, breaking flag,	COMMENT
LOW	site/scripts/changelog/parse-release-body.ts	1	// Parse the "New Contributors" section of a GitHub release body, and classify	COMMENT
LOW	site/src/config/navigation.yml	1	# Navigation configuration for Strands Agents SDK documentation	COMMENT
LOW	site/src/config/tags.yml	1	# Allowed tag vocabulary for user-guide pages. Drives the headless	COMMENT
LOW	site/src/config/tags.yml	21	#	COMMENT
LOW	…docs/user-guide/concepts/tools/vended-tools-imports.ts	1	// @ts-nocheck	COMMENT
LOW	…nt/docs/user-guide/concepts/tools/executors_imports.ts	1	// @ts-nocheck	COMMENT
LOW	…ide/concepts/agents/interventions/human-in-the-loop.py	161	# User must type "confirm" to approve (not just "y" or "yes")	COMMENT
LOW	…e/concepts/agents/interventions/cedar-authorization.py	321	# After editing agent.cedar on disk:	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	strands-py/tests/strands/models/test_openai.py	1281	openai_client.beta.chat.completions.parse.assert_called_once_with(	CODE
CRITICAL	strands-py/tests/strands/models/test_openai.py	1778	mock_injected_client.beta.chat.completions.parse.assert_called_once()	CODE

Fake / Example Data13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ds-py/tests_integ/test_structured_output_agent_loop.py	179	assert result.structured_output.name == "John Doe"	CODE
LOW	…ds-py/tests_integ/test_structured_output_agent_loop.py	290	assert person_result.structured_output.name == "John Doe"	CODE
LOW⚡	…ds-py/tests_integ/test_structured_output_agent_loop.py	317	assert result.structured_output.name == "John Doe"	CODE
LOW	…ls/structured_output/test_structured_output_context.py	95	test_result = SampleModel(name="John Doe", age=30, email="john@example.com")	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	2230	{"image": {"format": "png", "source": {"bytes": b"fake_data"}}},	CODE
LOW	strands-py/tests/strands/agent/test_agent.py	201	return User(name="Jane Doe", age=30, email="jane@doe.com")	STRING
LOW	strands-py/tests/strands/agent/test_agent_hooks.py	102	return User(name="Jane Doe", age=30)	CODE
LOW	strands-py/tests/strands/models/test_model.py	323	obj = {"x": "lorem ipsum " * 1000}	CODE
LOW	strands-ts/docs/TESTING.md	226	name: 'John Doe',	CODE
LOW	strands-ts/docs/TESTING.md	247	expect(user.name).toBe('John Doe')	CODE
LOW	strands-ts/src/a2a/__tests__/adapters.test.ts	34	const parts: Part[] = [{ kind: 'file', file: { bytes: encodeBase64('fake-data'), mimeType, name: 'test' } }]	CODE
LOW	site/src/content/docs/examples/structured_output.ts	55	console.log(`Name: ${person.name}`) // "Jane Doe"	CODE
LOW	site/src/content/docs/examples/structured_output.ts	57	console.log(`Street: ${person.address.street}`) // "123 Main St"	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	AGENTS.md	83	- Self-review the diff end to end as if you were the reviewer, and confirm you can truthfully check every box in the	CODE
HIGH	.github/PULL_REQUEST_TEMPLATE.md	30	- [ ] I have reviewed and understand every line of code in this PR, including any generated by AI tools, and I can expla	CODE

AI Structural Patterns10 hits · 8 pts

Severity	File	Line	Context
LOW	…s-py/tests_integ/interrupts/multiagent/test_session.py	19	CODE
LOW	…ands-py/tests_integ/interrupts/multiagent/test_node.py	18	CODE
LOW	…ands-py/tests_integ/interrupts/multiagent/test_node.py	37	CODE
LOW	strands-py/tests/strands/memory/test_memory_manager.py	65	CODE
LOW	strands-py/src/strands/experimental/bidi/agent/agent.py	63	CODE
LOW	strands-py/src/strands/tools/mcp/mcp_client.py	223	CODE
LOW	strands-py/src/strands/multiagent/swarm.py	240	CODE
LOW	strands-py/src/strands/multiagent/graph.py	497	CODE
LOW	strands-py/src/strands/multiagent/a2a/server.py	32	CODE
LOW	strands-py/src/strands/agent/agent.py	166	CODE

Example Usage Blocks6 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	.agents/skills/pre-push/run-checks.sh	14	# Usage:	COMMENT
LOW	site/docs/examples/python/weather_forecaster.py	95	# Example usage	STRING
LOW	site/docs/examples/python/meta_tooling.py	113	# Example usage	STRING
LOW	site/docs/examples/python/memory_agent.py	110	# Example usage	COMMENT
LOW⚡	site/docs/examples/python/file_operations.py	90	# Example usage	STRING
LOW	…mples/python/multi_agent_example/teachers_assistant.py	56	# Example usage	STRING

Cross-Language Confusion (JS/TS)1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	site/test/html-to-markdown.test.ts	103	print("Hello")</code></pre>	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	site/docs/examples/python/weather_forecaster.py	120	# This is just for demonstration purposes	STRING
MEDIUM	site/docs/examples/python/knowledge_base_agent.py	39	print(f"Using DEFAULT_KB_ID '{DEFAULT_KB_ID}' for demonstration purposes only.")	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	strands-py/src/strands/models/openai.py	378	# TODO: Handle caching blocks https://github.com/strands-agents/harness-sdk/issues/1140	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings