kyegomez/swarms

Pattern Findings

The scanner identified 5642 distinct pattern matches across 24 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Decorative Section Separators678 hits · 2334 pts

Severity	File	Line	Snippet	Context
MEDIUM	CONTRIBUTING.md	153	# ------------------------------------------------------------	COMMENT
MEDIUM	CONTRIBUTING.md	157	# ------------------------------------------------------------	COMMENT
MEDIUM	CLAUDE.md	1104	# ------------------------------------------------------------	COMMENT
MEDIUM	CLAUDE.md	1108	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_cli.py	283	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	285	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	348	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	350	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	412	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	414	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	445	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	447	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	486	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	488	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	509	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	511	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	535	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	537	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	565	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	567	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	637	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	639	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	677	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_cli.py	679	# ===========================================================================	COMMENT
MEDIUM	tests/test_cli.py	14	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cli.py	16	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_cli.py	61	# ===========================================================================	COMMENT
MEDIUM	tests/test_cli.py	63	# ===========================================================================	COMMENT
MEDIUM	tests/test_cli.py	181	# ===========================================================================	COMMENT
MEDIUM	tests/test_cli.py	183	# ===========================================================================	COMMENT
MEDIUM	tests/test_cli.py	381	# ===========================================================================	COMMENT
MEDIUM	tests/test_cli.py	383	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	93	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	164	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	166	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	219	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	221	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	263	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	266	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	299	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	302	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	414	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_streaming_timing.py	420	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_streaming_timing.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_streaming_timing.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_streaming_timing.py	331	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_streaming_timing.py	335	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_streaming_timing.py	384	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_streaming_timing.py	387	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	83	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_prompt_caching.py	177	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_prompt_caching.py	179	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	334	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	336	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	435	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_prompt_caching.py	437	# ---------------------------------------------------------------------------	COMMENT
618 more matches not shown…

Hyper-Verbose Identifiers2357 hits · 1891 pts

Severity	File	Line	Snippet	Context
LOW	README.md	736	def research_analysis_synthesis_algorithm(agents, task, **kwargs):	CODE
LOW	README_zh.md	710	def research_analysis_synthesis_algorithm(agents, task, **kwargs):	CODE
LOW	tests/test___init__.py	11	def test_version_attribute_exists():	CODE
LOW	tests/test___init__.py	16	def test_version_matches_installed_distribution():	CODE
LOW	tests/test___init__.py	28	def test_hasattr_reports_true():	CODE
LOW	tests/test___init__.py	32	def test_version_is_advertised_by_dir_before_access():	CODE
LOW⚡	tests/test___init__.py	46	def test_unknown_attribute_still_raises_attribute_error():	CODE
LOW⚡	tests/test___init__.py	53	def test_version_is_cached_after_first_access():	CODE
LOW⚡	tests/test___init__.py	59	def test_falls_back_when_distribution_is_absent(monkeypatch):	CODE
LOW	tests/test_main_features.py	115	def test_basic_agent_functionality():	CODE
LOW	tests/test_main_features.py	128	def test_agent_with_custom_prompt():	CODE
LOW	tests/test_main_features.py	144	def test_tool_execution_with_agent():	CODE
LOW	tests/test_main_features.py	175	def test_multimodal_execution():	CODE
LOW	tests/test_main_features.py	690	def test_agent_memory_persistence():	CODE
LOW	tests/test_main_features.py	740	def test_complex_workflow_integration():	CODE
LOW⚡	tests/test_cli.py	276	def test_unknown_command_shows_error(self, mock_show_error):	CODE
LOW⚡	tests/test_cli.py	295	def test_missing_yaml_file_shows_error(self, tmp_path):	CODE
LOW⚡	tests/test_cli.py	360	def test_missing_markdown_path_exits(self):	CODE
LOW⚡	tests/test_cli.py	368	def test_loads_agents_from_path(self, mock_load):	CODE
LOW⚡	tests/test_cli.py	424	def test_missing_task_shows_error_and_exits(self):	CODE
LOW⚡	tests/test_cli.py	432	def test_calls_run_autoswarm_with_task(self, mock_run):	CODE
LOW⚡	tests/test_cli.py	457	def test_empty_task_shows_error(self):	CODE
LOW⚡	tests/test_cli.py	464	def test_empty_model_shows_error(self):	CODE
LOW⚡	tests/test_cli.py	474	def test_no_run_skips_execution(	CODE
LOW⚡	tests/test_cli.py	493	def test_delegates_to_setup_check(self, mock_check):	CODE
LOW⚡	tests/test_cli.py	521	def test_missing_task_shows_error_and_exits(self):	CODE
LOW⚡	tests/test_cli.py	529	def test_calls_run_llm_council(self, mock_run):	CODE
LOW⚡	tests/test_cli.py	547	def test_missing_task_shows_error_and_exits(self):	CODE
LOW⚡	tests/test_cli.py	555	def test_calls_run_heavy_swarm(self, mock_run):	CODE
LOW⚡	tests/test_cli.py	571	def test_swarm_cli_error_is_exception(self):	CODE
LOW⚡	tests/test_cli.py	577	def test_colors_dict_has_required_keys(self):	CODE
LOW⚡	tests/test_cli.py	583	def test_console_is_importable(self):	CODE
LOW⚡	tests/test_cli.py	588	def test_show_error_does_not_raise(self):	CODE
LOW⚡	tests/test_cli.py	594	def test_detect_active_provider_no_keys(self, monkeypatch):	CODE
LOW⚡	tests/test_cli.py	643	def test_show_ascii_art_does_not_raise(self):	CODE
LOW⚡	tests/test_cli.py	649	def test_no_key_hint_renders_markup(self, monkeypatch):	CODE
LOW⚡	tests/test_cli.py	685	def test_main_calls_route_command(self, mock_art, mock_route):	CODE
LOW⚡	tests/test_cli.py	693	def test_main_handles_bad_command_gracefully(self, mock_art):	CODE
LOW	tests/test_cli.py	79	def test_valid_commands_parse(self):	CODE
LOW	tests/test_cli.py	100	def test_invalid_command_raises(self):	CODE
LOW	tests/test_cli.py	132	def test_temperature_argument(self):	CODE
LOW	tests/test_cli.py	159	def test_loops_per_agent_argument(self):	CODE
LOW	tests/test_cli.py	166	def test_heavy_swarm_model_help_states_the_real_default(self):	CODE
LOW	tests/test_cli.py	214	def test_routes_load_markdown(self, mock_handler):	CODE
LOW	tests/test_cli.py	306	def test_runs_agents_from_yaml(self, mock_create, tmp_path):	CODE
LOW	tests/test_cli.py	319	def test_handles_api_key_error(self, mock_create, tmp_path):	CODE
LOW	tests/test_cli.py	334	def test_handles_context_length_error(	CODE
LOW	tests/test_cli.py	394	def test_calls_create_swarm_agent(self, mock_create):	CODE
LOW	tests/test_cli.py	401	def test_passes_model_name_to_agent(self, mock_create):	CODE
LOW	tests/test_cli.py	610	def test_detect_active_provider_with_openai(self, monkeypatch):	CODE
LOW	tests/test_cli.py	617	def test_detect_active_provider_multiple(self, monkeypatch):	CODE
LOW	tests/test_cli.py	705	def test_main_catches_route_error(self, mock_art, mock_route):	CODE
LOW⚡	tests/test_streaming_timing.py	96	async def test_parallel_interleaving():	CODE
LOW⚡	tests/test_streaming_timing.py	167	async def test_events_agent_rearrange():	CODE
LOW⚡	tests/test_streaming_timing.py	222	async def test_events_sequential_workflow():	CODE
LOW⚡	tests/test_streaming_timing.py	267	async def test_multi_loop_agent_with_tool():	CODE
LOW⚡	tests/test_streaming_timing.py	303	async def test_autonomous_loop_agent():	CODE
LOW⚡	tests/test_streaming_timing.py	421	async def test_multi_loop_agent_in_sequential_workflow():	CODE
LOW	tests/tools/test_base_tool.py	48	def test_detect_tool_input_type():	CODE
LOW	tests/tools/test_base_tool.py	62	def test_execute_tool_by_name():	CODE
2297 more matches not shown…

Docstring Block Structure221 hits · 1090 pts

Severity	File	Line	Snippet	Context
HIGH	tests/utils/test_docstring_parser.py	168	Complex function with multiple sections. Args: input_data (dict): Input data dictionary	STRING
HIGH	…les/multi_agent/simulations/map_generation/game_map.py	248	Load and preprocess input image. Args: image_path: Path to the input image (JPG or PNG)	STRING
HIGH	…les/multi_agent/simulations/map_generation/game_map.py	293	Generate depth map using MiDaS model. Args: image: Input image as numpy array (H, W, 3) in	STRING
HIGH	…les/multi_agent/simulations/map_generation/game_map.py	341	Perform semantic segmentation using SAM. Args: image: Input image as numpy array (H, W, 3)	STRING
HIGH	…les/multi_agent/simulations/map_generation/game_map.py	369	Perform object detection using YOLOv8. Args: image: Input image as numpy array (H, W, 3) i	STRING
HIGH	…les/multi_agent/simulations/map_generation/game_map.py	422	Generate 3D point cloud from image and depth data. Args: image: RGB image array (H, W, 3)	STRING
HIGH	…les/multi_agent/simulations/map_generation/game_map.py	521	Process a single image through the complete AI vision pipeline. Args: image_path: Path to	STRING
HIGH	…ples/single_agent/capabilities/tools/agent_with_exa.py	14	Exa Web Search Tool This function provides advanced, natural language web search capabilities using the Ex	STRING
HIGH	…/single_agent/capabilities/tools/new_tools_examples.py	7	Get the current price of a specific cryptocurrency. Args: coin_id (str): The CoinGecko ID of the crypt	STRING
HIGH	…/single_agent/capabilities/tools/new_tools_examples.py	53	Fetch the top cryptocurrencies by market capitalization. Args: limit (int, optional): Number of coins	STRING
HIGH	…/single_agent/capabilities/tools/new_tools_examples.py	126	Search for cryptocurrencies by name or symbol. Args: query (str): The search term (coin name or symbol	STRING
HIGH	…ingle_agent/capabilities/tools/litellm_tool_example.py	8	Fetches stock data from Yahoo Finance for a given stock symbol. Args: symbol (str): The stock symbol t	STRING
HIGH	…es/single_agent/capabilities/tools/omni_modal_agent.py	25	Route a prompt to the appropriate Replicate AI model based on the modality. Args: modality: The type o	STRING
HIGH	…le_agent/capabilities/tools/solana_tool/solana_tool.py	64	Tests endpoints and returns the first working one. Args: session: requests.Session object with retry l	STRING
HIGH	…ingle_agent/capabilities/rag/full_agent_rag_example.py	81	Query the indexed documents. Args: query (str): The query string to search for **kwargs	STRING
HIGH	…ilities/autonomy/autonomous_agents/autonomous_agent.py	18	Exa Web Search Tool This function provides advanced, natural language web search capabilities using the Ex	STRING
HIGH	…tonomy/autonomous_agents/marketplace_and_auto_agent.py	17	Exa Web Search Tool This function provides advanced, natural language web search capabilities using the Ex	STRING
HIGH	…omy/handoffs/autonomous_agent_with_handoffs_example.py	30	Exa Web Search Tool This function provides advanced, natural language web search capabilities using the Ex	STRING
HIGH	examples/single_agent/demos/persistent_legal_agent.py	47	Generate a legal document with multiple refinement iterations Args: agent: The initialized VC legal ag	STRING
HIGH	examples/tools/agent_as_tools.py	7	Create a Python file with the given code and execute it using Python 3.12. This function takes a string containing	STRING
HIGH	examples/tools/agent_as_tools.py	102	Update an existing Python file with new code and execute it using Python 3.12. This function takes a string contain	STRING
HIGH	examples/tools/agent_as_tools.py	297	Get the current price of a specific cryptocurrency. Args: coin_id (str): The CoinGecko ID of the crypt	STRING
HIGH	…les/tools/base_tool_examples/conver_funcs_to_schema.py	9	Get the current price of a specific cryptocurrency. Args: coin_id (str): The CoinGecko ID of the crypt	STRING
HIGH	…les/tools/base_tool_examples/conver_funcs_to_schema.py	55	Fetch the top cryptocurrencies by market capitalization. Args: limit (int, optional): Number of coins	STRING
HIGH	…les/tools/base_tool_examples/conver_funcs_to_schema.py	128	Search for cryptocurrencies by name or symbol. Args: query (str): The search term (coin name or symbol	STRING
HIGH	examples/tools/base_tool_examples/base_tool_examples.py	11	Get the current weather for a location. Args: location (str): The city or location to get weather for	STRING
HIGH	examples/tools/base_tool_examples/base_tool_examples.py	30	Add two numbers together. Args: a (int): First number to add b (int): Second number to add Ret	STRING
HIGH	examples/tools/stagehand/2_stagehand_tools_agent.py	84	Navigate to a URL in the browser. Args: url (str): The URL to navigate to. Should be a valid URL start	STRING
HIGH	examples/tools/stagehand/2_stagehand_tools_agent.py	128	Perform an action on the current web page using natural language. Args: action (str): Natural language	STRING
HIGH	examples/tools/stagehand/2_stagehand_tools_agent.py	169	Extract information from the current web page using natural language. Args: query (str): Natural langu	STRING
HIGH	examples/tools/stagehand/2_stagehand_tools_agent.py	215	Observe and find elements on the current web page using natural language. Args: query (str): Natural l	STRING
HIGH	examples/tools/stagehand/2_stagehand_tools_agent.py	269	Take a screenshot of the current web page. Args: filename (str, optional): The filename to save the sc	STRING
HIGH	examples/tools/multi_tool_use/many_tool_use_demo.py	9	Get the current price of a specific cryptocurrency. Args: coin_id (str): The CoinGecko ID of the crypt	STRING
HIGH	examples/tools/multi_tool_use/many_tool_use_demo.py	55	Fetch the top cryptocurrencies by market capitalization. Args: limit (int, optional): Number of coins	STRING
HIGH	examples/tools/multi_tool_use/many_tool_use_demo.py	128	Search for cryptocurrencies by name or symbol. Args: query (str): The search term (coin name or symbol	STRING
HIGH	examples/tools/multi_tool_use/multi_tool_anthropic.py	7	Get the current price of a specific cryptocurrency. Args: coin_id (str): The CoinGecko ID of the crypt	STRING
HIGH	examples/tools/multi_tool_use/multi_tool_anthropic.py	53	Fetch the top cryptocurrencies by market capitalization. Args: limit (int, optional): Number of coins	STRING
HIGH	examples/tools/multi_tool_use/multi_tool_anthropic.py	126	Search for cryptocurrencies by name or symbol. Args: query (str): The search term (coin name or symbol	STRING
HIGH	examples/guides/fairy_swarm/fairy_swarm.py	877	Request a revision for a completed todo. Args: todo_id: The ID of the todo to revise	STRING
HIGH	…_agents/voice_agents_examples/google_calendar_agent.py	118	Create a new event in Google Calendar. Args: summary (str): The title/summary of the event (required).	STRING
HIGH	…_agents/voice_agents_examples/google_calendar_agent.py	219	Read events from Google Calendar. Args: calendar_id (str): The calendar ID to read events from. Defaul	STRING
HIGH	…_agents/voice_agents_examples/google_calendar_agent.py	300	List all calendars accessible to the authenticated user. Args: access_token (Optional[str]): OAuth2 ac	STRING
HIGH	…ice_agents/voice_agents_examples/debate_with_speech.py	20	Simulate a turn-based debate between two agents with speech capabilities. Each agent speaks their responses us	STRING
HIGH	…402_examples/agent_integration/x402_discovery_query.py	13	Query x402 discovery services from the Coinbase CDP API. Args: limit: Optional maximum number of servi	STRING
HIGH	…hackathon_sep_27/nutritional_content_analysis_swarm.py	57	Make API call to Swarms API for nutritional content analysis. Args: api_key: Swarms API key for authen	STRING
HIGH	examples/guides/mem0/mem0_and_swarms.py	74	Read and extract text content from a PDF file. Args: pdf_path (str): Path to the PDF file. Return	STRING
HIGH	examples/guides/mem0/mem0_and_swarms.py	100	Read and convert CSV file content to text format. Args: csv_path (str): Path to the CSV file. Ret	STRING
HIGH	examples/guides/demos/agent_with_fluidapi.py	10	Omni API Function: Calls any API dynamically based on the task description. This function leverages the `fluid	STRING
HIGH	…ic_data/profession_sim/profession_persona_generator.py	214	Generate a detailed persona prompt for a specific profession. Args: profession_title: The	STRING
HIGH	…ic_data/profession_sim/profession_persona_generator.py	486	Process a single profession and generate its persona (thread-safe). Args: profession_data:	STRING
HIGH	…ic_data/profession_sim/profession_persona_generator.py	634	Process a range of professions and generate persona prompts. Args: start_row: Starting row	STRING
HIGH	examples/guides/demos/spike/memory.py	72	Query the indexed documents. Args: query (str): The query string to search for **kwargs	STRING
HIGH	examples/guides/demos/apps/smart_database_swarm.py	38	Create a new SQLite database file. Args: database_name (str): Name of the database to create (without	STRING
HIGH	examples/guides/demos/apps/smart_database_swarm.py	127	Create a new table in the specified database with the given schema. Args: database_path (str): Full pa	STRING
HIGH	examples/guides/demos/real_estate/realtor_agent.py	14	Fetch rental property data from the Realtor API for a specified location. Args: location (str): The lo	STRING
HIGH	scripts/github_commits.py	81	Fetch commit titles and descriptions for a GitHub repo in a date range. Args: repo_url: GitHub reposit	STRING
HIGH	swarms/tools/function_util.py	6	Process the documentation for a given item, which can be a function or a class. Args: item: The item t	STRING
HIGH	swarms/tools/py_func_to_openai_func_str.py	390	Get a JSON schema for a function as defined by the OpenAI API Args: f: The function to get the JSON schema	STRING
HIGH	swarms/tools/tool_registry.py	114	Retrieves a tool by its name. Args: name (str): The name of the tool to retrieve.	STRING
HIGH	swarms/tools/tool_registry.py	147	Gets a setting from the storage. Args: key (str): The key for the setting. Return	STRING
161 more matches not shown…

Excessive Try-Catch Wrapping976 hits · 915 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_main_features.py	107	except Exception as e:	CODE
LOW	tests/test_main_features.py	200	except Exception as e:	CODE
LOW	tests/test_main_features.py	247	except Exception as e:	CODE
LOW	tests/test_main_features.py	288	except Exception as e:	CODE
LOW	tests/test_main_features.py	663	except Exception as e:	CODE
LOW	tests/test_main_features.py	729	except Exception as e:	CODE
LOW	tests/test_main_features.py	784	except Exception as e:	CODE
LOW	tests/test_main_features.py	838	except Exception as e:	CODE
LOW	tests/test_prompt_caching.py	134	except Exception:	CODE
LOW	tests/test_prompt_caching.py	352	except Exception as e:	CODE
LOW	tests/tools/test_base_tool.py	130	except Exception as e:	CODE
LOW	tests/tools/test_output_str_fix.py	116	except Exception as e:	CODE
LOW	tests/tools/test_output_str_fix.py	185	except Exception as e:	CODE
LOW	tests/tools/test_mcp_manager.py	92	except Exception:	CODE
LOW	tests/tools/test_mcp_manager.py	1175	except Exception:	CODE
LOW	tests/tools/test_parse_tools.py	11	except Exception as e:	CODE
LOW	tests/agents/test_autonomous_loop.py	931	except Exception:	CODE
LOW	tests/utils/test_any_to_str.py	17	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	30	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	40	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	58	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	71	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	81	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	92	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	102	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	114	except Exception as e:	CODE
LOW	tests/utils/test_any_to_str.py	126	except Exception as e:	CODE
LOW	tests/structs/test_forest_swarm.py	549	except Exception as e:	CODE
LOW	tests/structs/test_forest_swarm.py	619	except Exception as e:	CODE
LOW	tests/structs/test_agent.py	274	except Exception:	CODE
LOW	tests/structs/test_agent.py	531	except Exception:	CODE
LOW	tests/structs/test_agent_loader.py	114	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	144	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	184	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	223	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	271	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	325	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	369	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	397	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	433	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	466	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	488	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	492	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	514	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	550	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	582	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	619	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	646	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	669	except Exception as e:	CODE
LOW	tests/structs/test_agent_loader.py	734	except Exception as e:	CODE
LOW	tests/structs/test_agent_router.py	465	except Exception as e:	CODE
LOW⚡	tests/structs/test_auto_swarms_builder.py	175	except Exception as e:	CODE
LOW⚡	tests/structs/test_auto_swarms_builder.py	185	except Exception as e:	CODE
LOW⚡	tests/structs/test_auto_swarms_builder.py	191	except Exception as e:	CODE
LOW	tests/structs/test_auto_swarms_builder.py	40	except Exception as e:	CODE
LOW	tests/structs/test_auto_swarms_builder.py	70	except Exception as e:	CODE
LOW	tests/structs/test_auto_swarms_builder.py	97	except Exception as e:	CODE
LOW	tests/structs/test_auto_swarms_builder.py	125	except Exception as e:	CODE
LOW	tests/structs/test_auto_swarms_builder.py	154	except Exception as e:	CODE
LOW	tests/structs/test_auto_swarms_builder.py	212	except Exception as e:	CODE
916 more matches not shown…

AI Slop Vocabulary222 hits · 510 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_main_features.py	797	"""Run all tests and generate a comprehensive report"""	STRING
MEDIUM⚡	tests/test_prompt_caching.py	178	# Tiny assertion harness	COMMENT
MEDIUM	tests/structs/test_hierarchical_swarm.py	340	# Create comprehensive hierarchical swarm	COMMENT
MEDIUM	tests/structs/test_moa.py	244	# Create comprehensive mixture of agents	COMMENT
MEDIUM	tests/structs/test_graph_workflow.py	129	# Create agents for a comprehensive product development workflow	COMMENT
MEDIUM	tests/structs/test_concurrent_workflow.py	125	# Create agents for comprehensive analysis	COMMENT
MEDIUM	examples/multi_agent/asb/auto_swarm_router.py	102	# Run a comprehensive private equity document analysis task	COMMENT
MEDIUM	…amples/multi_agent/paper_implementations/long_agent.py	399	# Generate the final comprehensive report	STRING
MEDIUM	…ulti_agent/groupchat/enhanced_collaboration_example.py	74	"""Example of comprehensive collaborative analysis."""	STRING
MEDIUM	…i_agent/sequential_workflow/sequential_worflow_test.py	96	# Run a comprehensive private equity document analysis task	COMMENT
MEDIUM	…multi_agent/sequential_workflow/sequential_workflow.py	125	# Run a comprehensive private equity document analysis task	COMMENT
MEDIUM	…hical_examples/advanced_hierarchical_swarm_examples.py	86	system_prompt="""You are a Chief Medical Officer responsible for coordinating comprehensive	CODE
MEDIUM	…hical_examples/advanced_hierarchical_swarm_examples.py	204	system_prompt="""You are a Managing Partner responsible for coordinating comprehensive	CODE
MEDIUM	…hical_examples/advanced_hierarchical_swarm_examples.py	322	system_prompt="""You are a Technical Lead responsible for coordinating comprehensive	CODE
MEDIUM	…l_swarm/hiearchical_examples/hiearchical_swarm_test.py	217	system_prompt="""You are a senior technical director responsible for orchestrating comprehensive	CODE
MEDIUM	…arm/hiearchical_examples/hierarchical_swarm_example.py	113	system_prompt="""You are a senior financial analysis director responsible for orchestrating comprehensive	CODE
MEDIUM	…ples/multi_agent/utils/agent_communication_examples.py	225	"""Safely handle agent communication with comprehensive error handling"""	STRING
MEDIUM	…t-swarm-b93a2946b074493f8fa34a47377b2625-metadata.json	11	"result": "# Top 3 Energy Stocks for 2024 Investment Analysis\n\nAs Research-Agent, I'll provide a comprehen	CODE
MEDIUM	…i_agent/majority_voting/majority_voting_example_new.py	53	system_prompt="""You are a senior investment strategist at BlackRock responsible for integrating detailed sector ana	CODE
MEDIUM	…/multi_agent/majority_voting/snake_game_code_voting.py	21	SOFTWARE_ARCHITECT_PROMPT = """You are a software architect who designs robust, maintainable systems.	CODE
MEDIUM	…ti_agent/forest_swarm_examples/forest_swarm_example.py	13	"""Create a comprehensive financial services forest with multiple specialized agents."""	STRING
MEDIUM	…nt/graphworkflow_examples/test_enhanced_json_export.py	40	# Create workflow with comprehensive metadata	COMMENT
MEDIUM	…nt/graphworkflow_examples/test_enhanced_json_export.py	94	"""Test comprehensive JSON export with all options."""	STRING
MEDIUM	…nt/graphworkflow_examples/test_enhanced_json_export.py	120	# Parse and display comprehensive structure	COMMENT
MEDIUM	…gent/graphworkflow_examples/advanced_graph_workflow.py	314	# risk factors, and broader market context. Provide a comprehensive investment	COMMENT
MEDIUM	…gent/graphworkflow_examples/advanced_graph_workflow.py	330	# quantitative trends. Provide a comprehensive analysis of the field's	COMMENT
MEDIUM	…gent/graphworkflow_examples/advanced_graph_workflow.py	342	# # Run the comprehensive demonstration	COMMENT
MEDIUM	…gent/graphworkflow_examples/advanced_graph_workflow.py	350	# task="Analyze Tesla (TSLA) stock as a potential investment opportunity. Consider the company's fundamentals, t	COMMENT
MEDIUM	…hworkflow_examples/test_parallel_processing_example.py	292	# system_prompt="You are a research synthesizer. Combine all research into comprehensive conclusions.",	COMMENT
MEDIUM	…es/single_agent/capabilities/tools/omni_modal_agent.py	200	# - Structure the prompt according to model-specific best practices	COMMENT
MEDIUM	…es/single_agent/capabilities/tools/omni_modal_agent.py	212	# - Be precise yet comprehensive - Include all necessary details without redundancy	COMMENT
MEDIUM	…amples/single_agent/capabilities/rag/simple_example.py	153	# Run a comprehensive analysis	STRING
MEDIUM⚡	…ingle_agent/capabilities/rag/full_agent_rag_example.py	215	# Run a comprehensive medical analysis task for patient Lucas Brown	COMMENT
MEDIUM	examples/tools/agent_as_tools.py	403	system_prompt="""You are an expert Director Agent with comprehensive capabilities in:	CODE
MEDIUM	…se_tool_examples/test_base_tool_comprehensive_fixed.py	669	"""Generate a comprehensive markdown report"""	STRING
MEDIUM	…ols/base_tool_examples/test_base_tool_comprehensive.py	605	"""Generate a comprehensive markdown report"""	STRING
MEDIUM	examples/tools/stagehand/3_stagehand_mcp_agent.py	250	"""Perform a comprehensive analysis of AI frameworks:	STRING
MEDIUM	…es/tools/stagehand/4_stagehand_multi_agent_workflow.py	145	system_prompt="""You are a competitive analysis expert. Compile comprehensive reports	CODE
MEDIUM	examples/models/openai/4o_mini_demo.py	79	system_prompt="""You are an Internal Medicine specialist responsible for comprehensive evaluation.	CODE
MEDIUM	examples/cli/12_help.sh	4	# Display comprehensive help documentation	COMMENT
MEDIUM⚡	examples/guides/hiearchical_marketing_team.py	116	system_prompt="""You are the SEO Strategist, the technical expert responsible for driving organic search visibility	CODE
MEDIUM⚡	examples/guides/hiearchical_marketing_team.py	182	system_prompt="""You are the Brand Strategist, the strategic expert responsible for developing and maintaining power	CODE
MEDIUM⚡	examples/guides/hiearchical_marketing_team.py	254	system_prompt="""You are the Marketing Director, the senior executive responsible for orchestrating comprehensive ma	CODE
MEDIUM	…es/guides/generation_length_blog/longform_generator.py	63	prompt = f"""Create a comprehensive, detailed analysis of: {topic}	CODE
MEDIUM	…es/guides/generation_length_blog/longform_generator.py	122	continuation_prompt = f"""Continue and expand the previous analysis. The current response is {word_count} wo	CODE
MEDIUM	…es/guides/generation_length_blog/longform_generator.py	170	section_prompt = f"""Write a comprehensive, detailed section on: {section['title']}	CODE
MEDIUM	…es/guides/generation_length_blog/longform_generator.py	236	# Generate comprehensive content	COMMENT
MEDIUM	examples/guides/generation_length_blog/universal_api.py	5	prompt = f"""You are tasked with creating a comprehensive, detailed analysis of {topic}.	CODE
MEDIUM	…s/deployment/cron_job_examples/solana_price_tracker.py	47	# Compile comprehensive data	COMMENT
MEDIUM	…es/deployment/cron_job_examples/figma_stock_example.py	20	# Example 1: Get comprehensive data as dictionary	COMMENT
MEDIUM	…uides/deployment/cron_job_examples/cron_job_example.py	34	# Compile comprehensive data	COMMENT
MEDIUM	…uides/deployment/cron_job_examples/cron_job_example.py	203	# 8. Performing comprehensive stock analysis	COMMENT
MEDIUM	…guides/hackathons/hackathon_sep_27/diet_coach_agent.py	6	agent_description="""You are an expert visual analysis specialist with advanced computer vision capabilities. Your p	CODE
MEDIUM⚡	…s/guides/changelog_890/06_multi_tool_agent_tutorial.py	47	# Create a comprehensive multi-tool agent	COMMENT
MEDIUM⚡	…s/guides/changelog_890/06_multi_tool_agent_tutorial.py	50	system_prompt="""You are a comprehensive analysis agent with access to multiple research and data tools.	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	13	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	17	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	17	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	17	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	21	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
162 more matches not shown…

Self-Referential Comments168 hits · 482 pts

Severity	File	Line	Snippet	Context
MEDIUM	example.py	7	# Define an expanded system prompt	COMMENT
MEDIUM	tests/tools/test_output_str_fix.py	102	# Create a simple agent with a tool schema	COMMENT
MEDIUM	tests/structs/test_forest_swarm.py	532	# Create a simple forest with one tree and one agent	COMMENT
MEDIUM	tests/structs/test_hierarchical_swarm.py	68	# Create a custom director	COMMENT
MEDIUM	tests/structs/test_async_subagent.py	435	# Create a real sub-agent used in registry tasks	COMMENT
MEDIUM⚡	tests/structs/test_multi_agent_router.py	357	# Create a smaller number of tasks for testing (reduced from 100 to 5 for performance)	COMMENT
MEDIUM⚡	tests/structs/test_multi_agent_router.py	368	# Create a small number of tasks for testing	COMMENT
MEDIUM	…lection_swarm_examples/apple_board_election_example.py	215	# Create the election swarm	COMMENT
MEDIUM	…lection_swarm_examples/apple_board_election_example.py	225	# Define the election task	COMMENT
MEDIUM	examples/multi_agent/asb/auto_agent.py	60	# Define the Thoughts schema	COMMENT
MEDIUM	examples/multi_agent/asb/auto_agent.py	84	# Define the Command schema	COMMENT
MEDIUM	examples/multi_agent/asb/auto_agent.py	95	# Define the AgentResponse schema	COMMENT
MEDIUM	…agent/council/llm_council/research_analysis_council.py	10	# Create the council	COMMENT
MEDIUM	…agent/council/llm_council/medical_diagnosis_council.py	10	# Create the council	COMMENT
MEDIUM	…agent/council/llm_council/business_strategy_council.py	10	# Create the council	COMMENT
MEDIUM	…t/council/llm_council/technology_assessment_council.py	10	# Create the council	COMMENT
MEDIUM	…multi_agent/council/llm_council/llm_council_example.py	3	# Create the council	COMMENT
MEDIUM	…agent/council/llm_council/medical_treatment_council.py	10	# Create the council	COMMENT
MEDIUM	…_agent/council/llm_council/finance_analysis_council.py	10	# Create the council	COMMENT
MEDIUM	…ti_agent/council/llm_council/legal_analysis_council.py	10	# Create the council	COMMENT
MEDIUM	…gent/council/llm_council/etf_stock_analysis_council.py	10	# Create the council	COMMENT
MEDIUM	…gent/council/llm_council/marketing_strategy_council.py	10	# Create the council	COMMENT
MEDIUM	…_agent/caching_examples/example_multi_agent_caching.py	136	# Create a custom cache with specific settings	COMMENT
MEDIUM	…amples/multi_agent/paper_implementations/long_agent.py	219	# Create an agent for each chunk	COMMENT
MEDIUM	…lti_agent/sequential_workflow/sonnet_4_5_sequential.py	21	# Create a sequential workflow where the researcher's output feeds into the writer's input	COMMENT
MEDIUM	…multi_agent/sequential_workflow/sequential_wofkflow.py	17	# Create a sequential workflow where the researcher's output feeds into the writer's input	COMMENT
MEDIUM	…nt/hierarchical_swarm/hierarchical_swarm_basic_demo.py	24	# Create a simple agent	COMMENT
MEDIUM	…archical_swarm/hierarchical_swarm_streaming_example.py	150	# Define the task	COMMENT
MEDIUM	examples/multi_agent/utils/batch_agent_example.py	44	# Create a list of medical cases for each specialist	COMMENT
MEDIUM	…ples/multi_agent/utils/agent_communication_examples.py	117	# Create an agent that can receive messages	COMMENT
MEDIUM	examples/multi_agent/utils/meme_agents/bob_the_agent.py	3	# Define a custom system prompt for Bob the Builder	COMMENT
MEDIUM	…et_examples/crypto_tax_swarm/crypto_tax_spreadsheet.py	5	# Create the swarm	COMMENT
MEDIUM	…t/spreadsheet_examples/financial_analysis/swarm_csv.py	5	# Create the swarm	COMMENT
MEDIUM	…hms_examples/iterative_refinement_algorithm_example.py	56	# Initialize tracking variables	COMMENT
MEDIUM	…t/majority_voting/_doda_majority_voting_example_new.py	119	# Create the majority voting swarm with the three specialized quant agents	STRING
MEDIUM	…/multi_agent/majority_voting/snake_game_code_voting.py	127	# Define the coding task	COMMENT
MEDIUM	…multi_agent/agent_rearrange_examples/rearrange_test.py	64	# Create a list of agents	STRING
MEDIUM	…multi_agent/agent_rearrange_examples/rearrange_test.py	67	# Define the flow pattern for the swarm	STRING
MEDIUM	…nt/debate_examples/business_strategy_debate_example.py	55	# Create the debate system with extended loops for complex strategy discussions	COMMENT
MEDIUM	…nt/debate_examples/business_strategy_debate_example.py	65	# Define a complex business strategy question	COMMENT
MEDIUM	…bate_examples/technical_architecture_debate_example.py	47	# Create the debate system	COMMENT
MEDIUM	…s/multi_agent/debate_examples/policy_debate_example.py	10	# Create the Pro agent (arguing in favor of AI regulation)	COMMENT
MEDIUM	…s/multi_agent/debate_examples/policy_debate_example.py	25	# Create the Con agent (arguing against AI regulation)	COMMENT
MEDIUM	…s/multi_agent/debate_examples/policy_debate_example.py	41	# Create the Judge agent (evaluates and synthesizes)	COMMENT
MEDIUM	…s/multi_agent/debate_examples/policy_debate_example.py	57	# Create the DebateWithJudge system	COMMENT
MEDIUM	…s/multi_agent/debate_examples/policy_debate_example.py	67	# Define the debate topic	COMMENT
MEDIUM	…batched_grid_workflow/batched_grid_workflow_example.py	25	# Create the workflow	COMMENT
MEDIUM	…ulti_agent/simulations/agent_map/v0/demo_simulation.py	10	# Create a natural conversation prompt for the simulation	COMMENT
MEDIUM	…ulti_agent/simulations/agent_map/v0/demo_simulation.py	183	# Create the simulation	COMMENT
MEDIUM	…agent/simulations/agent_map/v0/simple_hospital_demo.py	135	# Define the medical case/task	COMMENT
MEDIUM	…t/simulations/agent_map/v0/test_group_conversations.py	108	# Define a collaborative task	COMMENT
MEDIUM	…s/euroswarm_parliament/euroswarm_parliament_example.py	34	# Create a simple bill	COMMENT
MEDIUM	…gent/agent_grpo_examples/agent_grpo_physics_example.py	6	# Create a physics-specialized agent for complex problems	COMMENT
MEDIUM	…gent/agent_grpo_examples/agent_grpo_physics_example.py	45	# Define a complex physics problem	COMMENT
MEDIUM	…i_agent/agent_grpo_examples/agent_grpo_math_example.py	6	# Create a math-specialized agent for complex problems	COMMENT
MEDIUM	…i_agent/agent_grpo_examples/agent_grpo_math_example.py	42	# Define a complex math problem	COMMENT
MEDIUM	…_agent/concurrent_examples/concurrent_swarm_example.py	25	# Define the task for all agents	COMMENT
MEDIUM	…les/multi_agent/swarm_router/swarm_router_benchmark.py	20	# Create a simple mock agent	COMMENT
MEDIUM	…les/multi_agent/swarm_router/swarm_router_benchmark.py	57	# Create a fresh SwarmRouter instance for each test	COMMENT
MEDIUM	examples/multi_agent/swarm_router/swarm_router_test.py	5	# Create the agents first	COMMENT
108 more matches not shown…

Cross-File Repetition89 hits · 445 pts

Severity	File	Line	Snippet	Context
HIGH	tests/structs/test_moa.py	0	agents whose run() records the context it was handed.	STRING
HIGH	tests/structs/test_majority_voting.py	0	agents whose run() records the context it was handed.	STRING
HIGH	tests/structs/test_sequential_workflow.py	0	agents whose run() records the context it was handed.	STRING
HIGH	tests/structs/test_agent_rearrange.py	0	agents whose run() records the context it was handed.	STRING
HIGH	…ti_agent/caching_examples/quick_start_agent_caching.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	examples/tools/agent_as_tools.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	examples/mcp/agents/multi_mcp_urls.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	examples/models/gpt_oss/multi_agent_gpt_oss_example.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	examples/models/gpt_oss/groq_gpt_oss_models.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	examples/models/azure/azure_agent.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	examples/models/azure/azure_agent_api_verison.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	…guides/deployment/fastapi/fastapi_agent_api_example.py	0	you are an expert quantitative trading agent with deep expertise in: - algorithmic trading strategies and implementation	STRING
HIGH	…ent/sequential_workflow/sequential_workflow_example.py	0	you are a market research specialist. your tasks include: 1. analyzing market trends and patterns 2. identifying market	STRING
HIGH	…t/concurrent_examples/streaming_concurrent_workflow.py	0	you are a market research specialist. your tasks include: 1. analyzing market trends and patterns 2. identifying market	STRING
HIGH	…nt/concurrent_examples/concurrent_example_dashboard.py	0	you are a market research specialist. your tasks include: 1. analyzing market trends and patterns 2. identifying market	STRING
HIGH	…warm_router/market_analysis_swarm_router_concurrent.py	0	you are a market research specialist. your tasks include: 1. analyzing market trends and patterns 2. identifying market	STRING
HIGH	examples/utils/misc/agent_map_test.py	0	you are a market research specialist. your tasks include: 1. analyzing market trends and patterns 2. identifying market	STRING
HIGH	…ent/sequential_workflow/sequential_workflow_example.py	0	you are a financial analysis expert. your responsibilities include: 1. analyzing financial statements 2. evaluating inve	STRING
HIGH	…t/concurrent_examples/streaming_concurrent_workflow.py	0	you are a financial analysis expert. your responsibilities include: 1. analyzing financial statements 2. evaluating inve	STRING
HIGH	…nt/concurrent_examples/concurrent_example_dashboard.py	0	you are a financial analysis expert. your responsibilities include: 1. analyzing financial statements 2. evaluating inve	STRING
HIGH	…warm_router/market_analysis_swarm_router_concurrent.py	0	you are a financial analysis expert. your responsibilities include: 1. analyzing financial statements 2. evaluating inve	STRING
HIGH	examples/utils/misc/agent_map_test.py	0	you are a financial analysis expert. your responsibilities include: 1. analyzing financial statements 2. evaluating inve	STRING
HIGH	…ent/sequential_workflow/sequential_workflow_example.py	0	you are a technical analysis specialist. your focus areas include: 1. analyzing price patterns and trends 2. evaluating	STRING
HIGH	…t/concurrent_examples/streaming_concurrent_workflow.py	0	you are a technical analysis specialist. your focus areas include: 1. analyzing price patterns and trends 2. evaluating	STRING
HIGH	…nt/concurrent_examples/concurrent_example_dashboard.py	0	you are a technical analysis specialist. your focus areas include: 1. analyzing price patterns and trends 2. evaluating	STRING
HIGH	…warm_router/market_analysis_swarm_router_concurrent.py	0	you are a technical analysis specialist. your focus areas include: 1. analyzing price patterns and trends 2. evaluating	STRING
HIGH	examples/utils/misc/agent_map_test.py	0	you are a technical analysis specialist. your focus areas include: 1. analyzing price patterns and trends 2. evaluating	STRING
HIGH	…/multi_agent/moa_examples/mixture_of_agents_example.py	0	you are a risk metrics specialist. calculate and explain: - value at risk (var) - sharpe ratio - volatility - maximum dr	STRING
HIGH	examples/multi_agent/swarm_router/sr_moa_example.py	0	you are a risk metrics specialist. calculate and explain: - value at risk (var) - sharpe ratio - volatility - maximum dr	STRING
HIGH	…ent/capabilities/autonomy/handoffs/handoffs_example.py	0	you are a risk metrics specialist. calculate and explain: - value at risk (var) - sharpe ratio - volatility - maximum dr	STRING
HIGH	…/multi_agent/moa_examples/mixture_of_agents_example.py	0	you are a portfolio risk analyst. focus on: - portfolio diversification analysis - concentration risk assessment - corre	STRING
HIGH	examples/multi_agent/swarm_router/sr_moa_example.py	0	you are a portfolio risk analyst. focus on: - portfolio diversification analysis - concentration risk assessment - corre	STRING
HIGH	…ent/capabilities/autonomy/handoffs/handoffs_example.py	0	you are a portfolio risk analyst. focus on: - portfolio diversification analysis - concentration risk assessment - corre	STRING
HIGH	…/multi_agent/moa_examples/mixture_of_agents_example.py	0	you are a market risk monitor. identify and assess: - market volatility trends - economic risk factors - geopolitical ri	STRING
HIGH	examples/multi_agent/swarm_router/sr_moa_example.py	0	you are a market risk monitor. identify and assess: - market volatility trends - economic risk factors - geopolitical ri	STRING
HIGH	…ent/capabilities/autonomy/handoffs/handoffs_example.py	0	you are a market risk monitor. identify and assess: - market volatility trends - economic risk factors - geopolitical ri	STRING
HIGH	…ples/single_agent/capabilities/tools/agent_with_exa.py	0	exa web search tool this function provides advanced, natural language web search capabilities using the exa.ai api. it i	STRING
HIGH	…ilities/autonomy/autonomous_agents/autonomous_agent.py	0	exa web search tool this function provides advanced, natural language web search capabilities using the exa.ai api. it i	STRING
HIGH	…tonomy/autonomous_agents/marketplace_and_auto_agent.py	0	exa web search tool this function provides advanced, natural language web search capabilities using the exa.ai api. it i	STRING
HIGH	…omy/handoffs/autonomous_agent_with_handoffs_example.py	0	exa web search tool this function provides advanced, natural language web search capabilities using the exa.ai api. it i	STRING
HIGH	…/single_agent/capabilities/tools/new_tools_examples.py	0	get the current price of a specific cryptocurrency. args: coin_id (str): the coingecko id of the cryptocurrency (e.g., '	STRING
HIGH	examples/tools/agent_as_tools.py	0	get the current price of a specific cryptocurrency. args: coin_id (str): the coingecko id of the cryptocurrency (e.g., '	STRING
HIGH	…les/tools/base_tool_examples/conver_funcs_to_schema.py	0	get the current price of a specific cryptocurrency. args: coin_id (str): the coingecko id of the cryptocurrency (e.g., '	STRING
HIGH	examples/tools/multi_tool_use/many_tool_use_demo.py	0	get the current price of a specific cryptocurrency. args: coin_id (str): the coingecko id of the cryptocurrency (e.g., '	STRING
HIGH	examples/tools/multi_tool_use/multi_tool_anthropic.py	0	get the current price of a specific cryptocurrency. args: coin_id (str): the coingecko id of the cryptocurrency (e.g., '	STRING
HIGH	…/single_agent/capabilities/tools/new_tools_examples.py	0	fetch the top cryptocurrencies by market capitalization. args: limit (int, optional): number of coins to retrieve (1-250	STRING
HIGH	…les/tools/base_tool_examples/conver_funcs_to_schema.py	0	fetch the top cryptocurrencies by market capitalization. args: limit (int, optional): number of coins to retrieve (1-250	STRING
HIGH	examples/tools/multi_tool_use/many_tool_use_demo.py	0	fetch the top cryptocurrencies by market capitalization. args: limit (int, optional): number of coins to retrieve (1-250	STRING
HIGH	examples/tools/multi_tool_use/multi_tool_anthropic.py	0	fetch the top cryptocurrencies by market capitalization. args: limit (int, optional): number of coins to retrieve (1-250	STRING
HIGH	…/single_agent/capabilities/tools/new_tools_examples.py	0	search for cryptocurrencies by name or symbol. args: query (str): the search term (coin name or symbol) returns: str: js	STRING
HIGH	…les/tools/base_tool_examples/conver_funcs_to_schema.py	0	search for cryptocurrencies by name or symbol. args: query (str): the search term (coin name or symbol) returns: str: js	STRING
HIGH	examples/tools/multi_tool_use/many_tool_use_demo.py	0	search for cryptocurrencies by name or symbol. args: query (str): the search term (coin name or symbol) returns: str: js	STRING
HIGH	examples/tools/multi_tool_use/multi_tool_anthropic.py	0	search for cryptocurrencies by name or symbol. args: query (str): the search term (coin name or symbol) returns: str: js	STRING
HIGH	examples/models/openai/4o_mini_demo.py	0	- for each diagnosis, pull lab results, - egfr - for each diagnosis, pull lab ranges, - pull ranges for diagnosis - if t	STRING
HIGH	examples/guides/demos/medical/ollama_demo.py	0	- for each diagnosis, pull lab results, - egfr - for each diagnosis, pull lab ranges, - pull ranges for diagnosis - if t	STRING
HIGH	examples/guides/demos/medical/medical_coder_agent.py	0	- for each diagnosis, pull lab results, - egfr - for each diagnosis, pull lab ranges, - pull ranges for diagnosis - if t	STRING
HIGH	examples/models/openai/4o_mini_demo.py	0	you are the chief medical officer coordinating a team of medical specialists for viral disease diagnosis. your responsib	STRING
HIGH	examples/guides/demos/medical/ollama_demo.py	0	you are the chief medical officer coordinating a team of medical specialists for viral disease diagnosis. your responsib	STRING
HIGH	examples/guides/demos/medical/medical_coder_agent.py	0	you are the chief medical officer coordinating a team of medical specialists for viral disease diagnosis. your responsib	STRING
HIGH	examples/models/openai/4o_mini_demo.py	0	you are a specialist in viral diseases. for each case, provide: clinical analysis: - detailed viral symptom analysis - d	STRING
29 more matches not shown…

Empty Error Handlers58 hits · 290 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_prompt_caching.py	134	except Exception:	CODE
HIGH	tests/tools/test_mcp_manager.py	1028	except urllib.error.HTTPError:	CODE
HIGH	tests/agents/test_autonomous_loop.py	931	except Exception:	CODE
HIGH	tests/agents/test_agent_marketplace_handler.py	1007	except schema_errors.AgentInitializationError:	CODE
HIGH	tests/structs/test_agent.py	274	except Exception:	CODE
HIGH	tests/structs/test_agent.py	531	except Exception:	CODE
HIGH	tests/telemetry/test_telemetry.py	1380	except Exception:	CODE
HIGH	…ithms_examples/consensus_building_algorithm_example.py	170	except:	CODE
HIGH	…hms_examples/iterative_refinement_algorithm_example.py	181	except:	CODE
HIGH	…l_algorithms_examples/negotiation_algorithm_example.py	209	except:	CODE
HIGH	…rithms_examples/adaptive_workflow_algorithm_example.py	132	except:	CODE
HIGH	…ti_agent/simulations/agent_map/agent_map_simulation.py	1147	except Exception:	CODE
HIGH	…ti_agent/simulations/agent_map/agent_map_simulation.py	1205	except:	CODE
HIGH	…ti_agent/simulations/agent_map/agent_map_simulation.py	1538	except:	CODE
HIGH	…ulti_agent/simulations/agent_map/v0/demo_simulation.py	253	except:	CODE
HIGH	…nt/graphworkflow_examples/test_enhanced_json_export.py	216	except:	CODE
HIGH	…apabilities/streaming/test_agent_streaming_and_loop.py	797	except RuntimeError:	CODE
HIGH	…utils/autosaving_examples/autosave_recovery_example.py	36	except KeyboardInterrupt:	CODE
HIGH	examples/changelogs/v12_update/byzantine_consensus.py	253	except (ValueError, TypeError):	CODE
HIGH	…ic_data/profession_sim/profession_persona_generator.py	979	except Exception:	CODE
HIGH	…ic_data/profession_sim/profession_persona_generator.py	431	except Exception:	CODE
HIGH	swarms/tools/tool_utils.py	87	except json.JSONDecodeError:	CODE
HIGH	swarms/tools/mcp_manager.py	485	except Exception:	CODE
HIGH	swarms/tools/mcp_manager.py	446	except Exception:	CODE
HIGH	swarms/agents/tree_of_thoughts.py	280	except ValueError:	CODE
HIGH	swarms/agents/autonomous_loop.py	998	except (	CODE
HIGH	swarms/agents/autonomous_loop.py	1115	except (	CODE
HIGH	swarms/utils/loguru_logger.py	69	except OSError:	CODE
HIGH	swarms/utils/loguru_logger.py	75	except OSError:	CODE
HIGH	swarms/utils/litellm_wrapper.py	716	except ValueError:	CODE
HIGH	swarms/utils/image_file_b64.py	75	except ValueError:	CODE
HIGH	swarms/structs/decision_model.py	736	except ValueError:	CODE
HIGH	swarms/structs/auto_agent_builder.py	118	except Exception:	CODE
HIGH	swarms/structs/graph_workflow.py	2122	except Exception:	CODE
HIGH	swarms/structs/groupchat.py	143	except Exception:	CODE
HIGH	swarms/structs/mcp_deployer.py	535	except TypeError:	CODE
HIGH	swarms/structs/planner_worker_swarm.py	686	except (json.JSONDecodeError, TypeError):	CODE
HIGH	swarms/structs/planner_worker_swarm.py	678	except (TypeError, ValueError):	CODE
HIGH	swarms/structs/planner_worker_swarm.py	670	except (	CODE
HIGH	swarms/structs/planner_worker_swarm.py	656	except (	CODE
HIGH	swarms/structs/agent.py	1905	except Exception:	CODE
HIGH	swarms/structs/agent.py	2295	except Exception:	CODE
HIGH	swarms/structs/agent.py	1394	except Exception:	CODE
HIGH	swarms/structs/agent.py	2758	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	817	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	881	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	287	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	306	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	322	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	341	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	362	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	409	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	475	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	638	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	666	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	777	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	724	except Exception:	CODE
HIGH	swarms/telemetry/otel.py	483	except Exception:	CODE

Unused Imports196 hits · 164 pts

Severity	File	Line	Context
LOW	tests/utils/test_litellm_temperature.py	12	CODE
LOW	tests/structs/test_graph_workflow.py	13	CODE
LOW	tests/structs/test_mcp_deployer.py	11	CODE
LOW	…es/multi_agent/alternate_debates/mentorship_session.py	14	CODE
LOW	…les/multi_agent/simulations/map_generation/game_map.py	28	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	14	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	29	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	29	CODE
LOW	…es/rustworkx_examples/test_graph_workflow_rustworkx.py	8	CODE
LOW	…kflow_examples/rustworkx_examples/06_error_handling.py	51	CODE
LOW	examples/guides/demos/legal/legal_swarm.py	307	CODE
LOW	swarms/__init__.py	9	CODE
LOW	swarms/__init__.py	10	CODE
LOW	swarms/__init__.py	11	CODE
LOW	swarms/__init__.py	12	CODE
LOW	swarms/__init__.py	13	CODE
LOW	swarms/__init__.py	14	CODE
LOW	swarms/__init__.py	15	CODE
LOW	swarms/tools/__init__.py	1	CODE
LOW	swarms/tools/__init__.py	2	CODE
LOW	swarms/tools/__init__.py	2	CODE
LOW	swarms/tools/__init__.py	6	CODE
LOW	swarms/tools/__init__.py	6	CODE
LOW	swarms/tools/__init__.py	6	CODE
LOW	swarms/tools/__init__.py	6	CODE
LOW	swarms/tools/__init__.py	6	CODE
LOW	swarms/tools/__init__.py	6	CODE
LOW	swarms/tools/__init__.py	6	CODE
LOW	swarms/tools/__init__.py	15	CODE
LOW	swarms/tools/__init__.py	15	CODE
LOW	swarms/tools/__init__.py	15	CODE
LOW	swarms/tools/__init__.py	20	CODE
LOW	swarms/tools/__init__.py	20	CODE
LOW	swarms/tools/__init__.py	21	CODE
LOW	swarms/tools/__init__.py	21	CODE
LOW	swarms/tools/mcp_manager.py	58	CODE
LOW	swarms/agents/__init__.py	1	CODE
LOW	swarms/agents/__init__.py	2	CODE
LOW	swarms/agents/__init__.py	5	CODE
LOW	swarms/agents/__init__.py	6	CODE
LOW	swarms/agents/__init__.py	7	CODE
LOW	swarms/agents/__init__.py	10	CODE
LOW	swarms/agents/__init__.py	11	CODE
LOW	swarms/agents/__init__.py	12	CODE
LOW	swarms/agents/__init__.py	13	CODE
LOW	swarms/agents/__init__.py	13	CODE
LOW	swarms/agents/__init__.py	17	CODE
LOW	swarms/agents/__init__.py	18	CODE
LOW	swarms/agents/__init__.py	19	CODE
LOW	swarms/agents/__init__.py	20	CODE
LOW	swarms/agents/__init__.py	20	CODE
136 more matches not shown…

Modern AI Meta-Vocabulary64 hits · 162 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	832	\| [Open Responses](https://www.openresponses.org/) \| Open-source specification and ecosystem for multi-provider, int	CODE
MEDIUM	CLAUDE.md	47	│ ├── structs/ # All agent + multi-agent structures (61 files)	CODE
MEDIUM⚡	tests/utils/test_litellm_wrapper.py	304	# Swarm structures — multi-agent workflows with non-OpenAI providers	COMMENT
MEDIUM	tests/structs/test_forest_swarm.py	288	# Test with custom embedding model	COMMENT
MEDIUM⚡	tests/telemetry/test_telemetry.py	2164	# Core multi-agent architectures	COMMENT
MEDIUM⚡	tests/telemetry/test_telemetry.py	2814	# Advanced multi-agent architectures	COMMENT
MEDIUM⚡	…amples/multi_agent/hierarchical_swarm/hs_stock_team.py	14	# Trading Director: Responsible for orchestrating tasks among multiple stock analysts	COMMENT
MEDIUM⚡	…agent/hierarchical_swarm/hierarchical_swarm_example.py	15	# Director LLM: Responsible for orchestrating tasks among the agents	COMMENT
MEDIUM	…agent/graphworkflow_examples/graph_workflow_example.py	6	# Define two real agents with the multi-agent collaboration prompt	COMMENT
MEDIUM	…graphworkflow_examples/graph/graph_workflow_example.py	7	# Define two real agents with the multi-agent collaboration prompt	COMMENT
MEDIUM	…es/single_agent/capabilities/rag/qdrant_rag_example.py	21	# Create QdrantDB wrapper for RAG operations	COMMENT
MEDIUM	…es/single_agent/capabilities/rag/qdrant_rag_example.py	79	# Create agent with RAG capabilities	COMMENT
MEDIUM	…es/single_agent/capabilities/rag/qdrant_rag_example.py	89	# Query with RAG	COMMENT
MEDIUM	…amples/single_agent/capabilities/rag/simple_example.py	119	# Initialize the RAG agent	STRING
MEDIUM	examples/single_agent/capabilities/rag/qdrant_agent.py	144	# # Example embedding (would normally come from an embedding model)	COMMENT
MEDIUM	examples/single_agent/capabilities/rag/README.md	1	# Qdrant RAG Example with Document Ingestion	COMMENT
MEDIUM	examples/single_agent/capabilities/rag/README.md	95	# Run financial analysis with RAG context	COMMENT
MEDIUM	examples/single_agent/capabilities/rag/README.md	140	# Update the embedding model in QdrantRAGMemory	COMMENT
MEDIUM	…ples/single_agent/capabilities/rag/pinecone_example.py	17	# Initialize the embedding model	COMMENT
MEDIUM	examples/single_agent/demos/insurance_agent.py	146	# Initialize the Claims Processing Agent with RAG capabilities	STRING
MEDIUM	examples/tools/social_media/social_media_tools.py	462	# "Announce: Swarms 1.0 is live. New multi-agent orchestration, "	COMMENT
MEDIUM	examples/tools/social_media/social_media_tools.py	462	# "Announce: Swarms 1.0 is live. New multi-agent orchestration, "	COMMENT
MEDIUM	…es/tools/stagehand/tests/test_stagehand_integration.py	317	# Test multi-agent workflows	COMMENT
MEDIUM⚡	…les/changelogs/880_update_changelog_examples/README.md	33	- [Multi-Agent Structures](#multi-agent-structures)	CODE
MEDIUM⚡	…les/changelogs/880_update_changelog_examples/README.md	34	- [Workflow Orchestration](#workflow-orchestration)	CODE
MEDIUM⚡	…les/changelogs/880_update_changelog_examples/README.md	38	- [Routing & Orchestration](#routing--orchestration)	CODE
MEDIUM	examples/changelogs/v11_update/v11.md	55	### PlannerGeneratorEvaluator multi-agent harness (`78d91a06`, Mar 25)	COMMENT
MEDIUM	examples/changelogs/v11_update/v11.md	63	### PlannerWorkerSwarm — parallel multi-agent task execution (`fb5bd0d6`, Mar 17)	COMMENT
MEDIUM	examples/guides/mem0/mem0_and_swarms.py	482	# Get RAG context from Mem0	COMMENT
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	21	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	25	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	29	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	29	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	33	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	33	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	37	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	37	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	41	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	41	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	45	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	45	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	49	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…_data/profession_sim/profession_personas.progress.json	49	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	20	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	24	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	28	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	28	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	32	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	32	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	36	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	36	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	40	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	40	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	44	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…rofession_sim/profession_personas.progress.backup.json	44	"persona_prompt": "You are Dr. Cassandra “Cass” Ellington, a world-class Chief Executive Officer (CEO) renowne	CODE
MEDIUM⚡	…im/profession_personas_new_10.progress.backup_new.json	33	"persona_prompt": "You are Alexandra Grant, a world-class Marketing Manager with a stellar reputation for stra	CODE
MEDIUM⚡	…im/profession_personas_new_10.progress.backup_new.json	61	"persona_prompt": "You are Avery Chen, a world-class Computer and Information Systems Manager with a proven tr	CODE
MEDIUM⚡	…sion_sim/profession_personas_new_10.progress_neee.json	34	"persona_prompt": "You are Alexandra Grant, a world-class Marketing Manager with a stellar reputation for stra	CODE
MEDIUM⚡	…sion_sim/profession_personas_new_10.progress_neee.json	62	"persona_prompt": "You are Avery Chen, a world-class Computer and Information Systems Manager with a proven tr	CODE
MEDIUM⚡	examples/guides/demos/science/open_scientist.py	435	# Demonstrates an example of how the Supervisor Agent might orchestrate	COMMENT
4 more matches not shown…

Deep Nesting163 hits · 130 pts

Severity	File	Line	Context
LOW	tests/test_main_features.py	36	CODE
LOW	tests/structs/test_agent_loader.py	230	CODE
LOW	tests/structs/test_agent_loader.py	276	CODE
LOW	tests/structs/test_agent_loader.py	402	CODE
LOW	tests/structs/test_multi_agent_debate.py	148	CODE
LOW	tests/structs/test_one_on_one_debate.py	111	CODE
LOW	tests/structs/test_one_on_one_debate.py	200	CODE
LOW	tests/structs/test_one_on_one_debate.py	394	CODE
LOW	tests/structs/test_one_on_one_debate.py	458	CODE
LOW	tests/structs/test_one_on_one_debate.py	560	CODE
LOW	tests/structs/test_component_ids.py	219	CODE
LOW	…ples/multi_agent/alternate_debates/trial_simulation.py	55	CODE
LOW	…multi_agent/council/judges/council_judge_evaluation.py	264	CODE
LOW	…multi_agent/council/judges/council_judge_evaluation.py	285	CODE
LOW	…archical_swarm/hierarchical_swarm_streaming_example.py	21	CODE
LOW	…ierarchical_swarm/hierarchical_swarm_streaming_demo.py	7	CODE
LOW	…ierarchical_swarm/hierarchical_swarm_streaming_demo.py	14	CODE
LOW	…ithms_examples/consensus_building_algorithm_example.py	49	CODE
LOW	…ithms_examples/swarm_intelligence_algorithm_example.py	50	CODE
LOW	…hms_examples/multi_stage_pipeline_algorithm_example.py	63	CODE
LOW	…hms_examples/iterative_refinement_algorithm_example.py	42	CODE
LOW	…l_algorithms_examples/negotiation_algorithm_example.py	42	CODE
LOW	…rithms_examples/adaptive_workflow_algorithm_example.py	50	CODE
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	226	CODE
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	603	CODE
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	673	CODE
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	823	CODE
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	944	CODE
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	1218	CODE
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	1443	CODE
LOW	…ulti_agent/simulations/agent_map/v0/demo_simulation.py	177	CODE
LOW	…t/simulations/agent_map/v0/test_group_conversations.py	56	CODE
LOW	…les/multi_agent/simulations/map_generation/game_map.py	366	CODE
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	485	CODE
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	578	CODE
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	706	CODE
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	770	CODE
LOW	…ti_agent/forest_swarm_examples/forest_swarm_example.py	137	CODE
LOW	…gle_agent/capabilities/tools/multi_tool_usage_agent.py	142	CODE
LOW	…gle_agent/capabilities/tools/multi_tool_usage_agent.py	272	CODE
LOW	…le_agent/capabilities/tools/solana_tool/solana_tool.py	96	CODE
LOW	…ent/capabilities/tools/solana_tool/solana_tool_test.py	84	CODE
LOW	…ent/capabilities/tools/solana_tool/solana_tool_test.py	152	CODE
LOW	examples/tools/claude/claude_as_a_tool.py	84	CODE
LOW	…se_tool_examples/test_base_tool_comprehensive_fixed.py	309	CODE
LOW	examples/tools/stagehand/1_stagehand_wrapper_agent.py	135	CODE
LOW	examples/utils/misc/dict_to_table.py	6	CODE
LOW	examples/changelogs/v12_update/byzantine_consensus.py	165	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	330	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	462	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	338	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	475	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	840	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	1616	CODE
LOW	examples/guides/graphworkflow_guide/setup_and_test.py	373	CODE
LOW	…402_examples/agent_integration/x402_discovery_query.py	7	CODE
LOW	…402_examples/agent_integration/x402_discovery_query.py	87	CODE
LOW	…s/deployment/cron_job_examples/solana_price_tracker.py	123	CODE
LOW	…es/deployment/cron_job_examples/figma_stock_example.py	13	CODE
LOW	examples/guides/mem0/mem0_and_swarms.py	182	CODE
103 more matches not shown…

Structural Annotation Overuse69 hits · 115 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/agents/test_autoswarm_writer.py	717	# Step 1: Parse the YAML from LLM markdown (same as generate_swarm_config)	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	723	# Step 2: Write the file	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	734	# Step 3: Read and validate syntax	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	739	# Step 4: Execute the generated code with real swarms classes	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	742	# Step 5: Verify real Agent objects	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	760	# Step 6: Verify real SwarmRouter	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	770	# Step 7: Verify agent wiring — router has both agents in correct order	COMMENT
LOW⚡	tests/structs/test_llm_council.py	157	# Step 1: Verify User query was added	COMMENT
LOW⚡	tests/structs/test_llm_council.py	165	# Step 2: Verify all council members responded	COMMENT
LOW⚡	tests/structs/test_llm_council.py	175	# Step 3: Verify evaluations were performed	COMMENT
LOW⚡	tests/structs/test_llm_council.py	185	# Step 4: Verify Chairman synthesis occurred	COMMENT
LOW⚡	…ples/multi_agent/utils/agent_communication_examples.py	192	# Step 1: Extract data	STRING
LOW⚡	…ples/multi_agent/utils/agent_communication_examples.py	199	# Step 2: Validate data	STRING
LOW⚡	…ples/multi_agent/utils/agent_communication_examples.py	207	# Step 3: Format data	STRING
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	836	# Step 2: Score agents	COMMENT
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	839	# Step 3: Select top-k	COMMENT
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	857	# Step 4: Execute	COMMENT
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	862	# Step 5: Learn	COMMENT
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	810	# Step 1: Infer required skills	COMMENT
LOW⚡	…agent/capabilities/skills/agent_with_dynamic_skills.py	15	# Step 1: Create skills directory structure (using existing skills)	COMMENT
LOW⚡	…agent/capabilities/skills/agent_with_dynamic_skills.py	18	# Step 2: Create agent with dynamic skills loading enabled	COMMENT
LOW⚡	…e_agent/capabilities/skills/agent_with_custom_skill.py	15	# Step 1: Create skills directory structure	COMMENT
LOW⚡	…e_agent/capabilities/skills/agent_with_custom_skill.py	18	# Step 2: Create a SKILL.md file	COMMENT
LOW	…e_agent/capabilities/skills/agent_with_custom_skill.py	55	# Step 3: Create agent with your custom skill	STRING
LOW⚡	examples/single_agent/reasoning/reasoning_duo.py	138	# Step 1: Thinking Agent	COMMENT
LOW⚡	examples/single_agent/reasoning/reasoning_duo.py	141	# Step 2: Action Agent	COMMENT
LOW⚡	examples/guides/geo_guesser_agent/README.md	7	### Step 1: Install Dependencies	COMMENT
LOW⚡	examples/guides/geo_guesser_agent/README.md	13	### Step 2: Prepare Your Image	COMMENT
LOW⚡	examples/guides/geo_guesser_agent/README.md	19	### Step 3: Run the Agent	COMMENT
LOW	…/graphworkflow_guide/graph_workflow_technical_guide.md	69	### Step 1: Environment Setup	COMMENT
LOW	…/graphworkflow_guide/graph_workflow_technical_guide.md	86	### Step 2: Basic Configuration	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	461	# Step 1: Basic setup	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	464	# Step 2: Run workflow	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	467	# Step 3: Parallel processing	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	470	# Step 4: Advanced patterns	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	473	# Step 5: Additional features	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	112	# Step 1: Create crypto-specific agents	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	115	# Step 2: Create ConcurrentWorkflow	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	122	# Step 3: Create CronJob with the workflow	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	129	# Step 4: Define the analysis task	COMMENT
LOW	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	148	# Step 5: Start the cron job	STRING
LOW⚡	examples/guides/demos/science/open_scientist.py	447	# # Step 1: The Supervisor Agent instructs the Generation Agent to propose ideas.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	454	# # Step 2: The Supervisor Agent sends the generated ideas to the Review Agent.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	462	# # Step 3: The Supervisor Agent calls the Ranking Agent to rank the reviewed ideas.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	471	# # Step 4: The Supervisor Agent picks the top idea(s) and calls the Evolution Agent.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	480	# # Step 5: The Supervisor Agent requests a proximity evaluation to gauge readiness.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	490	# # Step 6: The Supervisor Agent calls the Meta-Review Agent for an overall summary.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	502	# # Step 7: The Supervisor Agent or system can present the consolidated results.	COMMENT
LOW⚡	examples/guides/demos/real_estate/morgtate_swarm.py	430	# Step 1: Document Analysis	STRING
LOW⚡	examples/guides/demos/real_estate/morgtate_swarm.py	433	# Step 2: Risk Evaluation	STRING
LOW⚡	examples/guides/demos/real_estate/morgtate_swarm.py	436	# Step 3: Underwriting Decision	STRING
LOW⚡	swarms/cli/main.py	155	# Step 2: Write the Python file (always)	COMMENT
LOW⚡	swarms/cli/main.py	164	# Step 3: Optionally run the swarm	COMMENT
LOW	swarms/cli/main.py	133	# Step 1: Generate the config dict via LLM	COMMENT
LOW	swarms/structs/debate_with_judge.py	297	# Step 1: Pro agent presents argument	COMMENT
LOW	swarms/structs/debate_with_judge.py	312	# Step 2: Con agent presents counter-argument	COMMENT
LOW	swarms/structs/debate_with_judge.py	327	# Step 3: Judge evaluates both arguments and provides synthesis	COMMENT
LOW⚡	…cts/hierarchical_structured_communication_framework.py	1546	# Step 2: Evaluate content hierarchically	STRING
LOW⚡	…cts/hierarchical_structured_communication_framework.py	1551	# Step 3: Refine content based on evaluation	STRING
LOW	…cts/hierarchical_structured_communication_framework.py	1534	# Step 1: Generate initial content	STRING
9 more matches not shown…

Redundant / Tautological Comments94 hits · 112 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_main_features.py	182	# Check if test images exist, if not skip the test	COMMENT
LOW	tests/structs/test_forest_swarm.py	624	# Display results	COMMENT
LOW	tests/structs/test_self_moa_seq.py	454	# Set max_loops to 1 to trigger the warning	COMMENT
LOW	…es/multi_agent/council/judges/council_judge_example.py	41	# Display the result	STRING
LOW	…multi_agent/council/judges/council_judge_evaluation.py	191	# Check if the evaluation contains the correct answer	COMMENT
LOW	…ithms_examples/consensus_building_algorithm_example.py	185	# Check if consensus is reached	STRING
LOW	…l_algorithms_examples/negotiation_algorithm_example.py	214	# Check if agreement is reached	STRING
LOW	…rithms_examples/adaptive_workflow_algorithm_example.py	420	# Check if we should continue or conclude	STRING
LOW	…bate_examples/technical_architecture_debate_example.py	68	# Display results	COMMENT
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	147	# Check if conversation is active and not at max capacity	COMMENT
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	295	# Check if new agents joined during conversation	COMMENT
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	616	# Check if agent is close to any active conversation	COMMENT
LOW	…ti_agent/simulations/agent_map/agent_map_simulation.py	882	# Set backend to ensure compatibility	COMMENT
LOW	…ulti_agent/simulations/agent_map/v0/demo_simulation.py	256	# Check if we have enough conversations to make it interesting	COMMENT
LOW	…agent/simulations/agent_map/v0/simple_hospital_demo.py	175	# Display results	STRING
LOW	…nt/skill_orchestra_examples/skill_orchestra_example.py	58	learning_enabled=False, # Set True to update skill profiles after execution	CODE
LOW	…ti_agent/forest_swarm_examples/forest_swarm_example.py	198	# Check if the selection matches expectation	COMMENT
LOW	…/graphworkflow_examples/test_graphviz_visualization.py	420	# Check if Graphviz is available	COMMENT
LOW	examples/single_agent/capabilities/tools/agent_mcp.py	22	# Print the output from the agent's run method.	COMMENT
LOW	…nt/utils/autosaving_examples/autosave_basic_example.py	33	# Check if config.json was created	COMMENT
LOW	…utils/autosaving_examples/autosave_recovery_example.py	40	# Check if config.json exists and load it	COMMENT
LOW	examples/single_agent/reasoning/gpk_agent.py	18	# Print results	COMMENT
LOW	examples/tools/agent_as_tools.py	131	# Check if file exists and get its stats	STRING
LOW⚡	…se_tool_examples/test_base_tool_comprehensive_fixed.py	121	# Check if result is valid	COMMENT
LOW	…se_tool_examples/test_base_tool_comprehensive_fixed.py	249	# Check if it's a results object	COMMENT
LOW⚡	examples/utils/litellm_network_error_handling.py	65	# Check if internet is available	COMMENT
LOW	examples/utils/misc/conversation_test_truncate.py	84	# Verify if successfully truncated below the limit	COMMENT
LOW	examples/utils/misc/conversation_test_truncate.py	115	# Check if truncated at period	COMMENT
LOW	…les/utils/communication_examples/redis_conversation.py	48	# Print messages from second session	COMMENT
LOW	examples/mcp/agents/finance_agent_mcp.py	20	# Print the output from the agent's run method.	COMMENT
LOW	…es/guides/generation_length_blog/longform_generator.py	114	# Check if continuation is needed	COMMENT
LOW	examples/guides/fairy_swarm/fairy_swarm.py	942	# Check if all dependencies are completed	COMMENT
LOW	examples/guides/fairy_swarm/fairy_swarm.py	1575	# Check if context refresh is requested	STRING
LOW	…mples/guides/graphworkflow_guide/comprehensive_demo.py	101	# Display results	COMMENT
LOW	…mples/guides/graphworkflow_guide/comprehensive_demo.py	274	# Display results	COMMENT
LOW	…amples/guides/graphworkflow_guide/quick_start_guide.py	110	# Display results	COMMENT
LOW	…amples/guides/graphworkflow_guide/quick_start_guide.py	219	# Display results	COMMENT
LOW	…402_examples/agent_integration/x402_discovery_query.py	62	# Check if any payment option in 'accepts' has maxAmountRequired <= max_price	COMMENT
LOW	examples/guides/demos/crypto/ethchain_agent.py	175	# Check if it's a contract	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	157	# Check if database exists	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	170	# Check if table already exists	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	269	# Check if database exists	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	284	# Check if table exists	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	387	# Check if database exists	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	487	# Check if database exists	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	505	# Check if table exists	COMMENT
LOW	examples/guides/demos/insurance/insurance_swarm.py	244	# Check if input is a product code	COMMENT
LOW	scripts/tests/test_rename_recursive.py	52	# Check if target filename already exists	COMMENT
LOW	swarms/tools/function_util.py	18	# Check if item is a function or a class	COMMENT
LOW⚡	swarms/tools/base_tool.py	2621	# Check if response itself is a function call	COMMENT
LOW	swarms/tools/base_tool.py	940	# Check if the output matches the expected schema	COMMENT
LOW	swarms/tools/base_tool.py	946	# Check if the function name matches any name in the function map	COMMENT
LOW	swarms/tools/base_tool.py	1417	# Check if func_name is provided in the dict or as parameter	COMMENT
LOW	swarms/tools/base_tool.py	2399	# Check if the response itself is a single function call object	COMMENT
LOW	swarms/tools/tool_utils.py	75	# Check if the output matches the schema	COMMENT
LOW	swarms/tools/tool_utils.py	82	# Check if the function name matches any name in the function map	COMMENT
LOW	swarms/agents/llm_manager.py	847	# Check if streaming_callback is provided (for ConcurrentWorkflow dashboard integration)	COMMENT
LOW	swarms/agents/llm_manager.py	996	# Check if fallback models are available	COMMENT
LOW	swarms/agents/flexion_agent.py	65	# Check if similar entry exists to avoid duplication	COMMENT
LOW	swarms/agents/autonomous_loop.py	513	# Check if response contains create_plan or handoff_task tool call	COMMENT
34 more matches not shown…

Verbosity Indicators64 hits · 106 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/agents/test_autoswarm_writer.py	717	# Step 1: Parse the YAML from LLM markdown (same as generate_swarm_config)	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	723	# Step 2: Write the file	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	734	# Step 3: Read and validate syntax	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	739	# Step 4: Execute the generated code with real swarms classes	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	742	# Step 5: Verify real Agent objects	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	760	# Step 6: Verify real SwarmRouter	COMMENT
LOW⚡	tests/agents/test_autoswarm_writer.py	770	# Step 7: Verify agent wiring — router has both agents in correct order	COMMENT
LOW⚡	tests/structs/test_llm_council.py	157	# Step 1: Verify User query was added	COMMENT
LOW⚡	tests/structs/test_llm_council.py	165	# Step 2: Verify all council members responded	COMMENT
LOW⚡	tests/structs/test_llm_council.py	175	# Step 3: Verify evaluations were performed	COMMENT
LOW⚡	tests/structs/test_llm_council.py	185	# Step 4: Verify Chairman synthesis occurred	COMMENT
LOW⚡	…ples/multi_agent/utils/agent_communication_examples.py	192	# Step 1: Extract data	STRING
LOW⚡	…ples/multi_agent/utils/agent_communication_examples.py	199	# Step 2: Validate data	STRING
LOW⚡	…ples/multi_agent/utils/agent_communication_examples.py	207	# Step 3: Format data	STRING
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	836	# Step 2: Score agents	COMMENT
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	839	# Step 3: Select top-k	COMMENT
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	857	# Step 4: Execute	COMMENT
LOW⚡	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	862	# Step 5: Learn	COMMENT
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	810	# Step 1: Infer required skills	COMMENT
LOW⚡	…agent/capabilities/skills/agent_with_dynamic_skills.py	15	# Step 1: Create skills directory structure (using existing skills)	COMMENT
LOW⚡	…agent/capabilities/skills/agent_with_dynamic_skills.py	18	# Step 2: Create agent with dynamic skills loading enabled	COMMENT
LOW⚡	…e_agent/capabilities/skills/agent_with_custom_skill.py	15	# Step 1: Create skills directory structure	COMMENT
LOW⚡	…e_agent/capabilities/skills/agent_with_custom_skill.py	18	# Step 2: Create a SKILL.md file	COMMENT
LOW	…e_agent/capabilities/skills/agent_with_custom_skill.py	55	# Step 3: Create agent with your custom skill	STRING
LOW⚡	examples/single_agent/reasoning/reasoning_duo.py	138	# Step 1: Thinking Agent	COMMENT
LOW⚡	examples/single_agent/reasoning/reasoning_duo.py	141	# Step 2: Action Agent	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	461	# Step 1: Basic setup	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	464	# Step 2: Run workflow	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	467	# Step 3: Parallel processing	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	470	# Step 4: Advanced patterns	COMMENT
LOW⚡	…amples/guides/graphworkflow_guide/quick_start_guide.py	473	# Step 5: Additional features	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	112	# Step 1: Create crypto-specific agents	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	115	# Step 2: Create ConcurrentWorkflow	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	122	# Step 3: Create CronJob with the workflow	COMMENT
LOW⚡	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	129	# Step 4: Define the analysis task	COMMENT
LOW	…ent/cron_job_examples/simple_concurrent_crypto_cron.py	148	# Step 5: Start the cron job	STRING
LOW⚡	examples/guides/demos/science/open_scientist.py	447	# # Step 1: The Supervisor Agent instructs the Generation Agent to propose ideas.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	454	# # Step 2: The Supervisor Agent sends the generated ideas to the Review Agent.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	462	# # Step 3: The Supervisor Agent calls the Ranking Agent to rank the reviewed ideas.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	471	# # Step 4: The Supervisor Agent picks the top idea(s) and calls the Evolution Agent.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	480	# # Step 5: The Supervisor Agent requests a proximity evaluation to gauge readiness.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	490	# # Step 6: The Supervisor Agent calls the Meta-Review Agent for an overall summary.	COMMENT
LOW⚡	examples/guides/demos/science/open_scientist.py	502	# # Step 7: The Supervisor Agent or system can present the consolidated results.	COMMENT
LOW⚡	examples/guides/demos/real_estate/morgtate_swarm.py	430	# Step 1: Document Analysis	STRING
LOW⚡	examples/guides/demos/real_estate/morgtate_swarm.py	433	# Step 2: Risk Evaluation	STRING
LOW⚡	examples/guides/demos/real_estate/morgtate_swarm.py	436	# Step 3: Underwriting Decision	STRING
LOW⚡	swarms/cli/main.py	155	# Step 2: Write the Python file (always)	COMMENT
LOW⚡	swarms/cli/main.py	164	# Step 3: Optionally run the swarm	COMMENT
LOW	swarms/cli/main.py	133	# Step 1: Generate the config dict via LLM	COMMENT
LOW	swarms/structs/debate_with_judge.py	297	# Step 1: Pro agent presents argument	COMMENT
LOW	swarms/structs/debate_with_judge.py	312	# Step 2: Con agent presents counter-argument	COMMENT
LOW	swarms/structs/debate_with_judge.py	327	# Step 3: Judge evaluates both arguments and provides synthesis	COMMENT
LOW⚡	…cts/hierarchical_structured_communication_framework.py	1546	# Step 2: Evaluate content hierarchically	STRING
LOW⚡	…cts/hierarchical_structured_communication_framework.py	1551	# Step 3: Refine content based on evaluation	STRING
LOW	…cts/hierarchical_structured_communication_framework.py	1534	# Step 1: Generate initial content	STRING
LOW	swarms/structs/llm_council.py	195	# Step 1: Get responses from all council members in parallel	COMMENT
LOW	swarms/structs/llm_council.py	270	# Step 4: Chairman synthesizes everything	COMMENT
LOW	swarms/prompts/agent_acknowledgement_prompt.py	18	## Step 1: Never send a content-blind response	COMMENT
LOW	swarms/prompts/agent_acknowledgement_prompt.py	39	## Step 2: Pick the response class	COMMENT
LOW	swarms/prompts/agent_acknowledgement_prompt.py	55	## Step 3: Compose the response	COMMENT
4 more matches not shown…

Over-Commented Block66 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	tests/telemetry/test_telemetry.py	3321	assert any(e.name == "exception" for e in span.events)	COMMENT
LOW	tests/telemetry/test_telemetry.py	3421	assert research_agent.agent_name not in names	COMMENT
LOW	…o_agent_builder_examples/auto_agent_builder_example.py	41	#	COMMENT
LOW	…_examples/streaming_callback/parallel_search_agents.py	41	# Debug: print when chunk is empty but not final	COMMENT
LOW	…warm_router/market_analysis_swarm_router_concurrent.py	41	max_loops=1,	COMMENT
LOW	…gent/graphworkflow_examples/advanced_graph_workflow.py	201	# """	COMMENT
LOW	…gent/graphworkflow_examples/advanced_graph_workflow.py	221	# max_loops=1,	COMMENT
LOW	…gent/graphworkflow_examples/advanced_graph_workflow.py	241		COMMENT
LOW	…gent/graphworkflow_examples/advanced_graph_workflow.py	261	# description="A parallel research workflow with multiple independent entry points converging to synthesis",	COMMENT
LOW	…gent/graphworkflow_examples/advanced_graph_workflow.py	281		COMMENT
LOW	…gent/graphworkflow_examples/advanced_graph_workflow.py	301	# Demonstrates both complex workflow examples with different tasks.	COMMENT
LOW	…gent/graphworkflow_examples/advanced_graph_workflow.py	321	# print(f"\n🤖 {agent_name}:")	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	241	# def create_parallel_research_workflow():	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	261	# verbose=False,	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	281	# agent_name="Analyst2",	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	301	# (["WebResearcher", "AcademicResearcher", "MarketResearcher"], ["Analyst1", "Analyst2"]),	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	321		COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	341	# output_path="financial_workflow_web",	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	361		COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	381	# research_workflow.visualize()	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	401	# if edge.source not in fin_fan_out:	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	421	# print("\n\n💾 WORKFLOW EXPORT EXAMPLE")	COMMENT
LOW	…hworkflow_examples/test_parallel_processing_example.py	441	# print(f"⚠️ Export failed: {e}")	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	101	# """	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	121		COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	141	# # System Prompt: Creative Media Generation Agent	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	161	# - Style reference: Knowledge of artistic movements, famous photographers, illustrators, digital artists	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	181	# - Reference frameworks: Musical eras, iconic artists/composers, production styles	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	201	# - Include all necessary parameters and specifications	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	221	# #### Image Prompts (for models like Flux-Schnell)	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	241	# ## Continuous Improvement	COMMENT
LOW	…es/single_agent/capabilities/tools/omni_modal_agent.py	261	# class CreateAgent:	COMMENT
LOW	…es/single_agent/capabilities/rag/qdrant_rag_example.py	41		COMMENT
LOW	…es/single_agent/capabilities/rag/qdrant_rag_example.py	61	# doc_ids = rag_db.batch_add(documents_with_metadata, metadata=metadata, batch_size=3)	COMMENT
LOW	examples/single_agent/capabilities/rag/qdrant_agent.py	141	# # Initialize memory	COMMENT
LOW	…nt/utils/transform_prompts/transforms_agent_example.py	21	preserve_recent_messages=2,	COMMENT
LOW	…nt/utils/transform_prompts/transforms_agent_example.py	41	)	COMMENT
LOW	examples/tools/social_media/social_media_tools.py	441	# "Distributes marketing content to all configured social "	COMMENT
LOW	examples/tools/social_media/social_media_tools.py	461	# out = agent.run(	COMMENT
LOW	examples/tools/claude/claude_as_a_tool.py	201	# )	COMMENT
LOW	examples/utils/misc/conversation_simple.py	1	from swarms.structs.conversation import Conversation	COMMENT
LOW	examples/utils/agent_loader/agent_loader_demo.py	1	from swarms.utils import load_agent_from_markdown	COMMENT
LOW	examples/utils/agent_loader/agent_loader_demo.py	21	# - Retirement planning	COMMENT
LOW	examples/mcp/agents/deepwiki_minimal.py	21	# Authenticated MCP servers	COMMENT
LOW	examples/mcp/agents/deepwiki_minimal.py	41	# mcp_config=MCPConnection(	COMMENT
LOW	examples/mcp/agents/deepwiki_minimal.py	61	# Headless OAuth (no browser), for servers issuing machine tokens:	COMMENT
LOW	examples/changelogs/v11_update/v11_changelog.md	641	```	COMMENT
LOW	…uides/deployment/cron_job_examples/cron_job_example.py	181	# system_prompt=f"""You are an expert quantitative trading agent with deep expertise in:	COMMENT
LOW	…uides/deployment/cron_job_examples/cron_job_example.py	201	# 6. Monitoring market microstructure	COMMENT
LOW	…uides/deployment/cron_job_examples/cron_job_example.py	221	# - Market impact minimization	COMMENT
LOW	…uides/deployment/cron_job_examples/cron_job_example.py	241	# logger.info("Starting quantitative analysis cron job for Figma (FIG)")	COMMENT
LOW	…ic_data/profession_sim/profession_persona_generator.py	1161	# generator.process_all_professions(max_rows=10, concurrent=True)	COMMENT
LOW	examples/guides/demos/science/open_scientist.py	441	# "Design a novel approach to training a neural architecture that can "	COMMENT
LOW	examples/guides/demos/science/open_scientist.py	461	# # -------------------------------------------------------------------------	COMMENT
LOW	examples/guides/demos/science/open_scientist.py	481	# # -------------------------------------------------------------------------	COMMENT
LOW	examples/guides/demos/science/open_scientist.py	501	# # -------------------------------------------------------------------------	COMMENT
LOW	examples/guides/demos/spike/memory.py	101		COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	961	# - projects (id, name, description, start_date, end_date, budget)	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	981	# # Example 3: Database analysis and optimization	COMMENT
LOW	examples/guides/demos/apps/smart_database_swarm.py	1001	# Coordinate all specialists to provide a complete database analysis."""	COMMENT
6 more matches not shown…

AI Structural Patterns58 hits · 54 pts

Severity	File	Line	Context
LOW	…es/multi_agent/council/judges/council_judge_example.py	34	CODE
LOW	…/multi_agent/majority_voting/snake_game_code_voting.py	161	CODE
LOW	…batched_grid_workflow/batched_grid_advanced_example.py	52	CODE
LOW	…batched_grid_workflow/batched_grid_advanced_example.py	90	CODE
LOW	…batched_grid_workflow/batched_grid_advanced_example.py	128	CODE
LOW	…batched_grid_workflow/batched_grid_advanced_example.py	166	CODE
LOW	…batched_grid_workflow/batched_grid_advanced_example.py	204	CODE
LOW	…batched_grid_workflow/batched_grid_advanced_example.py	246	CODE
LOW	…batched_grid_workflow/batched_grid_workflow_example.py	41	CODE
LOW	…batched_grid_workflow/batched_grid_workflow_example.py	80	CODE
LOW	…batched_grid_workflow/batched_grid_workflow_example.py	118	CODE
LOW	…batched_grid_workflow/batched_grid_workflow_example.py	160	CODE
LOW	…batched_grid_workflow/batched_grid_workflow_example.py	198	CODE
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	259	CODE
LOW	…e_agent/capabilities/tools/swarms_of_browser_agents.py	22	CODE
LOW	examples/tools/agent_as_tools.py	273	CODE
LOW	examples/tools/claude/claude_as_a_tool.py	45	CODE
LOW	examples/models/vllm/vllm_wrapper.py	27	CODE
LOW	examples/changelogs/v12_update/byzantine_consensus.py	145	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	1208	CODE
LOW	examples/guides/agentsh_implementation/agentsh.py	1193	CODE
LOW	swarms/tools/mcp_manager.py	599	CODE
LOW	swarms/agents/agent_judge.py	193	CODE
LOW	swarms/agents/tree_of_thoughts.py	519	CODE
LOW	swarms/agents/consistency_agent.py	157	CODE
LOW	swarms/agents/reasoning_agent_router.py	77	CODE
LOW	swarms/agents/reasoning_duo.py	34	CODE
LOW	swarms/agents/agent_marketplace_handler.py	259	CODE
LOW	swarms/utils/litellm_wrapper.py	229	CODE
LOW	swarms/structs/decision_model.py	307	CODE
LOW	swarms/structs/multi_agent_router.py	126	CODE
LOW	swarms/structs/debate_with_judge.py	81	CODE
LOW	swarms/structs/heavy_swarm.py	101	CODE
LOW	swarms/structs/advisor_swarm.py	85	CODE
LOW	swarms/structs/swarm_rearrange.py	43	CODE
LOW	swarms/structs/auto_agent_builder.py	215	CODE
LOW	swarms/structs/majority_voting.py	118	CODE
LOW	swarms/structs/agent_rearrange.py	121	CODE
LOW	swarms/structs/conversation.py	73	CODE
LOW	swarms/structs/graph_workflow.py	765	CODE
LOW	swarms/structs/groupchat.py	194	CODE
LOW	swarms/structs/planner_generator_evaluator.py	208	CODE
LOW	…cts/hierarchical_structured_communication_framework.py	991	CODE
LOW	swarms/structs/social_algorithms.py	91	CODE
LOW	swarms/structs/mixture_of_agents.py	72	CODE
LOW	swarms/structs/mcp_deployer.py	257	CODE
LOW	swarms/structs/sequential_workflow.py	80	CODE
LOW	swarms/structs/planner_worker_swarm.py	546	CODE
LOW	swarms/structs/auction_swarm.py	220	CODE
LOW	swarms/structs/agent.py	295	CODE
LOW	swarms/structs/hiearchical_swarm.py	62	CODE
LOW	swarms/structs/swarm_router.py	372	CODE
LOW	swarms/structs/swarm_router.py	1151	CODE
LOW	swarms/structs/concurrent_workflow.py	90	CODE
LOW	swarms/structs/council_as_judge.py	230	CODE
LOW	swarms/structs/self_moa_seq.py	23	CODE
LOW	swarms/structs/auto_swarm_builder.py	282	CODE
LOW	swarms/structs/spreadsheet_swarm.py	52	CODE

Example Usage Blocks36 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	examples/multi_agent/mar/multi_agent_router_example.py	4	# Example usage:	COMMENT
LOW	examples/multi_agent/asb/auto_agent.py	227	# Example usage	STRING
LOW	examples/multi_agent/asb/auto_swarm_router.py	100	# Example usage	COMMENT
LOW	…multi_agent/council/judges/council_judge_evaluation.py	341	# Example usage	COMMENT
LOW	…i_agent/sequential_workflow/sequential_worflow_test.py	94	# Example usage	COMMENT
LOW	…multi_agent/sequential_workflow/sequential_workflow.py	123	# Example usage	COMMENT
LOW	…l_swarm/hiearchical_examples/hiearchical_swarm_test.py	262	# Example usage	COMMENT
LOW	…arm/hiearchical_examples/hierarchical_swarm_example.py	151	# Example usage	COMMENT
LOW	…les/multi_agent/simulations/map_generation/game_map.py	635	# Example usage	COMMENT
LOW	…ti_agent/forest_swarm_examples/medical_forest_swarm.py	148	# Example usage	COMMENT
LOW	…lti_agent/forest_swarm_examples/fund_manager_forest.py	145	# Example usage	COMMENT
LOW	…le_agent/capabilities/tools/together_deepseek_agent.py	91	# Example usage	STRING
LOW	…le_agent/capabilities/tools/solana_tool/solana_tool.py	287	# Example usage	COMMENT
LOW	…s/structured_outputs/example_meaning_of_life_agents.py	144	# Example usage	COMMENT
LOW	examples/single_agent/capabilities/rag/qdrant_agent.py	139	# # Example usage	COMMENT
LOW⚡	…ingle_agent/capabilities/rag/full_agent_rag_example.py	213	# Example usage	COMMENT
LOW	examples/single_agent/demos/persistent_legal_agent.py	75	# Example usage	STRING
LOW	examples/tools/stagehand/3_stagehand_mcp_agent.py	162	# Example usage	COMMENT
LOW	examples/tools/stagehand/1_stagehand_wrapper_agent.py	232	# Example usage	COMMENT
LOW⚡	examples/tools/stagehand/2_stagehand_tools_agent.py	346	# Example usage	COMMENT
LOW	examples/utils/misc/conversation_simple.py	3	# Example usage	COMMENT
LOW	examples/utils/misc/swarm_matcher_example.py	9	# Example usage	COMMENT
LOW	examples/utils/misc/csvagent_example.py	1	# Example usage	COMMENT
LOW	…es/guides/generation_length_blog/longform_generator.py	210	# Example usage	COMMENT
LOW	examples/guides/fairy_swarm/fairy_swarm.py	1986	# Example usage	COMMENT
LOW	…uides/deployment/cron_job_examples/cron_job_example.py	176	# # Example usage	COMMENT
LOW	…mples/guides/demos/science/materials_science_agents.py	391	# Example usage	STRING
LOW	examples/guides/demos/medical/new_medical_rearrange.py	151	# Example usage	COMMENT
LOW	…s/medical/rearrange_video_examples/term_sheet_swarm.py	212	# Example usage	COMMENT
LOW	examples/guides/demos/spike/memory.py	103	# # Example usage	COMMENT
LOW	examples/guides/demos/spike/test.py	216	# Example usage	STRING
LOW	examples/guides/demos/spike/agent_rearrange_test.py	217	# Example usage	STRING
LOW	examples/guides/demos/legal/legal_swarm.py	383	# Example usage	COMMENT
LOW	scripts/tests/run_all_tests.py	98	# Example usage	COMMENT
LOW	swarms/prompts/documentation.py	93	# Usage example:	COMMENT
LOW	swarms/prompts/programming.py	164	# Usage example:	COMMENT

Hallucination Indicators2 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	…ti_agent/simulations/agent_map/agent_map_simulation.py	1199	self.fig.canvas.manager.window.wm_attributes(	CODE
CRITICAL⚡	…ti_agent/simulations/agent_map/agent_map_simulation.py	1202	self.fig.canvas.manager.window.wm_attributes(	CODE

Magic Placeholder Names8 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	tests/structs/test_agent.py	623	"api_key": "your-api-key",	CODE
HIGH	examples/multi_agent/groupchat/kimi_k3_groupchat.py	14	export OPENROUTER_API_KEY="your-api-key"	STRING
HIGH	…/graphworkflow_examples/graph_workflow_fanout_fanin.py	18	export OPENAI_API_KEY="your-api-key"	STRING
HIGH	…es/single_agent/capabilities/rag/qdrant_rag_example.py	18	api_key=os.getenv("QDRANT_API_KEY", "your-api-key"),	CODE
HIGH	examples/single_agent/capabilities/rag/README.md	148	qdrant_api_key="your_api_key"	CODE
HIGH	examples/tools/claude/claude_as_a_tool.py	16	export ANTHROPIC_API_KEY="your-api-key-here"	STRING
HIGH	examples/models/openrouter/k3_kimi.py	6	export OPENROUTER_API_KEY="your-api-key"	STRING
HIGH	examples/models/openrouter/kimi_k3_single_agent.py	8	export OPENROUTER_API_KEY="your-api-key"	STRING

Modern Structural Boilerplate26 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	…les/multi_agent/simulations/map_generation/game_map.py	126	def _setup_models(self) -> None:	CODE
LOW	…lti_agent/simulations/euroswarm_parliament/__init__.py	42	__all__ = [	CODE
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	706	def _update_profiles(self, feedback: ExecutionFeedback) -> None:	CODE
LOW	…ulti_agent/skill_orchestra_examples/skill_orchestra.py	914	def update_handbook(self, handbook: SkillHandbook) -> None:	CODE
LOW	examples/guides/fairy_swarm/fairy_swarm.py	1395	def _update_orchestrator_roster(self) -> None:	CODE
LOW	examples/guides/agentsh_implementation/agentsh.py	65	__all__ = [	CODE
LOW	…ic_data/profession_sim/profession_persona_generator.py	116	def _setup_logging(self) -> None:	CODE
LOW	…ic_data/profession_sim/profession_persona_generator.py	349	def _setup_signal_handlers(self) -> None:	STRING
LOW	swarms/tools/tool_registry.py	135	def set_setting(self, key: str, value: Any) -> None:	CODE
LOW	swarms/tools/__init__.py	26	__all__ = [	CODE
LOW⚡	swarms/tools/mcp_manager.py	325	async def set_tokens(self, tokens) -> None:	CODE
LOW⚡	swarms/tools/mcp_manager.py	331	async def set_client_info(self, client_info) -> None:	CODE
LOW	swarms/tools/mcp_manager.py	278	async def set_tokens(self, tokens) -> None:	CODE
LOW	swarms/tools/mcp_manager.py	295	async def set_client_info(self, client_info) -> None:	CODE
LOW	swarms/agents/__init__.py	26	__all__ = [	CODE
LOW	swarms/utils/disable_logging.py	6	def set_logger_level(logger_name: str) -> None:	CODE
LOW	swarms/utils/__init__.py	31	__all__ = [	CODE
LOW	swarms/schemas/__init__.py	27	__all__ = [	CODE
LOW	swarms/structs/agent_registry.py	172	def update_agent(self, agent_name: str, new_agent: Agent) -> None:	CODE
LOW	swarms/structs/graph_workflow.py	1473	def set_entry_points(self, entry_points: List[str]) -> None:	CODE
LOW	swarms/structs/graph_workflow.py	1504	def set_end_points(self, end_points: List[str]) -> None:	CODE
LOW	swarms/structs/__init__.py	96	__all__ = [	CODE
LOW	swarms/structs/agent_router.py	177	def update_agent_history(self, agent_name: str) -> None:	CODE
LOW	swarms/prompts/__init__.py	20	__all__ = [	CODE
LOW	swarms/telemetry/__init__.py	13	__all__ = [	CODE
LOW	swarms/telemetry/otel.py	607	def _set_identity(self, span: "Span", obj: Any) -> None:	CODE

Cross-Language Confusion6 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tests/agents/test_llm_manager.py	29	cd swarms && PYTHONPATH=. python3 -m pytest tests/agents/test_llm_manager.py -v	STRING
HIGH	tests/agents/test_llm_manager.py	30	cd swarms && PYTHONPATH=. python3 -m pytest tests/agents/test_llm_manager.py -q	STRING
HIGH	tests/structs/test_decision_model.py	1349	'{"ticket": {"id": 1, "body": null}}',	CODE
HIGH	examples/tools/stagehand/3_stagehand_mcp_agent.py	170	print("Run: cd stagehand-mcp-server && npm start\n")	CODE
HIGH	swarms/structs/multi_agent_router.py	258	# Skip execution if task is null/None and skip_null_tasks is True	STRING
HIGH	swarms/structs/multi_agent_router.py	324	# Skip execution if task is null/None and skip_null_tasks is True	STRING

Slop Phrases10 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…t-swarm-b93a2946b074493f8fa34a47377b2625-metadata.json	17	"result": "I appreciate your interest in energy sector investments, but I need to provide an important discl	CODE
MEDIUM	…t-swarm-69f4c23f5a97477ab2b8114521c33fd4-metadata.json	17	"result": "I appreciate your interest in energy sector investments, but I need to provide an important discl	CODE
MEDIUM	…amples/single_agent/capabilities/rag/simple_example.py	16	Create sample documents for demonstration purposes.	STRING
MEDIUM	…e_agent/utils/transform_prompts/transforms_examples.py	46	"content": "Here's a simple example of a class in Python:\n\n```python\nclass Dog:\n def __init__(self, n	CODE
MEDIUM	examples/mcp/servers/okx_crypto_server.py	119	# Run the server on port 8000 (you can change this to any available port)	COMMENT
MEDIUM	swarms/prompts/multi_modal_visual_prompts.py	6	Worker Multi-Modal Agent is able to process and understand large amounts of text and images. As a language model, Worker	CODE
MEDIUM	swarms/prompts/sop_generator_agent_prompt.py	86	This refactored SOP focuses on guidelines specifically for the instructor agent on techniques to teach the process o	CODE
LOW	swarms/prompts/project_manager.py	24	## Anything UNCLEAR: Provide as Plain text. Make clear here. For example, don't forget a main entry. don't forget to ini	COMMENT
LOW	swarms/prompts/project_manager.py	24	## Anything UNCLEAR: Provide as Plain text. Make clear here. For example, don't forget a main entry. don't forget to ini	COMMENT
LOW	swarms/prompts/self_operating_prompt.py	70	Now you need to summarize what you did to reach the objective. If the objective asked for information, share the informa	CODE

Fake / Example Data10 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/structs/test_spreadsheet.py	379	agent_name="placeholder",	CODE
LOW⚡	tests/structs/test_spreadsheet.py	380	system_prompt="placeholder",	CODE
LOW	tests/structs/test_spreadsheet.py	350	agent_name="placeholder",	CODE
LOW	tests/structs/test_spreadsheet.py	351	system_prompt="placeholder",	CODE
LOW⚡	tests/structs/test_auto_swarms_builder.py	525	"task": "placeholder",	CODE
LOW⚡	…se_tool_examples/test_base_tool_comprehensive_fixed.py	279	name="Test", age=25, email="test@test.com"	CODE
LOW⚡	…ols/base_tool_examples/test_base_tool_comprehensive.py	255	name="Test", age=25, email="test@test.com"	CODE
LOW	examples/guides/smart_database/README.md	136	{"name": "John Doe", "email": "john@example.com"},	STRING
LOW	examples/guides/smart_database/README.md	146	["John Doe", "john@example.com"],	STRING
LOW	examples/guides/demos/legal/legal_swarm.py	105	user_name: str = "John Doe",	STRING

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	swarms/structs/tree_swarm.py	255	def run_task(	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings