crewAIInc/crewAI

16.3

Adjusted Score

16.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

55.5K

Stars

Python

Language

597.3K

Lines of Code

2.1K

Files

9.0K

Pattern Hits

2026-07-14

Scan Date

0.14

HC Hit Rate

What These Metrics Mean

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

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

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

CRITICAL 6HIGH 296MEDIUM 256LOW 8464

Directory Score Breakdown

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

Pattern Findings

The scanner identified 9022 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers5389 hits · 4884 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	16	def _patch_vcrpy_aiohttp_compat() -> None:	CODE
LOW	conftest.py	89	def _mock_client_response_init(	CODE
LOW	conftest.py	137	def _patched_make_vcr_request(	CODE
LOW	conftest.py	173	def _patched_from_serialized_response(	CODE
LOW	conftest.py	406	def pytest_recording_configure(vcr: Any, config: Any) -> None:	CODE
LOW	README.md	567	def request_additional_analysis(self):	CODE
LOW	scripts/docs/prefix_version_paths.py	328	def _rewrite_destination_to_version(destination: str, version_slug: str) -> str:	CODE
LOW	lib/crewai/README.md	538	def request_additional_analysis(self):	CODE
LOW⚡	lib/crewai/tests/test_human_feedback_integration.py	837	def test_deserialize_handles_legacy_string_format(self):	CODE
LOW⚡	lib/crewai/tests/test_human_feedback_integration.py	846	def test_deserialize_returns_none_for_none(self):	CODE
LOW⚡	lib/crewai/tests/test_human_feedback_integration.py	852	def test_serialize_llm_preserves_provider_specific_fields(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	26	def test_routes_to_matching_listener(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	65	def test_default_outcome_routes_correctly(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	102	def test_multiple_feedback_steps(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	131	def test_mixed_feedback_and_regular_methods(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	159	def test_chained_router_feedback_steps(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	226	def test_chained_router_rejected_path(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	273	def test_hitl_self_loop_routes_back_to_same_method(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	338	def test_hitl_self_loop_multiple_rejections(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	398	def test_hitl_self_loop_immediate_approval(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	447	def test_router_and_non_router_listeners_for_same_outcome(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	509	def test_feedback_available_in_listener(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	546	def test_history_preserved_across_steps(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	578	async def test_async_flow_with_human_feedback(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	648	def test_metadata_included_in_result(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	675	def test_events_emitted_on_feedback_request(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	706	def test_empty_feedback_first_outcome_fallback(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	732	def test_whitespace_only_feedback_treated_as_empty(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	758	def test_feedback_result_without_routing(self, mock_print, mock_input):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	786	def test_serialize_llm_preserves_config_fields(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	804	def test_serialize_llm_excludes_api_key(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	815	def test_deserialize_round_trip_preserves_config(self):	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	871	def test_config_preserved_through_full_flow_execution(self):	CODE
LOW	lib/crewai/tests/test_usage_shape_parity.py	41	def supports_function_calling(self) -> bool:	CODE
LOW	lib/crewai/tests/test_usage_shape_parity.py	52	def test_lite_agent_output_exposes_token_usage_object(self):	CODE
LOW	lib/crewai/tests/test_usage_shape_parity.py	66	def test_lite_agent_output_token_usage_zeroed_when_absent(self):	CODE
LOW	lib/crewai/tests/test_usage_shape_parity.py	72	def test_crew_output_exposes_usage_metrics_dict(self):	CODE
LOW	lib/crewai/tests/test_usage_shape_parity.py	84	def test_both_shapes_carry_identical_keys(self):	CODE
LOW	lib/crewai/tests/test_usage_shape_parity.py	108	def test_single_accessor_works_on_both_kickoff_paths(self):	CODE
LOW	lib/crewai/tests/test_flow_default_override.py	14	def test_default_value_override():	CODE
LOW	lib/crewai/tests/test_flow_default_override.py	59	def test_multi_step_default_override():	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	101	def test_flow_with_image_file(self, image_file: ImageFile) -> None:	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	120	def test_flow_with_image_bytes(self, image_bytes: bytes) -> None:	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	143	def test_flow_with_image_file(self, image_file: ImageFile) -> None:	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	185	def test_flow_with_image_file(self, image_file: ImageFile) -> None:	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	223	def test_flow_with_video_file(self, video_file: VideoFile) -> None:	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	242	def test_flow_with_audio_file(self, audio_file: AudioFile) -> None:	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	265	def test_flow_with_multiple_crews(self, image_file: ImageFile) -> None:	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	303	def test_flow_with_mixed_files(	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	331	async def test_async_flow_with_image(self, image_file: ImageFile) -> None:	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	35	def test_task_without_guardrail():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	50	def test_task_with_successful_guardrail_func():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	71	def test_task_with_failing_guardrail():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	98	def test_task_with_guardrail_retries():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	125	def test_guardrail_error_in_context():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	350	def test_hallucination_guardrail_description_in_events():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	361	def test_multiple_guardrails_sequential_processing():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	392	def test_multiple_guardrails_with_validation_failure():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	443	def test_multiple_guardrails_with_mixed_string_and_taskoutput():	CODE
LOW	lib/crewai/tests/test_task_guardrails.py	482	def test_multiple_guardrails_with_retry_on_middle_guardrail():	CODE
5329 more matches not shown…

Unused Imports1480 hits · 1240 pts

Severity	File	Line	Context
LOW	scripts/age90_file_input_runner.py	11	CODE
LOW	scripts/docs/prefix_version_paths.py	33	CODE
LOW	scripts/docs/freeze_historical_versions.py	24	CODE
LOW	scripts/docs/freeze_current_edge.py	18	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	7	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	10	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	11	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	12	CODE
LOW	lib/crewai/tests/test_human_feedback_integration.py	15	CODE
LOW	lib/crewai/tests/test_flow_multimodal.py	12	CODE
LOW	lib/crewai/tests/test_flow_usage_metrics.py	10	CODE
LOW	lib/crewai/tests/test_stream_frames.py	3	CODE
LOW	lib/crewai/tests/test_llm.py	728	CODE
LOW	lib/crewai/tests/test_flow_persistence_factory.py	8	CODE
LOW	lib/crewai/tests/test_flow_ask.py	8	CODE
LOW	lib/crewai/tests/test_flow_from_definition.py	1	CODE
LOW	lib/crewai/tests/test_human_feedback_decorator.py	7	CODE
LOW	lib/crewai/tests/test_callback.py	3	CODE
LOW	lib/crewai/tests/test_checkpoint_cli.py	3	CODE
LOW	lib/crewai/tests/test_event_record.py	3	CODE
LOW	lib/crewai/tests/test_async_human_feedback.py	12	CODE
LOW	lib/crewai/tests/test_async_human_feedback.py	18	CODE
LOW	lib/crewai/tests/test_crew.py	10	CODE
LOW	lib/crewai/tests/test_flow_visualization.py	5	CODE
LOW	lib/crewai/tests/test_flow_visualization.py	8	CODE
LOW	lib/crewai/tests/test_llm_streaming_finish_reason.py	7	CODE
LOW	lib/crewai/tests/test_flow_conversation.py	3	CODE
LOW	lib/crewai/tests/test_checkpoint.py	3	CODE
LOW	lib/crewai/tests/test_checkpoint.py	18	CODE
LOW	lib/crewai/tests/test_checkpoint.py	21	CODE
LOW	lib/crewai/tests/experimental/skills/test_registry.py	3	CODE
LOW	lib/crewai/tests/experimental/skills/test_flag.py	3	CODE
LOW	…rewai/tests/experimental/skills/test_models_version.py	7	CODE
LOW	lib/crewai/tests/experimental/skills/test_cache.py	3	CODE
LOW	lib/crewai/tests/tools/agent_tools/test_agent_tools.py	3	CODE
LOW	lib/crewai/tests/memory/test_storage_factory.py	8	CODE
LOW	lib/crewai/tests/memory/test_unified_memory.py	3	CODE
LOW	lib/crewai/tests/memory/test_unified_memory.py	12	CODE
LOW	lib/crewai/tests/memory/test_unified_memory.py	791	CODE
LOW	lib/crewai/tests/memory/test_dimension_mismatch.py	8	CODE
LOW	lib/crewai/tests/memory/test_memory_root_scope.py	8	CODE
LOW	lib/crewai/tests/memory/test_memory_root_scope.py	11	CODE
LOW	lib/crewai/tests/memory/test_memory_root_scope.py	15	CODE
LOW	lib/crewai/tests/memory/test_qdrant_edge_storage.py	3	CODE
LOW	lib/crewai/tests/memory/test_qdrant_edge_storage.py	8	CODE
LOW	lib/crewai/tests/a2a/test_a2a_integration.py	1	CODE
LOW	lib/crewai/tests/a2a/utils/test_task.py	3	CODE
LOW	lib/crewai/tests/a2a/utils/test_agent_card.py	3	CODE
LOW	…i/tests/a2a/extensions/test_a2ui_schema_conformance.py	8	CODE
LOW	lib/crewai/tests/agents/test_lite_agent.py	1015	CODE
LOW	lib/crewai/tests/agents/test_agent.py	21	CODE
LOW	lib/crewai/tests/agents/test_agent.py	22	CODE
LOW	lib/crewai/tests/agents/test_agent_a2a_wrapping.py	3	CODE
LOW	lib/crewai/tests/agents/test_agent_executor.py	7	CODE
LOW	lib/crewai/tests/agents/test_agent_a2a_kickoff.py	3	CODE
LOW	lib/crewai/tests/agents/test_native_tool_calling.py	7	CODE
LOW	lib/crewai/tests/agents/test_native_tool_calling.py	9	CODE
LOW	…rewai/tests/agents/test_a2a_trust_completion_status.py	10	CODE
LOW	…rewai/tests/agents/test_a2a_trust_completion_status.py	10	CODE
LOW	…rewai/tests/agents/test_a2a_trust_completion_status.py	31	CODE
1420 more matches not shown…

Docstring Block Structure174 hits · 870 pts

Severity	File	Line	Snippet	Context
HIGH	lib/crewai/tests/test_custom_llm.py	242	Simulate API calls with timeout handling and retry logic. Args: messages: Input messages for the LL	STRING
HIGH	lib/crewai/src/crewai/task.py	307	If v is a callable, validate that the guardrail function has the correct signature and behavior. If v i	STRING
HIGH	lib/crewai/src/crewai/task.py	490	Validate the output file path. Args: value: The output file path to validate. Can be None or a stri	STRING
HIGH	lib/crewai/src/crewai/llm.py	809	Handle a streaming response from the LLM. Args: params: Parameters for the completion call	STRING
HIGH	lib/crewai/src/crewai/llm.py	1830	High-level LLM call method. Args: messages: Input messages for the LLM. Can be	STRING
HIGH	lib/crewai/src/crewai/llm.py	1969	Async high-level LLM call method. Args: messages: Input messages for the LLM.	STRING
HIGH	lib/crewai/src/crewai/llm.py	2307	Format messages according to provider requirements. Args: messages: List of message dictionaries wi	STRING
HIGH	lib/crewai/src/crewai/crews/utils.py	132	Prepare a task for execution, handling replay skip logic and agent/tool setup. Args: crew: The crew instanc	STRING
HIGH	lib/crewai/src/crewai/experimental/skills/registry.py	37	Parse '@org/skill-name' into (org, name). Args: ref: A registry reference, e.g. '@acme/my-skill'. Retu	STRING
HIGH	lib/crewai/src/crewai/experimental/skills/registry.py	86	Resolve a registry reference to a Skill object. Resolution order: 1. ./skills/{name}/ in the current working di	STRING
HIGH	lib/crewai/src/crewai/tasks/conditional_task.py	42	Determines whether the conditional task should be executed based on the provided context. Args: con	STRING
HIGH	lib/crewai/src/crewai/tasks/task_output.py	63	Get the JSON string representation of the task output. Returns: JSON string representation of the t	STRING
HIGH	lib/crewai/src/crewai/tools/base_tool.py	272	Validate keyword arguments against args_schema if present. Args: kwargs: The keyword arguments to v	STRING
HIGH	lib/crewai/src/crewai/tools/base_tool.py	574	Executes the wrapped function asynchronously. Args: *args: Positional arguments for the function.	STRING
HIGH	lib/crewai/src/crewai/tools/base_tool.py	596	Create a Tool instance from a CrewStructuredTool. This method takes a CrewStructuredTool object and converts it	STRING
HIGH	lib/crewai/src/crewai/types/callback.py	55	Convert a dotted path string to the callable it references. If value is already callable it is returned as-is, wi	STRING
HIGH	lib/crewai/src/crewai/types/callback.py	98	Import a module and walk attribute lookups to resolve a dotted path. Handles multi-level qualified names like ``"mo	STRING
HIGH	lib/crewai/src/crewai/types/utils.py	14	Create a Literal type for each A2A agent ID. Args: values: a tuple of the A2A agent IDs Returns:	STRING
HIGH	lib/crewai/src/crewai/core/providers/human_input.py	99	Handle the full human feedback flow synchronously. Args: formatted_answer: The agent's current answ	STRING
HIGH	lib/crewai/src/crewai/memory/utils.py	9	Sanitize a name for use in hierarchical scope paths. Converts to lowercase, replaces non-alphanumeric chars (except	STRING
HIGH	lib/crewai/src/crewai/memory/utils.py	40	Normalize a scope path by removing double slashes and ensuring proper format. Args: path: The raw scope pat	STRING
HIGH	lib/crewai/src/crewai/memory/utils.py	68	Join a root scope with an inner scope, handling edge cases properly. Args: root: The root scope prefix (e.g	STRING
HIGH	lib/crewai/src/crewai/memory/unified_memory.py	442	Store a single item in memory (synchronous). Routes through the same serialized save pool as ``remember_many``	STRING
HIGH	lib/crewai/src/crewai/memory/unified_memory.py	861	Update an existing memory record by ID. Args: record_id: ID of the record to update. co	STRING
HIGH	lib/crewai/src/crewai/a2a/wrapper.py	1242	Delegate to A2A agent with multi-turn conversation support. Args: self: The agent instance agent_re	STRING
HIGH	lib/crewai/src/crewai/a2a/auth/client_schemes.py	448	Apply OAuth2 access token to Authorization header. Uses asyncio.Lock to ensure only one coroutine handles token	STRING
HIGH	lib/crewai/src/crewai/a2a/auth/utils.py	201	Retry a request on 401 authentication error. Handles 401 errors by: 1. Parsing WWW-Authenticate header 2. R	STRING
HIGH	lib/crewai/src/crewai/a2a/auth/server_schemes.py	119	Authenticate the provided token. Args: token: The bearer token to authenticate. Returns:	STRING
HIGH	lib/crewai/src/crewai/a2a/auth/server_schemes.py	154	Authenticate using simple token comparison. Args: token: The bearer token to authenticate.	STRING
HIGH	lib/crewai/src/crewai/a2a/auth/server_schemes.py	263	Authenticate using OIDC JWT validation. Args: token: The JWT to authenticate. Returns:	STRING
HIGH	lib/crewai/src/crewai/a2a/auth/server_schemes.py	470	Authenticate using OAuth2 token validation. Uses JWKS validation if jwks_url is configured, otherwise falls bac	STRING
HIGH	lib/crewai/src/crewai/a2a/auth/server_schemes.py	705	Authenticate using API key comparison. Args: token: The API key to authenticate. Returns:	STRING
HIGH	lib/crewai/src/crewai/a2a/utils/content_type.py	199	Negotiate content types between client and server. Args: agent_card: The remote agent's card with capabilit	STRING
HIGH	lib/crewai/src/crewai/a2a/utils/transport.py	117	Negotiate the transport protocol between client and server. Compares the client's supported transports with the ser	STRING
HIGH	lib/crewai/src/crewai/a2a/utils/agent_card.py	110	Fetch AgentCard from an A2A endpoint with optional caching. Args: endpoint: A2A agent endpoint URL (AgentCa	STRING
HIGH	lib/crewai/src/crewai/a2a/utils/agent_card.py	163	Fetch AgentCard from an A2A endpoint asynchronously. Native async implementation. Use this when running in an async	STRING
HIGH	lib/crewai/src/crewai/a2a/utils/agent_card_signing.py	85	Sign an AgentCard using JWS (RFC 7515). Creates a detached JWS signature for the AgentCard. The signature covers	STRING
HIGH	lib/crewai/src/crewai/a2a/updates/base.py	153	Extract common parameters from handler kwargs. Args: kwargs: Handler kwargs dict. Returns: Com	STRING
HIGH	lib/crewai/src/crewai/a2a/updates/polling/handler.py	59	Poll task status until terminal state reached. Args: client: A2A client instance. task_id: Task ID	STRING
HIGH	…i/src/crewai/a2a/updates/push_notifications/handler.py	182	Execute A2A delegation using push notifications for updates. Args: client: A2A client instance.	STRING
HIGH	lib/crewai/src/crewai/a2a/extensions/registry.py	96	Validate that client supports all required extensions from agent. Args: agent_card: The agent's card with d	STRING
HIGH	lib/crewai/src/crewai/a2a/extensions/a2ui/validator.py	89	Parse and validate an A2UI server-to-client message. Args: data: Raw JSON-decoded message dict. val	STRING
HIGH	lib/crewai/src/crewai/a2a/extensions/a2ui/validator.py	117	Parse and validate an A2UI client-to-server event. Args: data: Raw JSON-decoded event dict. Returns:	STRING
HIGH	lib/crewai/src/crewai/a2a/extensions/a2ui/validator.py	138	Parse and validate an A2UI v0.9 server-to-client message. Args: data: Raw JSON-decoded message dict. R	STRING
HIGH	lib/crewai/src/crewai/a2a/extensions/a2ui/validator.py	159	Parse and validate an A2UI v0.9 client-to-server event. Args: data: Raw JSON-decoded event dict. Retur	STRING
HIGH	…ewai/src/crewai/a2a/extensions/a2ui/schema/__init__.py	38	Load a vendored A2UI JSON schema by name and version. Args: name: Schema name without extension, e.g. ``"se	STRING
HIGH	lib/crewai/src/crewai/agents/parser.py	63	Parse agent output text into AgentAction or AgentFinish. Expects output to be in one of two formats. If the ou	STRING
HIGH	lib/crewai/src/crewai/agents/cache/cache_handler.py	38	Retrieve a cached tool result. Args: tool: Name of the tool. input: Input string used f	STRING
HIGH	…i/agents/agent_adapters/langgraph/langgraph_adapter.py	169	Execute a task using the LangGraph workflow. Configures the agent, processes the task through the LangGraph wor	STRING
HIGH	…/agents/agent_adapters/openai_agents/openai_adapter.py	115	Execute a task using the OpenAI Assistant. Configures the assistant, processes the task, and handles event emis	STRING
HIGH	lib/crewai/src/crewai/agent/core.py	766	Execute a task with the agent. Args: task: Task to execute. context: Context to execute	STRING
HIGH	lib/crewai/src/crewai/agent/core.py	832	Execute a task with a timeout. Args: task_prompt: The prompt to send to the agent. task	STRING
HIGH	lib/crewai/src/crewai/agent/core.py	902	Execute a task with the agent asynchronously. Args: task: Task to execute. context: Con	STRING
HIGH	lib/crewai/src/crewai/agent/core.py	963	Execute a task with a timeout asynchronously. Args: task_prompt: The prompt to send to the agent.	STRING
HIGH	lib/crewai/src/crewai/state/provider/sqlite_provider.py	127	Read a checkpoint from the SQLite database. Args: location: A location string returned by ``checkpo	STRING
HIGH	lib/crewai/src/crewai/state/provider/sqlite_provider.py	147	Read a checkpoint from the SQLite database asynchronously. Args: location: A location string return	STRING
HIGH	lib/crewai/src/crewai/rag/__init__.py	42	Get module attributes. Args: name: Attribute name. Returns: The requested attr	STRING
HIGH	lib/crewai/src/crewai/rag/factory.py	42	Create a client from configuration using the appropriate factory. Args: config: The RAG client configuratio	STRING
HIGH	lib/crewai/src/crewai/rag/embeddings/factory.py	224	Build an embedding function instance from a dictionary specification. Args: spec: A dictionary with 'provid	STRING
HIGH	lib/crewai/src/crewai/rag/embeddings/factory.py	353	Build an embedding function from either a provider spec or a provider instance. Args: spec: Either a provid	STRING
114 more matches not shown…

Excessive Try-Catch Wrapping805 hits · 797 pts

Severity	File	Line	Snippet	Context
LOW	conftest.py	201	except Exception: # noqa: S110	CODE
LOW	.github/workflows/publish.yml	120	except Exception:	CODE
LOW	lib/crewai/tests/test_crew.py	3117	except Exception as e:	CODE
LOW	lib/crewai/tests/test_crew.py	4460	except Exception as e:	CODE
LOW	lib/crewai/tests/utils.py	32	except Exception: # noqa: S110	CODE
LOW	…i/tests/a2a/extensions/test_a2ui_schema_conformance.py	39	except Exception:	CODE
LOW	…i/tests/a2a/extensions/test_a2ui_schema_conformance.py	48	except Exception:	CODE
LOW⚡	…i/tests/a2a/extensions/test_a2ui_schema_conformance.py	275	except Exception as exc:	CODE
LOW	lib/crewai/tests/agents/test_lite_agent.py	56	except Exception as e:	CODE
LOW	lib/crewai/tests/agents/test_native_tool_calling.py	48	except Exception as e:	CODE
LOW	lib/crewai/tests/utilities/test_agent_utils.py	52	except Exception as e:	CODE
LOW	lib/crewai/tests/telemetry/test_telemetry.py	217	except Exception as exc:	CODE
MEDIUM	lib/crewai/tests/telemetry/test_telemetry.py	202	def init_in_thread():	CODE
LOW	lib/crewai/src/crewai/task.py	624	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/task.py	754	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/task.py	879	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	490	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	912	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	978	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1012	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1093	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1209	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1286	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1437	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1709	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1796	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	1914	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	2046	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	2418	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/llm.py	2439	except Exception as e:	CODE
MEDIUM	lib/crewai/src/crewai/crew.py	1139	def run_crew() -> None:	CODE
MEDIUM	lib/crewai/src/crewai/crew.py	1217	def run_crew() -> None:	CODE
LOW	lib/crewai/src/crewai/crew.py	701	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crew.py	968	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crew.py	1011	except Exception as exc:	CODE
LOW	lib/crewai/src/crewai/crew.py	1052	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crew.py	1145	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crew.py	1223	except Exception as exc:	CODE
LOW	lib/crewai/src/crewai/crew.py	1265	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crew.py	2197	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crew.py	2249	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crew.py	2274	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	532	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	592	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	612	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	899	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	922	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	947	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/crews/utils.py	315	except Exception: # noqa: S110	CODE
LOW	lib/crewai/src/crewai/crews/utils.py	459	except Exception as e:	CODE
MEDIUM	lib/crewai/src/crewai/crews/utils.py	434	def run_all_crews() -> None:	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	333	except Exception as exc:	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	424	except Exception as exc:	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	463	except Exception:	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	946	except Exception:	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	1247	except Exception:	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	376	except Exception as e:	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	412	except Exception: # noqa: S110	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	438	except Exception: # noqa: S110	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	1467	except Exception as e:	CODE
745 more matches not shown…

Cross-File Repetition68 hits · 340 pts

Severity	File	Line	Snippet	Context
HIGH	lib/crewai/tests/test_flow_multimodal.py	0	%pdf-1.4 1 0 obj << /type /catalog /pages 2 0 r >> endobj 2 0 obj << /type /pages /kids [3 0 r] /count 1 >> endobj 3 0 o	STRING
HIGH	lib/crewai/tests/test_agent_multimodal.py	0	%pdf-1.4 1 0 obj << /type /catalog /pages 2 0 r >> endobj 2 0 obj << /type /pages /kids [3 0 r] /count 1 >> endobj 3 0 o	STRING
HIGH	lib/crewai/tests/llms/test_multimodal_integration.py	0	%pdf-1.4 1 0 obj << /type /catalog /pages 2 0 r >> endobj 2 0 obj << /type /pages /kids [3 0 r] /count 1 >> endobj 3 0 o	STRING
HIGH	lib/crewai/tests/test_task.py	0	test agent creation and execution basic functionality.	STRING
HIGH	lib/crewai/tests/test_crew.py	0	test agent creation and execution basic functionality.	STRING
HIGH	lib/crewai/tests/tools/agent_tools/test_agent_tools.py	0	test agent creation and execution basic functionality.	STRING
HIGH	lib/crewai/tests/agents/test_agent.py	0	test agent creation and execution basic functionality.	STRING
HIGH	lib/crewai/tests/test_flow_persistence_factory.py	0	reset the factory around each test without clobbering preexisting state.	STRING
HIGH	lib/crewai/tests/memory/test_storage_factory.py	0	reset the factory around each test without clobbering preexisting state.	STRING
HIGH	lib/crewai/tests/knowledge/test_storage_factory.py	0	reset the factory around each test without clobbering preexisting state.	STRING
HIGH	lib/crewai/tests/llms/azure/test_azure.py	0	test that llm raises importerror when native openai completion fails to initialize. this ensures we don't silently fall	STRING
HIGH	lib/crewai/tests/llms/anthropic/test_anthropic.py	0	test that llm raises importerror when native openai completion fails to initialize. this ensures we don't silently fall	STRING
HIGH	lib/crewai/tests/llms/openai/test_openai.py	0	test that llm raises importerror when native openai completion fails to initialize. this ensures we don't silently fall	STRING
HIGH	lib/crewai/tests/llms/azure/test_azure.py	0	test that model capabilities are correctly identified	STRING
HIGH	lib/crewai/tests/llms/google/test_google.py	0	test that model capabilities are correctly identified	STRING
HIGH	lib/crewai/tests/llms/bedrock/test_bedrock.py	0	test that model capabilities are correctly identified	STRING
HIGH	lib/crewai/tests/llms/azure/test_azure.py	0	test that agent kickoff returns structured output without tools. this tests native structured output handling for openai	STRING
HIGH	lib/crewai/tests/llms/google/test_google.py	0	test that agent kickoff returns structured output without tools. this tests native structured output handling for openai	STRING
HIGH	lib/crewai/tests/llms/bedrock/test_bedrock.py	0	test that agent kickoff returns structured output without tools. this tests native structured output handling for openai	STRING
HIGH	lib/crewai/tests/llms/anthropic/test_anthropic.py	0	test that agent kickoff returns structured output without tools. this tests native structured output handling for openai	STRING
HIGH	lib/crewai/tests/llms/openai/test_openai.py	0	test that agent kickoff returns structured output without tools. this tests native structured output handling for openai	STRING
HIGH	lib/crewai/tests/llms/azure/test_azure.py	0	test that agent kickoff returns structured output after using tools. this tests post-tool-call structured output handlin	STRING
HIGH	lib/crewai/tests/llms/google/test_google.py	0	test that agent kickoff returns structured output after using tools. this tests post-tool-call structured output handlin	STRING
HIGH	lib/crewai/tests/llms/bedrock/test_bedrock.py	0	test that agent kickoff returns structured output after using tools. this tests post-tool-call structured output handlin	STRING
HIGH	lib/crewai/tests/llms/anthropic/test_anthropic.py	0	test that agent kickoff returns structured output after using tools. this tests post-tool-call structured output handlin	STRING
HIGH	lib/crewai/tests/llms/openai/test_openai.py	0	test that agent kickoff returns structured output after using tools. this tests post-tool-call structured output handlin	STRING
HIGH	lib/crewai/tests/llms/azure/test_azure.py	0	test that stop words are not applied when response_model is provided. this ensures json responses containing stop word p	STRING
HIGH	lib/crewai/tests/llms/google/test_google.py	0	test that stop words are not applied when response_model is provided. this ensures json responses containing stop word p	STRING
HIGH	lib/crewai/tests/llms/openai/test_openai.py	0	test that stop words are not applied when response_model is provided. this ensures json responses containing stop word p	STRING
HIGH	lib/crewai/tests/llms/azure/test_azure.py	0	research result that may contain stop word patterns in string fields.	STRING
HIGH	lib/crewai/tests/llms/google/test_google.py	0	research result that may contain stop word patterns in string fields.	STRING
HIGH	lib/crewai/tests/llms/openai/test_openai.py	0	research result that may contain stop word patterns in string fields.	STRING
HIGH	lib/crewai/tests/llms/azure/test_azure.py	0	test that stop words are still applied for regular (non-structured) responses. this ensures the fix didn't break normal	STRING
HIGH	lib/crewai/tests/llms/google/test_google.py	0	test that stop words are still applied for regular (non-structured) responses. this ensures the fix didn't break normal	STRING
HIGH	lib/crewai/tests/llms/openai/test_openai.py	0	test that stop words are still applied for regular (non-structured) responses. this ensures the fix didn't break normal	STRING
HIGH	lib/crewai/tests/llms/google/test_google.py	0	test that stop and stop_sequences attributes stay synchronized.	STRING
HIGH	lib/crewai/tests/llms/bedrock/test_bedrock.py	0	test that stop and stop_sequences attributes stay synchronized.	STRING
HIGH	lib/crewai/tests/llms/anthropic/test_anthropic.py	0	test that stop and stop_sequences attributes stay synchronized.	STRING
HIGH	…/crewai/tests/llms/hooks/test_anthropic_interceptor.py	0	pass through inbound response. args: message: the inbound response. returns: the response unchanged.	STRING
HIGH	…/crewai/tests/llms/hooks/test_unsupported_providers.py	0	pass through inbound response. args: message: the inbound response. returns: the response unchanged.	STRING
HIGH	lib/crewai/tests/llms/hooks/test_openai_interceptor.py	0	pass through inbound response. args: message: the inbound response. returns: the response unchanged.	STRING
HIGH	lib/crewai/src/crewai/crew.py	0	info: tracing is disabled. to enable tracing, do any one of these: • set tracing=true in your flow code • set crewai_tra	STRING
HIGH	lib/crewai/src/crewai/events/utils/console_formatter.py	0	info: tracing is disabled. to enable tracing, do any one of these: • set tracing=true in your flow code • set crewai_tra	STRING
HIGH	…/src/crewai/events/listeners/tracing/trace_listener.py	0	info: tracing is disabled. to enable tracing, do any one of these: • set tracing=true in your flow code • set crewai_tra	STRING
HIGH	lib/crewai/src/crewai/flow/runtime/__init__.py	0	info: tracing is disabled. to enable tracing, do any one of these: • set tracing=true in your flow code • set crewai_tra	STRING
HIGH	…ag/embeddings/providers/voyageai/embedding_callable.py	0	return the name of the embedding function for chromadb compatibility.	STRING
HIGH	…/embeddings/providers/google/genai_vertex_embedding.py	0	return the name of the embedding function for chromadb compatibility.	STRING
HIGH	…wai/rag/embeddings/providers/ibm/embedding_callable.py	0	return the name of the embedding function for chromadb compatibility.	STRING
HIGH	…ag/embeddings/providers/voyageai/embedding_callable.py	0	generate embeddings for input documents. args: input: list of documents to embed. returns: list of embedding vectors.	STRING
HIGH	…/embeddings/providers/google/genai_vertex_embedding.py	0	generate embeddings for input documents. args: input: list of documents to embed. returns: list of embedding vectors.	STRING
HIGH	…wai/rag/embeddings/providers/ibm/embedding_callable.py	0	generate embeddings for input documents. args: input: list of documents to embed. returns: list of embedding vectors.	STRING
HIGH	…ai/src/crewai/knowledge/source/csv_knowledge_source.py	0	add excel file content to the knowledge source, chunk it, compute embeddings, and save the embeddings.	STRING
HIGH	…ai/src/crewai/knowledge/source/pdf_knowledge_source.py	0	add excel file content to the knowledge source, chunk it, compute embeddings, and save the embeddings.	STRING
HIGH	…/crewai/knowledge/source/text_file_knowledge_source.py	0	add excel file content to the knowledge source, chunk it, compute embeddings, and save the embeddings.	STRING
HIGH	…i/src/crewai/knowledge/source/json_knowledge_source.py	0	add excel file content to the knowledge source, chunk it, compute embeddings, and save the embeddings.	STRING
HIGH	…/src/crewai/knowledge/source/excel_knowledge_source.py	0	add excel file content to the knowledge source, chunk it, compute embeddings, and save the embeddings.	STRING
HIGH	lib/crewai-files/src/crewai_files/uploaders/gemini.py	0	get information about an uploaded file. args: file_id: the s3 key. returns: dictionary with file information, or none if	STRING
HIGH	lib/crewai-files/src/crewai_files/uploaders/openai.py	0	get information about an uploaded file. args: file_id: the s3 key. returns: dictionary with file information, or none if	STRING
HIGH	…b/crewai-files/src/crewai_files/uploaders/anthropic.py	0	get information about an uploaded file. args: file_id: the s3 key. returns: dictionary with file information, or none if	STRING
HIGH	lib/crewai-files/src/crewai_files/uploaders/base.py	0	get information about an uploaded file. args: file_id: the s3 key. returns: dictionary with file information, or none if	STRING
8 more matches not shown…

Modern Structural Boilerplate306 hits · 294 pts

Severity	File	Line	Snippet	Context
LOW	lib/crewai/tests/agents/test_agent_executor.py	643	def _set_current_answer() -> None:	CODE
LOW⚡	lib/crewai/tests/cli/test_utils.py	72	__all__ = ['MyTool']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	89	__all__ = ['my_tool_function']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	129	__all__ = ['MyTool', 'not_a_tool']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	144	__all__ = ['MyTool']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	164	__all__ = ['MyTool']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	318	__all__ = ['MyTool']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	454	__all__ = ['FirstTool', 'SecondTool']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	474	__all__ = ['RootTool']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	514	__all__ = ['MyTool', 'not_a_tool', 'SOME_CONSTANT']	STRING
LOW⚡	lib/crewai/tests/cli/test_utils.py	531	__all__ = ['MyTool']	STRING
LOW	lib/crewai/tests/cli/test_utils.py	110	__all__ = ['MyTool', 'my_tool_function']	STRING
LOW	lib/crewai/tests/cli/test_utils.py	344	__all__ = ['MyTool']	STRING
LOW	lib/crewai/tests/cli/test_utils.py	371	__all__ = ['MyTool']	STRING
LOW	lib/crewai/tests/cli/test_utils.py	403	__all__ = ['MyTool']	STRING
LOW	lib/crewai/tests/cli/test_utils.py	427	__all__ = ['MyTool']	STRING
LOW	lib/crewai/tests/cli/test_utils.py	488	__all__ = ['NestedTool']	STRING
LOW	lib/crewai/tests/cli/test_utils.py	549	__all__ = ['MyTool']	STRING
LOW	lib/crewai/tests/utilities/events/test_shutdown.py	114	def set_shutdown_flag() -> None:	CODE
LOW	lib/crewai/src/crewai/version.py	18	__all__ = [	CODE
LOW	lib/crewai/src/crewai/constants.py	14	__all__ = [	CODE
LOW	lib/crewai/src/crewai/__init__.py	187	__all__ = [	CODE
LOW	lib/crewai/src/crewai/llm.py	72	logger = logging.getLogger(__name__)	CODE
LOW	lib/crewai/src/crewai/llm.py	2472	def set_callbacks(callbacks: list[Any]) -> None:	CODE
LOW	lib/crewai/src/crewai/llm.py	2498	def set_env_callbacks() -> None:	CODE
LOW⚡	lib/crewai/src/crewai/context.py	30	def set_platform_integration_token(integration_token: str) -> None:	CODE
LOW	lib/crewai/src/crewai/plus_api.py	12	__all__ = ["PlusAPI"]	CODE
LOW	lib/crewai/src/crewai/crew.py	885	def _setup_from_config(self) -> None:	CODE
LOW	lib/crewai/src/crewai/crew.py	913	def _setup_for_training(self, filename: str) -> None:	CODE
LOW	lib/crewai/src/crewai/crew.py	2109	def _set_tasks_callbacks(self) -> None:	CODE
LOW	lib/crewai/src/crewai/crew.py	2368	def _set_allow_crewai_trigger_context_for_first_task(self) -> None:	CODE
LOW	lib/crewai/src/crewai/settings.py	21	__all__ = [	CODE
LOW	lib/crewai/src/crewai/crews/__init__.py	4	__all__ = ["CrewOutput"]	CODE
LOW	lib/crewai/src/crewai/crews/utils.py	470	def set_results_wrapper(result: Any) -> None:	CODE
LOW	lib/crewai/src/crewai/experimental/__init__.py	76	__all__ = [	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	64	logger = logging.getLogger(__name__)	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	1269	__all__ = ["_ConversationalMixin"]	CODE
LOW⚡	lib/crewai/src/crewai/experimental/agent_executor.py	241	def _setup_native_tools(self) -> None:	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	300	def _setup_messages(self, inputs: dict[str, Any]) -> None:	CODE
LOW	lib/crewai/src/crewai/experimental/conversational.py	173	__all__ = [	CODE
LOW	…/src/crewai/experimental/evaluation/agent_evaluator.py	186	def set_iteration(self, iteration: int) -> None:	CODE
LOW	…/crewai/src/crewai/experimental/evaluation/__init__.py	30	__all__ = [	CODE
LOW	…src/crewai/experimental/evaluation/metrics/__init__.py	15	__all__ = [	CODE
LOW	…/crewai/experimental/evaluation/experiment/__init__.py	8	__all__ = ["ExperimentResult", "ExperimentResults", "ExperimentRunner"]	CODE
LOW	lib/crewai/src/crewai/experimental/skills/__init__.py	17	__all__ = [	CODE
LOW	lib/crewai/src/crewai/tasks/__init__.py	5	__all__ = ["OutputFormat", "TaskOutput"]	CODE
LOW	lib/crewai/src/crewai/tools/__init__.py	4	__all__ = [	CODE
LOW	lib/crewai/src/crewai/tools/base_tool.py	457	def _set_args_schema(self) -> None:	CODE
LOW	…/crewai/src/crewai/tools/agent_tools/read_file_tool.py	39	def set_files(self, files: dict[str, FileInput] \| None) -> None:	CODE
LOW	…rewai/src/crewai/tools/agent_tools/base_agent_tools.py	12	logger = logging.getLogger(__name__)	CODE
LOW	lib/crewai/src/crewai/types/streaming.py	110	def _set_result(self, result: T) -> None:	CODE
LOW	lib/crewai/src/crewai/types/streaming.py	560	def _set_results(self, results: list[CrewOutput]) -> None:	CODE
LOW	lib/crewai/src/crewai/types/streaming.py	569	def _set_result(self, result: CrewOutput) -> None:	CODE
LOW	lib/crewai/src/crewai/types/streaming.py	601	def _set_result(self, result: Any) -> None:	CODE
LOW	…/crewai/src/crewai/core/providers/content_processor.py	59	def set_processor(processor: ContentProcessorProvider) -> None:	CODE
LOW	lib/crewai/src/crewai/memory/__init__.py	42	__all__ = [	CODE
LOW	lib/crewai/src/crewai/memory/encoding_flow.py	34	logger = logging.getLogger(__name__)	CODE
LOW	lib/crewai/src/crewai/memory/recall_flow.py	34	logger = logging.getLogger(__name__)	CODE
LOW	lib/crewai/src/crewai/memory/storage/factory.py	33	def set_memory_storage_factory(factory: MemoryStorageFactory \| None) -> None:	CODE
LOW	…/crewai/memory/storage/kickoff_task_outputs_storage.py	16	logger = logging.getLogger(__name__)	CODE
246 more matches not shown…

Deep Nesting320 hits · 252 pts

Severity	File	Line	Context
LOW	conftest.py	337	CODE
LOW	scripts/docs/prefix_version_paths.py	212	CODE
LOW	scripts/docs/prefix_version_paths.py	260	CODE
LOW	scripts/docs/prefix_version_paths.py	263	CODE
LOW	lib/crewai/tests/test_llm.py	482	CODE
LOW	lib/crewai/tests/test_custom_llm.py	232	CODE
LOW	lib/crewai/tests/test_flow_conversation.py	2006	CODE
LOW	lib/crewai/tests/tracing/test_tracing.py	185	CODE
LOW	lib/crewai/tests/tracing/test_tracing.py	309	CODE
LOW	lib/crewai/tests/agents/test_async_agent_executor.py	123	CODE
LOW	lib/crewai/tests/agents/test_async_agent_executor.py	166	CODE
LOW	lib/crewai/tests/agents/test_async_agent_executor.py	228	CODE
LOW	lib/crewai/tests/agents/test_async_agent_executor.py	237	CODE
LOW	lib/crewai/tests/llms/test_tool_call_streaming.py	131	CODE
LOW	lib/crewai/tests/llms/test_prompt_cache.py	119	CODE
LOW	lib/crewai/src/crewai/task.py	399	CODE
LOW	lib/crewai/src/crewai/task.py	637	CODE
LOW	lib/crewai/src/crewai/task.py	762	CODE
LOW	lib/crewai/src/crewai/task.py	890	CODE
LOW	lib/crewai/src/crewai/task.py	1246	CODE
LOW	lib/crewai/src/crewai/task.py	1355	CODE
LOW	lib/crewai/src/crewai/llm.py	393	CODE
LOW	lib/crewai/src/crewai/llm.py	800	CODE
LOW	lib/crewai/src/crewai/llm.py	1178	CODE
LOW	lib/crewai/src/crewai/llm.py	1220	CODE
LOW	lib/crewai/src/crewai/llm.py	1375	CODE
LOW	lib/crewai/src/crewai/llm.py	1527	CODE
LOW	lib/crewai/src/crewai/llm.py	1820	CODE
LOW	lib/crewai/src/crewai/llm.py	1959	CODE
LOW	lib/crewai/src/crewai/crew.py	464	CODE
LOW	lib/crewai/src/crewai/crew.py	827	CODE
LOW	lib/crewai/src/crewai/crew.py	851	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	556	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	619	CODE
LOW	lib/crewai/src/crewai/lite_agent.py	860	CODE
LOW	lib/crewai/src/crewai/crews/utils.py	403	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	67	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	1063	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	1679	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	1852	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	1885	CODE
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	2182	CODE
LOW	…c/crewai/experimental/evaluation/evaluation_display.py	24	CODE
LOW	…c/crewai/experimental/evaluation/evaluation_display.py	103	CODE
LOW	…i/experimental/evaluation/metrics/reasoning_metrics.py	273	CODE
LOW	…rc/crewai/experimental/evaluation/experiment/runner.py	59	CODE
LOW	…rc/crewai/experimental/evaluation/experiment/result.py	48	CODE
LOW	lib/crewai/src/crewai/experimental/skills/cache.py	94	CODE
LOW	lib/crewai/src/crewai/tools/tool_usage.py	222	CODE
LOW	lib/crewai/src/crewai/tools/tool_usage.py	469	CODE
LOW	lib/crewai/src/crewai/memory/encoding_flow.py	153	CODE
LOW	lib/crewai/src/crewai/memory/encoding_flow.py	222	CODE
LOW	lib/crewai/src/crewai/memory/encoding_flow.py	370	CODE
LOW	lib/crewai/src/crewai/memory/unified_memory.py	174	CODE
LOW	lib/crewai/src/crewai/memory/unified_memory.py	206	CODE
LOW	lib/crewai/src/crewai/memory/unified_memory.py	681	CODE
LOW	lib/crewai/src/crewai/memory/recall_flow.py	87	CODE
LOW	lib/crewai/src/crewai/memory/storage/lancedb_storage.py	289	CODE
LOW	lib/crewai/src/crewai/memory/storage/lancedb_storage.py	411	CODE
LOW	lib/crewai/src/crewai/memory/storage/lancedb_storage.py	512	CODE
260 more matches not shown…

Magic Placeholder Names40 hits · 218 pts

Severity	File	Line	Snippet	Context
HIGH	lib/crewai/tests/agents/test_agent.py	1530	api_key="sk-your-api-key-here",	STRING
HIGH	lib/crewai/tests/agents/test_agent.py	1549	assert agent.llm.api_key == "sk-your-api-key-here"	STRING
HIGH⚡	…ai/tests/rag/embeddings/test_backward_compatibility.py	296	api_key="your-api-key",	CODE
HIGH⚡	…ai/tests/rag/embeddings/test_backward_compatibility.py	313	api_key="your-api-key",	CODE
HIGH⚡	…ai/tests/rag/embeddings/test_backward_compatibility.py	325	api_key="your-api-key",	CODE
HIGH⚡	…ai/tests/rag/embeddings/test_backward_compatibility.py	335	api_key="your-api-key",	CODE
HIGH	…/embeddings/providers/google/genai_vertex_embedding.py	50	api_key="your-api-key",	STRING
HIGH	…i/src/crewai/rag/embeddings/providers/google/vertex.py	54	api_key="your-api-key",	STRING
HIGH	lib/cli/src/crewai_cli/create_flow.py	48	file.write("OPENAI_API_KEY=YOUR_API_KEY")	CODE
HIGH	lib/cli/src/crewai_cli/create_flow.py	151	(project_root / ".env").write_text("OPENAI_API_KEY=YOUR_API_KEY", encoding="utf-8")	CODE
HIGH	…_tool_test/test_firecrawl_scrape_tool_integration.yaml	88	Firecrawl\\n3\\n4app = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\n5\\n6#	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	91	Firecrawl\\n3\\n4app = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\n5\\n6#	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	422	Bearer fc-YOUR_API_KEY' \\\\\\n -d '{\\n \\\"url\\\": \\\"https://docs.firecrawl.dev\\\",\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	430	application/json' \\\\\\n -H 'Authorization: Bearer YOUR_API_KEY'\\n```\\n\\n```\\n{\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	446	application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	469	Bearer YOUR_API_KEY' \\\\\\\\\\n -d '{\\\\\\n \\\"url\\\": \\\"https://firecrawl.dev\\\"\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	486	application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	505	application/json\\\" \\\\\\\\\\n -H \\\"Authorization: Bearer fc-YOUR_API_KEY\\\"	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	518	application/json\\\" \\\\\\\\\\n -H \\\"Authorization: Bearer fc-YOUR_API_KEY\\\"	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	530	application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	555	application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	586	application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	599	application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	618	application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	625	firecrawl import Firecrawl\\\\\\n\\\\\\nfirecrawl = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\\\\\n\\\\\\n#	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	650	firecrawl = new Firecrawl({ apiKey: 'fc-YOUR_API_KEY' });\\\\\\n\\\\\\n//	CODE
HIGH	…_tool_test/test_firecrawl_search_tool_integration.yaml	661	firecrawl = new Firecrawl({ apiKey: 'fc-YOUR_API_KEY' });\\\\\\n\\\\\\n//	CODE
HIGH	…e_tool_test/test_firecrawl_crawl_tool_integration.yaml	289	Firecrawl\\n3\\n4app = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\n5\\n6#	CODE
HIGH	…e_tool_test/test_firecrawl_crawl_tool_integration.yaml	1290	Firecrawl\\n3\\n4app = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\n5\\n6#	CODE
HIGH⚡	…/crewai_tools/tools/merge_agent_handler_tool/README.md	39	export AGENT_HANDLER_API_KEY='your-api-key-here'	CODE
HIGH⚡	…/crewai_tools/tools/merge_agent_handler_tool/README.md	42	echo "export AGENT_HANDLER_API_KEY='your-api-key-here'" >> ~/.zshrc	CODE
HIGH⚡	…/crewai_tools/tools/merge_agent_handler_tool/README.md	52	echo "AGENT_HANDLER_API_KEY=your-api-key-here" > .env	CODE
HIGH	…rewai-tools/src/crewai_tools/tools/exa_tools/README.md	19	tool = ExaSearchTool(api_key="your_api_key", highlights=True)	CODE
HIGH	…src/crewai_tools/tools/tavily_extractor_tool/README.md	31	# os.environ["TAVILY_API_KEY"] = "YOUR_API_KEY"	COMMENT
HIGH	…wai-tools/src/crewai_tools/tools/spider_tool/README.md	20	spider_tool = SpiderTool(api_key='YOUR_API_KEY')	CODE
HIGH	…c/crewai_tools/tools/scrapegraph_scrape_tool/README.md	19	tool = ScrapegraphScrapeTool(api_key="your_api_key")	CODE
HIGH⚡	…c/crewai_tools/tools/scrapegraph_scrape_tool/README.md	31	api_key="your_api_key"	CODE
HIGH⚡	…c/crewai_tools/tools/scrapegraph_scrape_tool/README.md	40	api_key="your_api_key",	CODE
HIGH⚡	…c/crewai_tools/tools/scrapegraph_scrape_tool/README.md	49	tool = ScrapegraphScrapeTool(api_key="your_api_key")	CODE
HIGH	…/crewai_tools/tools/jina_scrape_website_tool/README.md	17	tool = JinaScrapeWebsiteTool(api_key='YOUR_API_KEY')	CODE

Modern AI Meta-Vocabulary104 hits · 169 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	130	This installs the official [CrewAI Skills](https://github.com/crewAIInc/skills) — structured instructions that teach cod	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	3374	result quality.\\n### Key Components of Agentic RAG Architecture\\n* **Planning	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	3380	Awareness\|Limited\|Comprehensive\|\\n\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/09/Enhancing-RA	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	3381	7 Agentic AI Use Cases in 2025 With Real-World Examples\",\"url\":\"https://kodexolabs.com/agentic-ai-use-cases/	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	5525	delivery around the clock.\\n#####\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/07/What-Are-Auto	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	5525	delivery around the clock.\\n#####\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/07/What-Are-Auto	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	5526	AI in Data Analysis Benefits and Challenges - Kodexo Labs\",\"url\":\"https://kodexolabs.com/agentic-ai-data-ana	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	6080	result quality.\\n### Key Components of Agentic RAG Architecture\\n* **Planning	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	6086	Awareness\|Limited\|Comprehensive\|\\n\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/09/Enhancing-RA	CODE
MEDIUM⚡	…t_kickoff_response_format_with_planning_and_tools.yaml	6087	AI Applications, Benefits and Challenges in Healthcare\",\"url\":\"https://kodexolabs.com/agentic-ai-healthcare-	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	729	\\n[\\nText to speech\\n]\",\"image\":\"https://miro.medium.com/v2/resize:fit:1200/1*orODpE7gJtEgr4GSvPXtYw.png\	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	730	Build 2025: The age of AI agents and building the open ...\",\"url\":\"https://blogs.microsoft.com/blog/2025/05/	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	843	and begins rolling out today.### Supporting the open agentic web\\nTo	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	1720	https://blogs.microsoft.com/blog/2025/05/19/microsoft-build-2025-the-age-of-ai-agents-and-building-the-open-agenti	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	1721	https://blogs.microsoft.com/blog/2025/05/19/microsoft-build-2025-the-age-of-ai-agents-and-building-the-open-agenti	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	1834	availability and begins rolling out today.### **Supporting the open agentic	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3269	require specific\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/08/How-to-Build-an-AI-Agent-in-202	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3270	RAG: Enhancing Retrieval-Augmented Generation with AI Agents\",\"url\":\"https://kodexolabs.com/agentic-rag-with	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3308	excellence in AI innovations\\n[Contact Us] \\n[![]] \\n[] \\n# Agentic RAG:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3348	explores Agentic RAG’s revolutionary approach to enhancing retrieval-augmented	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3487	autonomous agents leverage advanced[machine learning] algorithms\",\"image\":\"https://kodexolabs.com/wp-content	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3488	Agentic AI Platforms in 2025: A Complete Guide for Businesses\",\"url\":\"https://kodexolabs.com/top-agentic-ai-	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3594	every week, with forecasts on trends to come. Join our community\",\"image\":\"https://kodexolabs.com/wp-content	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3595	Rise of Agentic AI : Applications, Benefits, and Real-World Use Cases\",\"url\":\"https://www.rolustech.com/blog	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3817	miss on the latest\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/09/AI-Agents-in-Business-Automat	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	3818	Agentic AI Elevates Data Analytics for the 2025 Industry Shift\",\"url\":\"https://kodexolabs.com/agentic-ai-dat	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4450	Integration Capabilities:Connect\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/09/AI-Agent-De	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4451	Agentic AI Platforms in 2025: A Complete Guide for Businesses\",\"url\":\"https://kodexolabs.com/top-agentic-ai-	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4666	understanding and generation\|85% accuracy improvement\|\\n\",\"image\":\"https://kodexolabs.com/wp-content/upload	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4667	RAG: Enhancing Retrieval-Augmented Generation with AI Agents\",\"url\":\"https://kodexolabs.com/agentic-rag-with	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4705	excellence in AI innovations\\n[Contact Us] \\n[![]] \\n[] \\n# Agentic RAG:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4745	explores Agentic RAG’s revolutionary approach to enhancing retrieval-augmented	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4771	result quality.\\n### Key Components of Agentic RAG Architecture\\n* **Planning	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4890	require specific\",\"image\":\"https://kodexolabs.com/wp-content/uploads/2025/08/How-to-Build-an-AI-Agent-in-202	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	4891	Agentic AI Strategies to Optimize SaaS Workflows - Rolustech\",\"url\":\"https://www.rolustech.com/blog/agentic-	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5004	Gradual integration: Integrate US AI software agents\",\"image\":\"https://www.rolustech.com/wp-content/uploads/	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5005	Rise of Agentic AI : Applications, Benefits, and Real-World Use Cases\",\"url\":\"https://www.rolustech.com/blog	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5561	Article\\n\\n## Introduction\\n\\nThis blog explores agentic AI in data analysis,	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5649	Technical Implementation Challenges\\n\\n-\"},{\"id\":\"https://kodexolabs.com/agentic-ai-use-cases/\",\"title\"	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5650	7 Agentic AI Use Cases in 2025 With Real-World Examples\",\"url\":\"https://kodexolabs.com/agentic-ai-use-cases/	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5756	autonomous agents leverage advanced[machine learning] algorithms\",\"image\":\"https://kodexolabs.com/wp-content	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5757	Agentic AI: Definitions, Frameworks and Real-World Applications\",\"url\":\"https://kodexolabs.com/what-is-agent	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5853	experiences, and execute complex tasks without human intervention\u2014revolutionizing\",\"image\":\"https://kod	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5854	Agentic AI Elevates Data Analytics for the 2025 Industry Shift\",\"url\":\"https://kodexolabs.com/agentic-ai-dat	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5975	workflow automation capabilities that ensure seamless decision implementation.\"},{\"id\":\"https://kodexolabs.c	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	5976	RAG: Enhancing Retrieval-Augmented Generation with AI Agents\",\"url\":\"https://kodexolabs.com/agentic-rag-with	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	6014	excellence in AI innovations\\n[Contact Us] \\n[![]] \\n[] \\n# Agentic RAG:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	6054	explores Agentic RAG’s revolutionary approach to enhancing retrieval-augmented	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	6883	https://kodexolabs.com/agentic-rag-with-ai-agents/\\nID: https://kodexolabs.com/agentic-rag-with-ai-agents/\\nScor	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	6923	Us] \\n[![]] \\n[] \\n# Agentic RAG: Enhancing Retrieval-Augmented Generation	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	6962	Agentic RAG’s revolutionary approach to enhancing retrieval-augmented	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	6995	AI Use Cases in 2025 With Real-World Examples\\nURL: https://kodexolabs.com/agentic-ai-use-cases/\\nID:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	6996	https://kodexolabs.com/agentic-ai-use-cases/\\nScore: None\\nPublished Date:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	7103	AI Platforms in 2025: A Complete Guide for Businesses\\nURL: https://kodexolabs.com/top-agentic-ai-platforms/\\nID	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	7104	https://kodexolabs.com/top-agentic-ai-platforms/\\nScore: None\\nPublished Date:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	7213	https://www.rolustech.com/blog/the-rise-of-agentic-ai-applications-benefits-and-real-world-use-cases\\nID:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	7214	https://www.rolustech.com/blog/the-rise-of-agentic-ai-applications-benefits-and-real-world-use-cases\\nScore:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	7309	AI] \\n## What Exactly Is Agentic AI?\\nAt its core, agentic[AI] is a new model	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	7438	Analytics for the 2025 Industry Shift\\nURL: https://kodexolabs.com/agentic-ai-data-analytics/\\nID:	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	7439	https://kodexolabs.com/agentic-ai-data-analytics/\\nScore: None\\nPublished	CODE
44 more matches not shown…

Decorative Section Separators42 hits · 132 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	lib/crewai/tests/test_callback.py	190	# ── Pydantic integration round-trip ──────────────────────────────────	COMMENT
MEDIUM	lib/crewai/src/crewai/experimental/agent_executor.py	2473	# -------------------------------------------------------------------------	COMMENT
MEDIUM	lib/crewai/src/crewai/experimental/agent_executor.py	2475	# -------------------------------------------------------------------------	COMMENT
MEDIUM	lib/cli/tests/test_crew_run_tui.py	1519	# ── Declarative-flow (non-conversational) TUI support ───────	COMMENT
MEDIUM⚡	lib/cli/tests/test_model_catalog.py	39	# ── version / label helpers ──────────────────────────────────────	COMMENT
MEDIUM⚡	lib/cli/tests/test_model_catalog.py	409	# ── fallback + caching ───────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/tests/test_model_catalog.py	94	# ── vendor tier ──────────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/tests/test_model_catalog.py	367	# ── litellm tier ─────────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/tests/test_run_declarative_flow.py	193	# ── Schema-driven inputs: prompt, validate, override ────────────────	STRING
MEDIUM	lib/cli/tests/test_run_declarative_flow.py	417	# ── TUI vs terminal (headless/deploy) routing ──────────────────────	STRING
MEDIUM⚡	lib/cli/tests/test_click_compatibility.py	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	lib/cli/tests/test_click_compatibility.py	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	lib/cli/tests/test_click_compatibility.py	88	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	lib/cli/tests/test_click_compatibility.py	90	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	lib/cli/src/crewai_cli/create_json_crew.py	29	# ── Provider / model data ───────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/create_json_crew.py	97	# ── Common tools for picker ────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/create_json_crew.py	232	# ── Interactive wizard ─────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/create_json_crew.py	649	# ── JSONC generation from wizard data ──────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/create_json_crew.py	748	# ── Model selection ─────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/create_json_crew.py	819	# ── Helpers ─────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/create_json_crew.py	861	# ── Main ────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	597	# ── Layout ──────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	632	# ── Crew execution ──────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	831	# ── Conversational flow execution ───────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	965	# ── Actions ─────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1180	# ── Tick (8 fps) ────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1203	# ── Sidebar rendering ───────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1320	# ── Task header rendering ───────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1435	# ── Main content rendering ──────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1564	# ── Log panel rendering ──────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1748	# ── Event helpers ───────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1773	# ── Plan detection ──────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	1938	# ── Event subscription ──────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/crew_run_tui.py	2054	# ── Declarative-flow method events → STEPS panel ────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/model_catalog.py	41	# ── Tunables ─────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/model_catalog.py	127	# ── Public API ───────────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/model_catalog.py	184	# ── Tier 1: vendor APIs ──────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/model_catalog.py	338	# ── Tier 2: LiteLLM feed ─────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/model_catalog.py	418	# ── Ranking + labelling ──────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/model_catalog.py	540	# ── HTTP + parsing helpers ───────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/model_catalog.py	591	# ── Caching ──────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/cli/src/crewai_cli/tui_picker.py	301	# ── Public API ──────────────────────────────────────────────────	COMMENT

Fake / Example Data90 hits · 95 pts

Severity	File	Line	Snippet	Context
LOW	lib/crewai/tests/test_task_guardrails.py	170	Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's s	CODE
LOW	lib/crewai/tests/test_task.py	940	inputs={"placeholder": "the data", "nestedVal": "something else"},	CODE
LOW⚡	lib/crewai/tests/security/test_examples.py	74	security_config.fingerprint.metadata = {"version": "1.0", "author": "John Doe"}	CODE
LOW⚡	lib/crewai/tests/security/test_examples.py	83	assert agent.fingerprint.metadata == {"version": "1.0", "author": "John Doe"}	CODE
LOW	…ests/cassettes/test_task_guardrail_process_output.yaml	8	result:\\n \\n Lorem Ipsum is simply dummy text of the printing	CODE
LOW	…ests/cassettes/test_task_guardrail_process_output.yaml	9	and typesetting industry. Lorem Ipsum has been the industry's standard dummy	CODE
LOW	…ests/cassettes/test_task_guardrail_process_output.yaml	131	result:\\n \\n Lorem Ipsum is simply dummy text of the printing	CODE
LOW	…ests/cassettes/test_task_guardrail_process_output.yaml	132	and typesetting industry. Lorem Ipsum has been the industry's standard dummy	CODE
LOW	lib/crewai/tests/agents/test_agent.py	125	assert agent_i18n.slice("role_playing") == "Lorem ipsum dolor sit amet"	CODE
LOW	lib/crewai/tests/agents/test_agent.py	125	assert agent_i18n.slice("role_playing") == "Lorem ipsum dolor sit amet"	CODE
LOW⚡	lib/crewai/tests/utilities/test_llm_utils.py	13	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW⚡	lib/crewai/tests/utilities/test_llm_utils.py	20	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW⚡	lib/crewai/tests/utilities/test_llm_utils.py	95	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW⚡	lib/crewai/tests/utilities/test_llm_utils.py	103	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW	lib/crewai/tests/utilities/test_llm_utils.py	70	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW	lib/crewai/tests/utilities/test_llm_utils.py	82	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW	lib/crewai/tests/utilities/test_llm_utils.py	123	"OPENAI_API_KEY": "fake-key",	CODE
LOW	lib/crewai/tests/utilities/test_llm_utils.py	138	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW	lib/crewai/tests/utilities/test_llm_utils.py	151	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}, clear=True):	CODE
LOW	lib/crewai/tests/utilities/test_llm_utils.py	176	with patch.dict(os.environ, {"ANTHROPIC_API_KEY": "fake-key"}, clear=True):	CODE
LOW	lib/crewai/tests/utilities/test_i18n.py	43	assert i18n.retrieve("slices", "role_playing") == "Lorem ipsum dolor sit amet"	CODE
LOW	lib/crewai/tests/utilities/test_i18n.py	43	assert i18n.retrieve("slices", "role_playing") == "Lorem ipsum dolor sit amet"	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	3	"role": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	3	"role": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	4	"goal": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	4	"goal": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	5	"backstory": "Lorem ipsum dolor sit amet."	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	5	"backstory": "Lorem ipsum dolor sit amet."	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	8	"role": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	8	"role": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	9	"goal": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	9	"goal": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	10	"backstory": "Lorem ipsum dolor sit amet."	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	10	"backstory": "Lorem ipsum dolor sit amet."	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	13	"observation": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	13	"observation": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	14	"task": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	14	"task": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	15	"memory": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	15	"memory": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	16	"role_playing": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	16	"role_playing": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	17	"tools": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	17	"tools": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	18	"no_tools": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	18	"no_tools": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	19	"format": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	19	"format": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	20	"final_answer_format": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	20	"final_answer_format": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	21	"format_without_tools": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	21	"format_without_tools": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	22	"task_with_context": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	22	"task_with_context": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	23	"expected_output": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	23	"expected_output": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	24	"human_feedback": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	24	"human_feedback": "Lorem ipsum dolor sit amet",	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	25	"getting_input": "Lorem ipsum dolor sit amet "	CODE
LOW⚡	lib/crewai/tests/utilities/prompts.json	25	"getting_input": "Lorem ipsum dolor sit amet "	CODE
30 more matches not shown…

Slop Phrases48 hits · 93 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/codeql.yml	58	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customize how	COMMENT
MEDIUM	lib/crewai/tests/test_llm.py	630	== "I'm unable to provide real-time information or current weather updates. For the latest weather information i	CODE
MEDIUM	…b/crewai/tests/cassettes/test_crew_verbose_output.yaml	156	\ availability of large datasets.\\n\\n- GPT-3: As mentioned earlier,\	CODE
MEDIUM	…b/crewai/tests/cassettes/test_crew_verbose_output.yaml	324	GPT-3: As mentioned earlier, GPT-3 has remarkable text generation capabilities.	CODE
MEDIUM	…lite_agent_created_with_correct_parameters[False].yaml	188	\ for demonstration purposes.\\n```\",\n \"refusal\": null,\n \	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1240	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1246	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1252	search result for demonstration purposes."}], "model": "gpt-4o-mini", "stop":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1444	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1450	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1456	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1462	search result for demonstration purposes."}], "model": "gpt-4o-mini", "stop":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1615	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1621	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1627	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1633	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1639	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1801	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1807	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1813	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1819	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM⚡	…_lite_agent_created_with_correct_parameters[True].yaml	1825	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	309	This is a simulated search result for demonstration purposes."}], "model": "gpt-4o-mini",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	439	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	445	for demonstration purposes."}], "model": "gpt-4o-mini", "stop": ["\nObservation:"]}'	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	574	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	580	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	715	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	721	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	904	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	910	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	927	search result for demonstration purposes."}], "model": "gpt-4o-mini", "stop":	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1058	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1064	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1081	search result for demonstration purposes."}, {"role": "assistant", "content":	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1087	search result for demonstration purposes."}], "model": "gpt-4o-mini", "stop":	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1217	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1223	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1421	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1427	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1592	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1598	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1778	This is a simulated search result for demonstration purposes."}, {"role": "assistant",	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	1784	for demonstration purposes."}, {"role": "assistant", "content": "```\nThought:	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	2120	about Test query: This is a simulated search result for demonstration purposes."}],	CODE
MEDIUM	…_lite_agent_created_with_correct_parameters[True].yaml	2169	\ is a simulated search result for demonstration purposes.\\\"\\n}\\n```\"\	CODE
MEDIUM	…/cassettes/llms/anthropic/test_anthropic_thinking.yaml	43	string: '{"model":"claude-sonnet-4-5-20250929","id":"msg_01Ged4AFM7p6Az1EJwCupJgN","type":"message","role":"assist	CODE
MEDIUM	lib/crewai/tests/agents/test_lite_agent.py	42	return f"Found information about {query}: This is a simulated search result for demonstration purposes."	CODE

Cross-Language Confusion12 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH⚡	lib/crewai/tests/test_flow_definition.py	1362	assert "`max_tokens` (optional): integer \| null; default `null`" in skill	CODE
HIGH⚡	lib/crewai/tests/test_flow_definition.py	1364	assert "`planning_config` (optional): object \| null; default `null`" in skill	CODE
HIGH⚡	lib/crewai/tests/test_flow_definition.py	1366	assert "`allow_delegation` (optional): boolean \| null; default `null`" in skill	CODE
HIGH⚡	lib/crewai/tests/test_flow_definition.py	1367	assert "`max_iter` (optional): integer \| null; default `null`" in skill	CODE
HIGH⚡	lib/crewai/tests/test_flow_definition.py	1368	assert "`max_rpm` (optional): integer \| null; default `null`" in skill	CODE
HIGH⚡	lib/crewai/tests/test_flow_definition.py	1369	assert "`max_execution_time` (optional): integer \| null; default `null`" in skill	CODE
HIGH	lib/crewai/tests/agents/test_lite_agent.py	552	return '{"valid": true, "feedback": null}'	CODE
HIGH	lib/crewai/tests/utilities/test_converter.py	525	llm.call.return_value = '{"name": "Bob", "age": null}'	STRING
HIGH	lib/crewai/src/crewai/project/crew_definition.py	56	"Maximum number of tokens the LLM can generate. If null, CrewAI "	CODE
HIGH	lib/crewai-tools/tests/rag/test_mdx_loader.py	68	export default function Layout() { return null }	CODE
HIGH⚡	lib/devtools/tests/test_toml_updates.py	211	cmd = 'echo hello && uv pip install "crewai[a2a]==1.14.0" && echo done'	STRING
HIGH⚡	lib/devtools/tests/test_toml_updates.py	214	result == 'echo hello && uv pip install "crewai[a2a]==2.0.0" && echo done'	STRING

Hallucination Indicators6 hits · 60 pts

Severity	File	Line	Snippet	Context
CRITICAL	lib/crewai/tests/test_human_feedback_decorator.py	527	assert flow.memory.remember_many.call_args.kwargs.get("source") == "hitl"	CODE
CRITICAL	…cassettes/knowledge/test_multiple_docling_sources.yaml	1846	== \"TABLE\") {\n \n codeblock.parentNode.parentNode.parentNode.parentNode.parentNode.appe	CODE
CRITICAL	…cassettes/knowledge/test_multiple_docling_sources.yaml	3266	== \"TABLE\") {\n \n codeblock.parentNode.parentNode.parentNode.parentNode.parentNode.appe	CODE
CRITICAL	…wai/tests/cassettes/knowledge/test_docling_source.yaml	1846	== \"TABLE\") {\n \n codeblock.parentNode.parentNode.parentNode.parentNode.parentNode.appe	CODE
CRITICAL	lib/crewai/tests/llms/azure/test_azure.py	771	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL	lib/crewai/tests/llms/azure/test_azure.py	985	from azure.core.exceptions import HttpResponseError	CODE

AI Slop Vocabulary24 hits · 52 pts

Severity	File	Line	Snippet	Context
MEDIUM	pyproject.toml	70	"TID", # flake8-tidy-imports (import best practices)	CODE
MEDIUM	pyproject.toml	71	"ASYNC", # async/await best practices	CODE
MEDIUM	lib/crewai/tests/test_llm.py	1055	# token usage assertions (robust)	COMMENT
MEDIUM	…/tests/cassettes/test_before_crew_with_none_input.yaml	239	\ as pharmaceuticals and materials science by significantly reducing the time and cost involved in experiments a	CODE
MEDIUM	…/tests/cassettes/test_before_crew_with_none_input.yaml	242	\ Additionally, these biotechnological capabilities necessitate new regulatory frameworks to address potential i	CODE
MEDIUM	…i/tests/cassettes/test_after_kickoff_modification.yaml	709	string: "{\n \"id\": \"chatcmpl-CYgR9gJ0H7DBVjTkIIeEt3ZAIu7vj\",\n \"object\": \"chat.completion\",\n \"created	CODE
MEDIUM	…i/tests/cassettes/test_after_kickoff_modification.yaml	711	\ gas emissions and urban congestion.\\n\\n---\\n\\n## 2. Smart Bicycle Integration with IoT and AI\\n\\nThe evo	CODE
MEDIUM⚡	…/tests/cassettes/test_before_kickoff_modification.yaml	650	\ switching from urban commuting to off-road trails or adapting cargo capacity without purchasing new bikes.\\n\	CODE
MEDIUM⚡	…/tests/cassettes/test_before_kickoff_modification.yaml	650	\ switching from urban commuting to off-road trails or adapting cargo capacity without purchasing new bikes.\\n\	CODE
MEDIUM⚡	…/tests/cassettes/test_before_kickoff_modification.yaml	654	\ Report 2025 detailing these efforts. These policies not only promote healthier lifestyles and reduce urban con	CODE
MEDIUM⚡	…i/tests/cassettes/test_multiple_before_after_crew.yaml	351	string: "{\n \"id\": \"chatcmpl-AUmaLpAABDTP3BKkKiS2moymgHfVk\",\n \"object\": \"chat.completion\",\n \"created	CODE
MEDIUM⚡	…i/tests/cassettes/test_multiple_before_after_crew.yaml	353	\ These modifications have the potential to increase yield and ensure food security worldwide.\\n\\nCRISPR techn	CODE
MEDIUM⚡	…i/tests/cassettes/test_multiple_before_after_crew.yaml	354	\ plant species, ensuring the availability of diverse genetic resources for future breeding programs or restorat	CODE
MEDIUM	…wai/tests/cassettes/test_before_crew_modification.yaml	243	\ lighter and more durable than ever before. These materials are particularly transformative in the racing and m	CODE
MEDIUM	…sts/cassettes/test_before_kickoff_with_none_input.yaml	301	actual complete content as the final answer, not a summary.\n\nThis is the context you''re working with:\n### Prev	CODE
MEDIUM	…sts/cassettes/test_before_kickoff_with_none_input.yaml	648	\ powered by foundation models.\\n- Accelerated development cycles for AI-driven products.\\n\\n### References\\	CODE
MEDIUM	…sts/cassettes/test_before_kickoff_with_none_input.yaml	659	\ public concerns about the environmental cost of AI.\\n- Encourages industry-wide standards for carbon-aware AI	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	1095	2025# Discovering state-of-the-art reinforcement learning algorithms\\n* [Junhyuk	CODE
MEDIUM	…t_kickoff_response_format_with_planning_and_tools.yaml	2092	2025# Discovering state-of-the-art reinforcement learning algorithms\\n* [Junhyuk	CODE
LOW	lib/crewai/tests/agents/test_lite_agent.py	721	# Magic: just call kickoff() normally - it auto-detects Flow context	COMMENT
MEDIUM	…c/crewai/experimental/evaluation/evaluation_display.py	346	"content": f"""You are an expert evaluator creating a comprehensive summary of agent performance fee	CODE
MEDIUM	…i/experimental/evaluation/metrics/reasoning_metrics.py	244	# NOTE: Uses simple n-gram similarity; embedding-based would be more robust	STRING
MEDIUM	…b/crewai/src/crewai/utilities/pydantic_schema_utils.py	713	"""Build a comprehensive field description including constraints.	STRING
MEDIUM⚡	…crewai/src/crewai/llms/providers/bedrock/completion.py	887	"""Handle streaming converse API call with comprehensive event handling."""	STRING

Redundant / Tautological Comments25 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	1354	# Check if replanning is needed before continuing	COMMENT
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	1523	# Check if the response is a list of tool calls	COMMENT
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	1925	# Check if tool has reached max usage count	COMMENT
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	2168	# Check if the expected tool was used	COMMENT
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	2250	# Check if replanning is needed before continuing	COMMENT
LOW	lib/crewai/src/crewai/experimental/agent_executor.py	2511	# Check if agent's last message indicates need for replanning	COMMENT
LOW	lib/crewai/src/crewai/mcp/client.py	201	# Check if it's an HTTP error (like 401)	COMMENT
LOW⚡	…crewai/src/crewai/llms/providers/bedrock/completion.py	889	# Check if structured_output tool already exists (from a previous recursive call)	COMMENT
LOW⚡	…crewai/src/crewai/llms/providers/bedrock/completion.py	896	# Check if structured_output tool is already in the tools list	COMMENT
LOW	…crewai/src/crewai/llms/providers/bedrock/completion.py	601	# Check if structured_output tool already exists (from a previous recursive call)	COMMENT
LOW	…crewai/src/crewai/llms/providers/bedrock/completion.py	1041	# Check if this is the structured_output tool	COMMENT
LOW	…crewai/src/crewai/llms/providers/bedrock/completion.py	1203	# Check if structured_output tool already exists (from a previous recursive call)	COMMENT
LOW	…crewai/src/crewai/llms/providers/bedrock/completion.py	1210	# Check if structured_output tool is already in the tools list	COMMENT
LOW	…crewai/src/crewai/llms/providers/bedrock/completion.py	1485	# Check if structured_output tool already exists (from a previous recursive call)	COMMENT
LOW	…crewai/src/crewai/llms/providers/bedrock/completion.py	1492	# Check if structured_output tool is already in the tools list	COMMENT
LOW	…crewai/src/crewai/llms/providers/bedrock/completion.py	1639	# Check if this is the structured_output tool	COMMENT
LOW	…ewai/src/crewai/llms/providers/anthropic/completion.py	963	# Check if Claude wants to use tools	COMMENT
LOW	lib/crewai/src/crewai/flow/runtime/__init__.py	1437	# Check if flow was paused again for human feedback (loop case)	COMMENT
LOW	lib/crewai/src/crewai/flow/runtime/__init__.py	2239	# Check if flow was paused for human feedback	COMMENT
LOW	lib/crewai/src/crewai/flow/runtime/__init__.py	2628	# Check if this is a HumanFeedbackPending exception (paused, not failed)	COMMENT
LOW	lib/crewai-tools/tests/tools/couchbase_tool_test.py	183	# Check if helper methods were called during init (via mocks in fixture)	COMMENT
LOW	…s/tools/databricks_query_tool/databricks_query_tool.py	336	# Check if we have results and a schema in a very defensive way	COMMENT
LOW	…s/tools/databricks_query_tool/databricks_query_tool.py	425	# Check if we're getting primarily single characters or the data structure seems off,	COMMENT
LOW	lib/crewai-tools/src/crewai_tools/tools/rag/rag_tool.py	304	# Check if it's a URL — only catch urlparse-specific errors here;	COMMENT
LOW	lib/crewai-tools/src/crewai_tools/tools/rag/rag_tool.py	319	# Check if it looks like a file path (not a plain text string).	COMMENT

Self-Referential Comments15 hits · 36 pts

Severity	File	Line	Snippet	Context
MEDIUM	…soning_effort_high_runs_full_observation_pipeline.yaml	515	\\n\\n```python\\n# Creating the file and writing the prime numbers to it\\nwith	CODE
MEDIUM	lib/crewai/tests/agents/test_lite_agent.py	60	# Define a custom response format using Pydantic	COMMENT
MEDIUM	lib/crewai/tests/agents/test_agent.py	2165	# Create an agent with a mocked LLM that uses an Anthropic model	COMMENT
MEDIUM	lib/crewai/tests/utilities/test_events.py	1115	# Create a mock call method that simulates empty chunks	COMMENT
MEDIUM	…crewai/src/crewai/llms/providers/bedrock/completion.py	1957	# Create a minimal tool spec from the toolUse block	COMMENT
MEDIUM	lib/crewai-tools/tests/tools/test_file_writer_tool.py	148	# Create a sibling "outside" directory so we can assert nothing was written there.	COMMENT
MEDIUM	…s/tools/databricks_query_tool/databricks_query_tool.py	768	# Create a new row with all columns, defaulting to None for missing ones	COMMENT
MEDIUM⚡	…s/merge_agent_handler_tool/merge_agent_handler_tool.py	246	# Create the Pydantic model	COMMENT
MEDIUM⚡	…rc/crewai_tools/aws/bedrock/browser/browser_toolkit.py	476	# Create the browser toolkit	STRING
MEDIUM⚡	…rc/crewai_tools/aws/bedrock/browser/browser_toolkit.py	479	# Create a CrewAI agent that uses the browser tools	STRING
MEDIUM⚡	…rc/crewai_tools/aws/bedrock/browser/browser_toolkit.py	487	# Create a task for the agent	STRING
MEDIUM	…s/bedrock/code_interpreter/code_interpreter_toolkit.py	532	# Create a new code interpreter for this thread	COMMENT
MEDIUM⚡	…s/bedrock/code_interpreter/code_interpreter_toolkit.py	467	# Create the code interpreter toolkit	STRING
MEDIUM⚡	…s/bedrock/code_interpreter/code_interpreter_toolkit.py	470	# Create a CrewAI agent that uses the code interpreter tools	STRING
MEDIUM⚡	…s/bedrock/code_interpreter/code_interpreter_toolkit.py	478	# Create a task for the agent	STRING

Overly Generic Function Names37 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	lib/crewai/tests/test_task_guardrails.py	145	def execute_task(task, context, tools):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	260	def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	274	async def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	327	def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	344	def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	363	def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	527	def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	982	def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	997	def my_method(self):	CODE
LOW⚡	lib/crewai/tests/test_flow_ask.py	1042	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	137	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	151	async def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	238	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	306	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	385	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	413	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	443	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	474	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	506	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	625	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	646	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	801	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	943	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	961	async def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	1020	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	1063	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	1097	def my_method(self):	CODE
LOW	lib/crewai/tests/test_flow_ask.py	1129	def my_method(self):	CODE
LOW	…tests/agents/agent_adapters/test_base_agent_adapter.py	18	def execute_task(	CODE
LOW	…b/crewai/tests/agents/agent_builder/test_base_agent.py	11	def execute_task(	CODE
LOW	lib/crewai/tests/events/test_event_ordering.py	308	async def my_method(self):	CODE
LOW	…i/agents/agent_adapters/langgraph/langgraph_adapter.py	163	def execute_task(	STRING
LOW	…/agents/agent_adapters/openai_agents/openai_adapter.py	109	def execute_task(	STRING
LOW	…b/crewai/src/crewai/agents/agent_builder/base_agent.py	656	def execute_task(	CODE
LOW	lib/crewai/src/crewai/agent/core.py	760	def execute_task(	CODE
LOW	lib/crewai/src/crewai/llms/hooks/transport.py	76	def handle_request(self, request: Request) -> Response:	CODE
LOW	lib/crewai/src/crewai/flow/async_feedback/providers.py	42	def my_method(self):	STRING

AI Structural Patterns21 hits · 18 pts

Severity	File	Line	Context
LOW	lib/crewai/tests/test_task_guardrails.py	423	CODE
LOW	lib/crewai/tests/test_llm.py	1148	CODE
LOW	lib/crewai/tests/test_flow_ask.py	240	CODE
LOW	lib/crewai/tests/test_checkpoint_cli.py	28	CODE
LOW	lib/crewai/tests/agents/test_lite_agent.py	750	CODE
LOW	lib/crewai/tests/agents/test_lite_agent.py	807	CODE
LOW	…crewai/src/crewai/experimental/conversational_mixin.py	470	CODE
LOW	lib/crewai/src/crewai/memory/unified_memory.py	430	CODE
LOW	lib/crewai/src/crewai/memory/unified_memory.py	523	CODE
LOW	lib/crewai/src/crewai/a2a/utils/delegation.py	135	CODE
LOW	lib/crewai/src/crewai/a2a/utils/delegation.py	239	CODE
LOW	lib/crewai/src/crewai/a2a/updates/polling/handler.py	45	CODE
LOW	…b/crewai/src/crewai/utilities/pydantic_schema_utils.py	799	CODE
LOW	lib/crewai/src/crewai/utilities/tool_utils.py	30	CODE
LOW	lib/crewai/src/crewai/utilities/tool_utils.py	152	CODE
LOW	lib/crewai/src/crewai/llms/base_llm.py	545	CODE
LOW	lib/crewai/src/crewai/flow/human_feedback.py	362	CODE
LOW	lib/crewai/src/crewai/flow/dsl/_human_feedback.py	23	CODE
LOW	…ols/singlestore_search_tool/singlestore_search_tool.py	123	CODE
LOW	…_tools/tools/daytona_sandbox_tool/daytona_file_tool.py	238	CODE
LOW	…rc/crewai_tools/tools/stagehand_tool/stagehand_tool.py	183	CODE

Synthetic Comment Markers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…t_kickoff_response_format_with_planning_and_tools.yaml	707	or click to view image in full size\\n![] \\nall images generated by gpt-image-1##	CODE
HIGH	…t_kickoff_response_format_with_planning_and_tools.yaml	1697	click to view image in full size\\n![] \\nall images generated by gpt-image-1##	CODE

Structural Annotation Overuse5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…/crewai_tools/tools/merge_agent_handler_tool/README.md	9	### Step 1: Set up a virtual environment (recommended)	COMMENT
LOW⚡	…/crewai_tools/tools/merge_agent_handler_tool/README.md	25	### Step 2: Install CrewAI Tools	COMMENT
LOW⚡	…/crewai_tools/tools/merge_agent_handler_tool/README.md	33	### Step 3: Set up your Agent Handler credentials	COMMENT
LOW	lib/devtools/src/crewai_devtools/cli.py	1143	# Step 1: update Edge changelogs first so the snapshot we freeze afterwards	COMMENT
LOW	lib/devtools/src/crewai_devtools/cli.py	1161	# Step 2: stable releases get a frozen snapshot + docs.json updates;	COMMENT

Over-Commented Block7 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	181	# langchain-core 1.0.0-1.3.2 has GHSA-pjwx-r37v-7724 (unsafe deserialization via broad load() allowlists); force 1.3.3+.	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	.github/workflows/vulnerability-scan.yml	81	# PYSEC-2026-97 - nltk 3.9.4: arbitrary file read in filestring(); no fix available	COMMENT
LOW	…ai/src/crewai/flow/visualization/assets/interactive.js	2321	};	COMMENT
LOW	lib/crewai/src/crewai/flow/runtime/__init__.py	2301	await asyncio.gather(	COMMENT
LOW	lib/cli/tests/test_utils.py	121		COMMENT
LOW	lib/cli/src/crewai_cli/model_catalog.py	41	# ── Tunables ─────────────────────────────────────────────────────	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	lib/devtools/src/crewai_devtools/cli.py	1143	# Step 1: update Edge changelogs first so the snapshot we freeze afterwards	COMMENT
LOW	lib/devtools/src/crewai_devtools/cli.py	1161	# Step 2: stable releases get a frozen snapshot + docs.json updates;	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings