agno-agi/agno

79.6

Adjusted Score

79.6

Raw Score

100%

Time Factor

2026-08-28

Last Push

42.0K

Stars

Python

Language

1.1M

Lines of Code

5.6K

Files

46.2K

Pattern Hits

2026-08-29

Scan Date

0.36

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 8HIGH 2019MEDIUM 14908LOW 29245

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 46180 distinct pattern matches across 26 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Decorative Section Separators13989 hits · 49520 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	cookbook/STYLE_GUIDE.md	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/STYLE_GUIDE.md	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/STYLE_GUIDE.md	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/STYLE_GUIDE.md	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/STYLE_GUIDE.md	42	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/STYLE_GUIDE.md	44	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/STYLE_GUIDE.md	47	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/STYLE_GUIDE.md	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/run.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/run.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/run.py	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/run.py	57	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/run.py	79	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/run.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	84	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	86	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	97	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	99	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	113	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_search_over_knowledge.py	115	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	39	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	48	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	50	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	86	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	88	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_memory.py	110	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_memory.py	112	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_memory.py	138	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_memory.py	140	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_storage.py	27	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_storage.py	29	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_storage.py	35	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_storage.py	37	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_storage.py	71	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_storage.py	73	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_storage.py	91	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_storage.py	93	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_storage.py	120	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_storage.py	122	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	31	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	33	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_learning.py	64	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_learning.py	66	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	86	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	88	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	111	# ---------------------------------------------------------------------------	STRING
MEDIUM	cookbook/00_quickstart/agent_with_learning.py	113	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	cookbook/00_quickstart/human_in_the_loop.py	32	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/human_in_the_loop.py	34	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/human_in_the_loop.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	cookbook/00_quickstart/human_in_the_loop.py	43	# ---------------------------------------------------------------------------	COMMENT
13929 more matches not shown…

Hyper-Verbose Identifiers19835 hits · 18236 pts

Severity	File	Line	Snippet	Context
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	25	async def create_and_populate_store(model: Gemini, documents_dir: Path):	CODE
LOW⚡	cookbook/90_models/groq/deep_knowledge.py	34	def initialize_knowledge_base():	CODE
LOW⚡	cookbook/12_context/25_write_tools_restriction.py	91	async def demo_calendar_create_only():	CODE
LOW⚡	cookbook/12_context/25_write_tools_restriction.py	136	async def demo_database_insert_only():	CODE
LOW	…okbook/02_agents/12_multimodal/media_input_for_tool.py	74	def create_sample_pdf_content() -> bytes:	STRING
LOW	cookbook/02_agents/11_approvals/approval_basic.py	24	def get_top_hackernews_stories(num_stories: int) -> str:	CODE
LOW	cookbook/02_agents/11_approvals/approval_async.py	25	def get_top_hackernews_stories(num_stories: int) -> str:	CODE
LOW⚡	…_agents/14_advanced/background_execution_structured.py	55	async def example_structured_background_run():	CODE
LOW	…_agents/14_advanced/background_execution_structured.py	118	async def example_multiple_background_runs():	CODE
LOW⚡	cookbook/02_agents/14_advanced/background_execution.py	38	async def example_background_run_with_polling():	CODE
LOW	cookbook/02_agents/14_advanced/background_execution.py	90	async def example_cancel_background_run():	CODE
LOW	cookbook/02_agents/14_advanced/background_execution.py	132	async def example_cancel_before_start():	CODE
LOW⚡	cookbook/02_agents/09_hooks/session_state_hooks.py	23	def track_conversation_topics(run_context: RunContext, run_input: RunInput) -> None:	CODE
LOW⚡	cookbook/02_agents/09_hooks/pre_hook_input.py	26	def comprehensive_input_validation(run_input: RunInput) -> None:	CODE
LOW⚡	cookbook/02_agents/09_hooks/post_hook_output.py	28	def validate_response_quality(run_output: RunOutput) -> None:	CODE
LOW	…k/02_agents/15_dependencies/dependencies_in_context.py	15	def get_top_hackernews_stories(num_stories: int = 5) -> str:	CODE
LOW	…s/10_human_in_the_loop/side_effecting_tool_approval.py	66	def _parse_provider_response_delta(self, response: Any) -> ModelResponse:	CODE
LOW	…2_agents/10_human_in_the_loop/confirmation_advanced.py	24	def get_top_hackernews_stories(num_stories: int) -> str:	CODE
LOW	…2_agents/10_human_in_the_loop/confirmation_required.py	24	def get_top_hackernews_stories(num_stories: int) -> str:	CODE
LOW	…2_agents/18_checkpointing/02_tool_error_persistence.py	95	async def scenario_b_model_call_fails() -> str:	CODE
LOW	…2_agents/18_checkpointing/02_tool_error_persistence.py	169	async def scenario_c_continue_failed_run(failed_run_id: str) -> None:	CODE
LOW⚡	cookbook/08_learning/07_patterns/research_assistant.py	40	def create_research_assistant(user_id: str, session_id: str) -> Agent:	CODE
LOW⚡	cookbook/08_learning/07_patterns/personal_assistant.py	34	def create_personal_assistant(user_id: str, session_id: str) -> Agent:	CODE
LOW	cookbook/environments/_22_sql_generation/joins.py	22	def executes_to_expected_rows(run, expected):	CODE
LOW	…ok/environments/_22_sql_generation/window_functions.py	23	def executes_to_expected_rows(run, expected):	CODE
LOW	cookbook/environments/_22_sql_generation/basic.py	23	def executes_to_expected_rows(run, expected):	CODE
LOW	…ling/_24_persona_driven_generation/diversity_report.py	137	def mean_pairwise_jaccard_distance(prompt_list: list) -> float:	CODE
LOW⚡	cookbook/scripts/tests/test_check_cookbook_pattern.py	31	def test_underscore_support_module_may_omit_main_gate(tmp_path: Path) -> None:	CODE
LOW⚡	cookbook/scripts/tests/test_check_cookbook_pattern.py	56	def test_underscore_support_module_still_fails_other_rules(tmp_path: Path) -> None:	CODE
LOW⚡	cookbook/scripts/tests/test_check_cookbook_pattern.py	77	def test_runnable_module_still_requires_main_gate(tmp_path: Path) -> None:	CODE
LOW	cookbook/03_teams/03_tools/custom_tools.py	15	def answer_from_known_questions(question: str) -> str:	CODE
LOW⚡	cookbook/03_teams/13_hooks/pre_hook_input.py	33	def comprehensive_team_input_validation(run_input: TeamRunInput, team: Team) -> None:	CODE
LOW⚡	cookbook/03_teams/13_hooks/post_hook_output.py	41	def validate_team_response_quality(run_output: TeamRunOutput, team: Team) -> None:	CODE
LOW	cookbook/03_teams/13_hooks/post_hook_output.py	131	def simple_team_coordination_check(run_output: TeamRunOutput, team: Team) -> None:	STRING
LOW	cookbook/03_teams/13_hooks/post_hook_output.py	182	def add_collaboration_summary(run_output: TeamRunOutput, team: Team) -> None:	CODE
LOW	…03_teams/23_checkpointing/02_tool_error_persistence.py	85	async def scenario_b_model_call_fails() -> str:	CODE
LOW	…03_teams/23_checkpointing/02_tool_error_persistence.py	151	async def scenario_c_continue_failed_run(failed_run_id: str) -> None:	CODE
LOW⚡	…okbook/03_teams/14_run_control/background_execution.py	36	async def example_team_background_run():	CODE
LOW	…okbook/03_teams/14_run_control/background_execution.py	102	async def example_cancel_team_background_run():	CODE
LOW⚡	cookbook/03_teams/08_streaming/team_streaming.py	65	async def streaming_with_aprint_response() -> None:	CODE
LOW⚡	…structured_input_output/structured_output_streaming.py	81	async def test_structured_streaming() -> None:	CODE
LOW	…structured_input_output/structured_output_streaming.py	97	async def test_structured_streaming_with_arun() -> None:	CODE
LOW	…s/04_structured_input_output/output_schema_override.py	89	async def test_async_streaming_override() -> None:	CODE
LOW⚡	cookbook/03_teams/02_modes/tasks/09_custom_tools.py	22	def calculate_compound_interest(	CODE
LOW	cookbook/03_teams/02_modes/tasks/09_custom_tools.py	46	def calculate_monthly_payment(principal: float, annual_rate: float, years: int) -> str:	CODE
LOW⚡	…_teams/10_context_compression/tool_call_compression.py	123	async def run_async_tool_compression() -> None:	STRING
LOW⚡	cookbook/03_teams/19_multimodal/media_input_for_tool.py	57	def create_sample_pdf_content() -> bytes:	STRING
LOW⚡	…teams/15_distributed_rag/02_distributed_rag_lancedb.py	127	async def async_distributed_rag_demo() -> None:	CODE
LOW	…teams/15_distributed_rag/02_distributed_rag_lancedb.py	144	def sync_distributed_rag_demo() -> None:	CODE
LOW	cookbook/01_demo/evals/__main__.py	204	def _print_reliability_verdict(	CODE
LOW	…k/09_evals/reliability/single_tool_calls/calculator.py	37	def multiply_with_argument_check():	CODE
LOW⚡	…09_evals/reliability/multiple_tool_calls/calculator.py	21	def multiply_and_exponentiate():	CODE
LOW⚡	cookbook/09_evals/reliability/team/ai_news.py	42	def evaluate_team_reliability():	CODE
LOW⚡	…kbook/05_agent_os/22_studio/standalone_studio_agent.py	126	def compose_workflow_directly() -> None:	CODE
LOW	…book/05_agent_os/05_human_in_the_loop/workflow_hitl.py	119	def resolve_step_requirements(	CODE
LOW⚡	…ls/sample_skills/system-info/scripts/list_directory.py	14	def create_directory_inventory(path: str) -> dict[str, object]:	CODE
LOW⚡	…05_agent_os/03_python_client/03_sessions_and_memory.py	26	async def manage_session_and_memory() -> None:	CODE
LOW⚡	cookbook/05_agent_os/07_security/test_scopes.py	103	def exercise_scope_enforcement(db_file: str) -> dict[str, int]:	CODE
LOW⚡	cookbook/05_agent_os/15_a2a/client.py	27	def create_unavailable_client() -> A2AClient:	CODE
LOW	cookbook/05_agent_os/21_factories/01_basic.py	60	def verify_resolution_contract() -> None:	CODE
19775 more matches not shown…

Cross-File Repetition1465 hits · 7325 pts

Severity	File	Line	Snippet	Context
HIGH	cookbook/90_models/lmstudio/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/cohere/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/meta/llama_openai/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/meta/llama/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/perplexity/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/openai/chat/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/openai/responses/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/vertexai/claude/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/anthropic/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/ollama/chat/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/mistral/memory.py	0	this recipe shows how to use personalized memories and summaries in an agent. steps: 1. run: `./cookbook/scripts/run_pgv	STRING
HIGH	cookbook/90_models/langdb/finance_agent.py	0	run `uv pip install openai ddgs yfinance` to install dependencies.	STRING
HIGH	cookbook/90_models/langdb/agent.py	0	run `uv pip install openai ddgs yfinance` to install dependencies.	STRING
HIGH	cookbook/90_models/ollama/chat/set_client.py	0	run `uv pip install openai ddgs yfinance` to install dependencies.	STRING
HIGH	cookbook/90_models/meta/llama_openai/tool_use.py	0	run `uv pip install openai ddgs yfinance` to install dependencies.	STRING
HIGH	cookbook/91_tools/multiple_tools.py	0	run `uv pip install openai ddgs yfinance` to install dependencies.	STRING
HIGH	cookbook/90_models/azure/ai_foundry/db.py	0	run `uv pip install ddgs sqlalchemy anthropic` to install dependencies.	STRING
HIGH	cookbook/90_models/azure/openai/db.py	0	run `uv pip install ddgs sqlalchemy anthropic` to install dependencies.	STRING
HIGH	cookbook/90_models/vertexai/claude/db.py	0	run `uv pip install ddgs sqlalchemy anthropic` to install dependencies.	STRING
HIGH	cookbook/90_models/anthropic/db.py	0	run `uv pip install ddgs sqlalchemy anthropic` to install dependencies.	STRING
HIGH	cookbook/90_models/aws/claude/db.py	0	run `uv pip install ddgs sqlalchemy anthropic` to install dependencies.	STRING
HIGH	cookbook/90_models/azure/ai_foundry/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf anthropic openai` to install dependencies.	STRING
HIGH	cookbook/90_models/azure/openai/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf anthropic openai` to install dependencies.	STRING
HIGH	cookbook/90_models/meta/llama_openai/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf anthropic openai` to install dependencies.	STRING
HIGH	cookbook/90_models/openai/chat/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf anthropic openai` to install dependencies.	STRING
HIGH	cookbook/90_models/openai/responses/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf anthropic openai` to install dependencies.	STRING
HIGH	cookbook/90_models/vertexai/claude/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf anthropic openai` to install dependencies.	STRING
HIGH	cookbook/90_models/anthropic/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf anthropic openai` to install dependencies.	STRING
HIGH	cookbook/90_models/groq/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf openai groq` to install dependencies.	STRING
HIGH	cookbook/90_models/groq/reasoning/demo_qwen_2_5_32B.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf openai groq` to install dependencies.	STRING
HIGH	cookbook/90_models/groq/reasoning/demo_deepseek_qwen.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf openai groq` to install dependencies.	STRING
HIGH	cookbook/90_models/meta/llama_openai/storage.py	0	run `uv pip install openai` to install dependencies.	STRING
HIGH	cookbook/90_models/openai/chat/db.py	0	run `uv pip install openai` to install dependencies.	STRING
HIGH	cookbook/90_models/openai/responses/db.py	0	run `uv pip install openai` to install dependencies.	STRING
HIGH	cookbook/90_models/litellm/db.py	0	run `uv pip install openai` to install dependencies.	STRING
HIGH	…ok/06_storage/in_memory/in_memory_storage_for_agent.py	0	run `uv pip install openai` to install dependencies.	STRING
HIGH	cookbook/91_tools/dalle_tools.py	0	run `uv pip install openai` to install dependencies.	STRING
HIGH	cookbook/90_models/xai/finance_agent.py	0	\ analyze the semiconductor market performance focusing on: - nvidia (nvda) - amd (amd) - intel (intc) - taiwan semicond	STRING
HIGH	cookbook/10_reasoning/teams/reasoning_finance_team.py	0	\ analyze the semiconductor market performance focusing on: - nvidia (nvda) - amd (amd) - intel (intc) - taiwan semicond	STRING
HIGH	cookbook/10_reasoning/tools/claude_reasoning_tools.py	0	\ analyze the semiconductor market performance focusing on: - nvidia (nvda) - amd (amd) - intel (intc) - taiwan semicond	STRING
HIGH	cookbook/90_models/cerebras_openai/db.py	0	run `uv pip install ddgs sqlalchemy cerebras_cloud_sdk` to install dependencies.	STRING
HIGH	cookbook/90_models/nebius/db.py	0	run `uv pip install ddgs sqlalchemy cerebras_cloud_sdk` to install dependencies.	STRING
HIGH	cookbook/90_models/cerebras/db.py	0	run `uv pip install ddgs sqlalchemy cerebras_cloud_sdk` to install dependencies.	STRING
HIGH	cookbook/90_models/cerebras_openai/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf cerebras_cloud_sdk` to install dependencies.	STRING
HIGH	cookbook/90_models/nebius/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf cerebras_cloud_sdk` to install dependencies.	STRING
HIGH	cookbook/90_models/cerebras/knowledge.py	0	run `uv pip install ddgs sqlalchemy pgvector pypdf cerebras_cloud_sdk` to install dependencies.	STRING
HIGH	cookbook/90_models/anthropic/pdf_input_file_upload.py	0	in this example, we upload a pdf file to google genai directly and then use it as an input to an agent.	STRING
HIGH	cookbook/90_models/anthropic/image_input_file_upload.py	0	in this example, we upload a pdf file to google genai directly and then use it as an input to an agent.	STRING
HIGH	cookbook/90_models/anthropic/image_input_local_file.py	0	in this example, we upload a pdf file to google genai directly and then use it as an input to an agent.	STRING
HIGH	cookbook/90_models/openai/chat/pdf_input_file_upload.py	0	in this example, we upload a pdf file to google genai directly and then use it as an input to an agent.	STRING
HIGH	…ok/90_models/anthropic/append_trailing_user_message.py	0	litellm append trailing user message ===================================== claude 4.6+ does not support assistant messag	STRING
HIGH	…k/90_models/aws/claude/append_trailing_user_message.py	0	litellm append trailing user message ===================================== claude 4.6+ does not support assistant messag	STRING
HIGH	…book/90_models/litellm/append_trailing_user_message.py	0	litellm append trailing user message ===================================== claude 4.6+ does not support assistant messag	STRING
HIGH	cookbook/90_models/mistral/tool_use.py	0	get the current weather for a city. args: city: the city to get weather for.	STRING
HIGH	…/08_human_in_the_loop/executor_hitl/03_team_in_step.py	0	get the current weather for a city. args: city: the city to get weather for.	STRING
HIGH	…_the_loop/executor_hitl/09_executor_continued_event.py	0	get the current weather for a city. args: city: the city to get weather for.	STRING
HIGH	…man_in_the_loop/executor_hitl/01_agent_confirmation.py	0	get the current weather for a city. args: city: the city to get weather for.	STRING
HIGH	…the_loop/executor_hitl/02_agent_confirmation_stream.py	0	get the current weather for a city. args: city: the city to get weather for.	STRING
HIGH	…agno/tests/integration/workflows/test_executor_hitl.py	0	get the current weather for a city. args: city: the city to get weather for.	STRING
HIGH	…/teams/human_in_the_loop/test_team_user_input_flows.py	0	get the current weather for a city. args: city: the city to get weather for.	STRING
1405 more matches not shown…

Excessive Try-Catch Wrapping4299 hits · 3560 pts

Severity	File	Line	Snippet	Context
LOW	cookbook/90_models/clients/http_client_caching.py	141	except Exception as e:	CODE
MEDIUM⚡	…kbook/90_models/google/gemini/pdf_input_file_upload.py	59	print("Error: File was not ready after multiple attempts.")	CODE
LOW⚡	…ok/90_models/google/gemini/file_search_image_upload.py	121	except Exception as e:	CODE
LOW	…ok/90_models/google/gemini/file_search_rag_pipeline.py	89	except Exception as e:	CODE
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	177	except Exception as e:	CODE
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	230	except Exception as e:	CODE
LOW	…book/90_models/google/gemini/file_upload_with_cache.py	40	except Exception:	CODE
LOW	…ook/90_models/google/gemini/video_input_file_upload.py	34	except Exception as e:	CODE
LOW⚡	…ook/90_models/google/gemini/video_input_file_upload.py	56	except Exception as e:	CODE
LOW⚡	…ook/90_models/google/gemini/audio_input_file_upload.py	32	except Exception as e:	CODE
MEDIUM⚡	…ook/90_models/google/gemini/audio_input_file_upload.py	33	print(f"Error getting file {audio_path.stem}: {e}")	CODE
LOW⚡	…ook/90_models/google/gemini/audio_input_file_upload.py	43	except Exception as e:	CODE
MEDIUM⚡	…ook/90_models/google/gemini/audio_input_file_upload.py	44	print(f"Error uploading audio: {e}")	CODE
LOW	cookbook/90_models/cometapi/multi_model.py	22	except Exception as e:	CODE
LOW⚡	cookbook/90_models/openai/chat/audio_output_stream.py	60	except Exception as e:	CODE
MEDIUM⚡	cookbook/90_models/openai/chat/audio_output_stream.py	61	print(f"Error decoding audio: {e}")	CODE
LOW	cookbook/02_agents/12_multimodal/audio_streaming.py	61	except Exception as e:	CODE
MEDIUM	cookbook/02_agents/12_multimodal/audio_streaming.py	62	print(f"Error decoding audio: {e}")	CODE
LOW	cookbook/02_agents/14_advanced/metrics.py	65	except Exception as e:	CODE
MEDIUM	cookbook/02_agents/14_advanced/metrics.py	66	print(f"Error getting session metrics: {e}")	CODE
LOW	cookbook/02_agents/14_advanced/cancel_run.py	83	except Exception as e:	CODE
MEDIUM	cookbook/02_agents/14_advanced/cancel_run.py	182	print(f"Error: {result['error']}")	CODE
LOW	…_agents/14_advanced/background_execution_structured.py	108	except Exception:	CODE
LOW	cookbook/02_agents/09_hooks/pre_hook_input.py	122	except Exception as e:	STRING
LOW	…s/sample_skills/git-workflow/scripts/commit_message.py	120	except Exception as e:	CODE
LOW⚡	…kills/sample_skills/code-review/scripts/check_style.py	77	except Exception as e:	CODE
LOW	…2_agents/18_checkpointing/02_tool_error_persistence.py	71	except Exception as e:	CODE
LOW	…2_agents/18_checkpointing/02_tool_error_persistence.py	131	except Exception as e:	CODE
LOW	…2_agents/18_checkpointing/02_tool_error_persistence.py	209	except Exception as e:	CODE
LOW	…okbook/08_learning/06_quick_tests/03_no_db_graceful.py	67	except Exception as e:	CODE
LOW	…okbook/08_learning/06_quick_tests/03_no_db_graceful.py	92	except Exception as e:	CODE
MEDIUM⚡	…8_learning/08_custom_stores/02_custom_store_with_db.py	298	print(f"Error saving project notes: {e}")	CODE
MEDIUM	…8_learning/08_custom_stores/02_custom_store_with_db.py	114	print(f"Error retrieving project notes: {e}")	CODE
MEDIUM	…8_learning/08_custom_stores/02_custom_store_with_db.py	143	print(f"Error retrieving project notes: {e}")	CODE
LOW⚡	…8_learning/08_custom_stores/02_custom_store_with_db.py	297	except Exception as e:	CODE
LOW	…8_learning/08_custom_stores/02_custom_store_with_db.py	113	except Exception as e:	CODE
LOW	…8_learning/08_custom_stores/02_custom_store_with_db.py	142	except Exception as e:	CODE
LOW	…book/data_labeling/_26_scale_out/with_cost_tracking.py	112	except Exception:	CODE
LOW	cookbook/data_labeling/_26_scale_out/resumable.py	112	except Exception:	CODE
LOW	cookbook/data_labeling/_26_scale_out/basic.py	102	except Exception:	CODE
LOW	…labeling/_05_text_pairwise_preference/jury_hardened.py	110	except Exception:	STRING
LOW	cookbook/data_labeling/image_search/workflows/ingest.py	130	except Exception as e:	CODE
LOW	cookbook/observability/trace_to_database.py	217	except Exception as e:	CODE
LOW⚡	…/workflows/arize_phoenix_via_openinference_workflow.py	120	except Exception as e:	CODE
MEDIUM⚡	…/workflows/arize_phoenix_via_openinference_workflow.py	121	print(f"Error: {e}")	CODE
LOW⚡	…lity/workflows/langfuse_via_openinference_workflows.py	132	except Exception as e:	CODE
MEDIUM⚡	…lity/workflows/langfuse_via_openinference_workflows.py	133	print(f"Error: {e}")	CODE
LOW	cookbook/03_teams/07_session/session_options.py	78	except Exception as e:	CODE
MEDIUM	cookbook/03_teams/07_session/session_options.py	79	print(f"Error getting chat history: {e}")	CODE
LOW	cookbook/03_teams/07_session/session_options.py	90	except Exception as e:	CODE
MEDIUM	cookbook/03_teams/07_session/session_options.py	91	print(f"Error getting chat history: {e}")	CODE
LOW	cookbook/03_teams/13_hooks/pre_hook_input.py	248	except Exception as e:	STRING
LOW⚡	cookbook/03_teams/13_hooks/post_hook_output.py	277	except Exception as e:	CODE
LOW	…03_teams/23_checkpointing/02_tool_error_persistence.py	61	except Exception as e:	CODE
LOW	…03_teams/23_checkpointing/02_tool_error_persistence.py	115	except Exception as e:	CODE
LOW	…03_teams/23_checkpointing/02_tool_error_persistence.py	177	except Exception as e:	CODE
LOW	cookbook/03_teams/14_run_control/cancel_run.py	88	except Exception as e:	CODE
MEDIUM	cookbook/03_teams/14_run_control/cancel_run.py	186	print(f"Error: {result['error']}")	CODE
LOW⚡	…03_teams/05_knowledge/04_team_with_custom_retriever.py	69	except Exception as e:	CODE
LOW	…eams/15_distributed_rag/01_distributed_rag_pgvector.py	138	except Exception as e:	CODE
4239 more matches not shown…

Self-Referential Comments625 hits · 2188 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	cookbook/00_quickstart/agent_with_memory.py	87	# Create the Agent	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_storage.py	72	# Create the Agent	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_learning.py	65	# Create the Agent	STRING
MEDIUM⚡	cookbook/00_quickstart/human_in_the_loop.py	75	# Create the Agent	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_guardrails.py	88	# Create the Agent with Guardrails	STRING
MEDIUM⚡	cookbook/00_quickstart/sequential_workflow.py	115	# Create the Workflow	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_typed_input_output.py	108	# Create the Agent	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_state_management.py	113	# Create the Agent	STRING
MEDIUM⚡	cookbook/00_quickstart/agent_with_tools.py	24	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/00_quickstart/agent_with_structured_output.py	95	# Create the Agent	STRING
MEDIUM⚡	cookbook/90_models/moonshot/structured_output.py	26	# Define the output schema	COMMENT
MEDIUM⚡	…book/90_models/openrouter/chat/dynamic_model_router.py	20	# Create an agent with dynamic models	COMMENT
MEDIUM⚡	…ok/90_models/google/gemini/file_search_image_upload.py	54	# Create a multimodal store with gemini-embedding-2 for image support	COMMENT
MEDIUM	cookbook/90_models/google/gemini/parallel_grounding.py	29	# Create an agent with Parallel web search grounding	COMMENT
MEDIUM⚡	…book/90_models/google/gemini/file_upload_with_cache.py	57	# Create a cache with 5min TTL	COMMENT
MEDIUM	cookbook/90_models/google/gemini/gemini_2_to_3.py	33	# Create a new agent with Gemini 3 Pro and re-use the history from the previous session	COMMENT
MEDIUM⚡	cookbook/90_models/groq/reasoning_agent.py	15	# Create a reasoning agent that uses:	COMMENT
MEDIUM⚡	cookbook/90_models/groq/reasoning/finance_agent.py	16	# Create an Agent with Groq and YFinanceTools	COMMENT
MEDIUM⚡	cookbook/90_models/xiaomi/structured_output.py	17	# Define the output schema	COMMENT
MEDIUM⚡	cookbook/90_models/anthropic/markdown_input.py	17	# Create a sample markdown file	COMMENT
MEDIUM⚡	…ok/90_models/anthropic/skills/agent_with_powerpoint.py	23	# Create a simple agent with PowerPoint skills	COMMENT
MEDIUM⚡	…okbook/90_models/anthropic/skills/multi_skill_agent.py	23	# Create an agent with multiple skills	COMMENT
MEDIUM⚡	cookbook/90_models/anthropic/skills/agent_with_excel.py	23	# Create a simple agent with Excel skills	COMMENT
MEDIUM⚡	…ook/90_models/anthropic/skills/agent_with_documents.py	23	# Create a simple agent with Word document skills	COMMENT
MEDIUM⚡	cookbook/90_models/dashscope/knowledge_tools.py	20	# Create a knowledge containing information from a URL	COMMENT
MEDIUM⚡	cookbook/90_models/mistral/tool_use.py	11	# Define a tool	COMMENT
MEDIUM⚡	cookbook/93_components/save_team.py	39	# Create the team	COMMENT
MEDIUM⚡	cookbook/12_context/01_web_exa.py	23	# Create the provider	COMMENT
MEDIUM⚡	cookbook/12_context/01_web_exa.py	29	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/15_wiki_git.py	62	# Create the provider	COMMENT
MEDIUM⚡	cookbook/12_context/15_wiki_git.py	77	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/13_workspace.py	27	# Create the provider	COMMENT
MEDIUM⚡	cookbook/12_context/13_workspace.py	37	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/11_web_parallel_mcp.py	35	# Create the provider (unconnected)	COMMENT
MEDIUM⚡	cookbook/12_context/03_web_parallel.py	28	# Create the provider	COMMENT
MEDIUM⚡	cookbook/12_context/03_web_parallel.py	34	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/21_gdrive_office.py	40	# Create the provider (service-account path from env)	COMMENT
MEDIUM⚡	cookbook/12_context/21_gdrive_office.py	45	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/04_database_read_write.py	55	# Create the provider — same engine for read + write in this demo	COMMENT
MEDIUM⚡	cookbook/12_context/04_database_read_write.py	70	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/16_wiki_with_web.py	43	# Create the provider — storage + web ingestion are two separate backends.	COMMENT
MEDIUM⚡	cookbook/12_context/16_wiki_with_web.py	55	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/14_wiki_filesystem.py	47	# Create the provider	COMMENT
MEDIUM⚡	cookbook/12_context/14_wiki_filesystem.py	56	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/06_mcp_server.py	42	# Create the provider (unconnected)	COMMENT
MEDIUM⚡	cookbook/12_context/15a_wiki_notion.py	74	# Create the provider	COMMENT
MEDIUM⚡	cookbook/12_context/15a_wiki_notion.py	88	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/17_wiki_dual.py	77	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/07_google_drive.py	33	# Create the provider (service-account path from env)	COMMENT
MEDIUM⚡	cookbook/12_context/07_google_drive.py	38	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/05_slack.py	43	# Create the provider (token read from SLACK_BOT_TOKEN / SLACK_TOKEN)	COMMENT
MEDIUM⚡	cookbook/12_context/05_slack.py	48	# Create the Agent	COMMENT
MEDIUM⚡	cookbook/12_context/02_web_exa_mcp.py	33	# Create the provider (unconnected)	COMMENT
MEDIUM⚡	cookbook/12_context/00_filesystem.py	22	# Create the provider	COMMENT
MEDIUM⚡	cookbook/12_context/00_filesystem.py	31	# Create the Agent	COMMENT
MEDIUM⚡	…s/05_state_and_session/session_state_multiple_users.py	62	# Create an Agent that maintains state	COMMENT
MEDIUM⚡	…02_agents/05_state_and_session/session_state_events.py	23	# Create an Agent that maintains state	COMMENT
MEDIUM⚡	…ts/05_state_and_session/session_state_manual_update.py	23	# Create an Agent that maintains state	COMMENT
MEDIUM⚡	…_agents/05_state_and_session/session_state_advanced.py	60	# Create a Shopping List Manager Agent that maintains state	COMMENT
MEDIUM⚡	…/02_agents/05_state_and_session/session_state_basic.py	23	# Create an Agent that maintains state	COMMENT
565 more matches not shown…

Docstring Block Structure445 hits · 2105 pts

Severity	File	Line	Snippet	Context
HIGH	…ls/sample_skills/code-review/references/style-guide.md	90	Process user data and return formatted result. Args: user_id: The unique identifier for the user. i	STRING
HIGH	libs/agno/agno/filters.py	398	Reconstruct a FilterExpr object from its dictionary representation. This function deserializes filter expressions t	STRING
HIGH	libs/agno/agno/learn/stores/user_memory.py	361	Save or update information about this user for future conversations. Use this when you learn something	STRING
HIGH	libs/agno/agno/learn/stores/user_memory.py	403	Save or update information about this user for future conversations. Use this when you learn something	STRING
HIGH	libs/agno/agno/learn/stores/learned_knowledge.py	674	Search for relevant insights in the knowledge base. ALWAYS call this: 1. Before answering quest	STRING
HIGH	libs/agno/agno/learn/stores/learned_knowledge.py	714	Search for relevant insights in the knowledge base. ALWAYS call this: 1. Before answering quest	STRING
HIGH	libs/agno/agno/learn/stores/user_profile.py	412	Update user profile fields. Use this to update structured information about the user. Only provide fiel	STRING
HIGH	libs/agno/agno/tools/unsplash.py	86	Make an authenticated request to the Unsplash API. Args: endpoint: API endpoint path (e.g., "/searc	STRING
HIGH	libs/agno/agno/tools/zendesk.py	57	Searches for articles in Zendesk Help Center that match the given search string. Parameters: s	STRING
HIGH	libs/agno/agno/tools/apify.py	225	Create an Apify client instance with a custom user-agent. Args: token (str): API token Returns:	STRING
HIGH	libs/agno/agno/tools/apify.py	259	Get the latest build of an Actor from the default build tag. Args: apify_client (ApifyClient): An instance	STRING
HIGH	libs/agno/agno/tools/mcp_toolbox.py	110	Loads the tool with the given tool name from the Toolbox service. Args: tool_name (str): The name o	STRING
HIGH	libs/agno/agno/tools/decorator.py	89	Decorator to convert a function into a Function that can be used by an agent. Args: name: Optional[str] - O	STRING
HIGH	libs/agno/agno/tools/linear.py	139	Retrieve details of a specific issue by issue ID. Args: issue_id (str): The unique identif	STRING
HIGH	libs/agno/agno/tools/linear.py	186	Create a new issue within a specific project and team. Args: title (str): The title of the	STRING
HIGH	libs/agno/agno/tools/linear.py	246	Update the title or state of a specific issue by issue ID. Args: issue_id (str): The uniqu	STRING
HIGH	libs/agno/agno/tools/linear.py	297	Retrieve issues assigned to a specific user by user ID. Args: user_id (str): The unique id	STRING
HIGH	libs/agno/agno/tools/linear.py	345	Retrieve issues within a specific workflow state by workflow ID. Args: workflow_id (str):	STRING
HIGH	libs/agno/agno/tools/sql.py	118	Use this function to run a SQL query and return the result. Args: query (str): The query to run.	STRING
HIGH	libs/agno/agno/tools/spotify.py	658	Search for tracks on Spotify. Use this to find songs by name, artist, album, or any combination. Exampl	STRING
HIGH	libs/agno/agno/tools/brandfetch.py	71	Search for brand data by identifier (domain, brand id, isin, stock ticker). Args: identifi	STRING
HIGH	libs/agno/agno/tools/brandfetch.py	106	Search for brand data by identifier (domain, brand id, isin, stock ticker). Args: identifi	STRING
HIGH	libs/agno/agno/tools/brandfetch.py	142	Search for brands by name using the Brand Search API - can give you the right brand id to use for the brand api	STRING
HIGH	libs/agno/agno/tools/brandfetch.py	178	Search for brands by name using the Brand Search API - can give you the right brand id to use for the brand api	STRING
HIGH	libs/agno/agno/tools/google/bigquery.py	104	Use this function to run a BigQuery SQL query and return the result. Args: query (str): The query to	STRING
HIGH	libs/agno/agno/tools/google/calendar.py	748	Create a Google Calendar event from a natural language description. Examples: "Meeting with John tomorr	STRING
HIGH	libs/agno/agno/memory/strategies/summarize.py	49	Summarize multiple memories into single comprehensive summary. Args: memories: List of UserMemory o	STRING
HIGH	libs/agno/agno/memory/strategies/summarize.py	126	Async version: Summarize multiple memories into single comprehensive summary. Args: memories: List	STRING
HIGH	libs/agno/agno/vectordb/llamaindex/llamaindexdb.py	101	Returns relevant documents matching the query. Args: query (str): The query string to sear	STRING
HIGH	libs/agno/agno/vectordb/langchaindb/langchaindb.py	111	Returns relevant documents matching the query. Args: query (str): The query string to sear	STRING
HIGH	libs/agno/agno/vectordb/opensearch/opensearch.py	79	Initialize OpenSearch vector database. Args: index_name: Name of the OpenSearch index	STRING
HIGH	libs/agno/agno/vectordb/opensearch/opensearch.py	761	Prepare a document for indexing by ensuring proper structure and embeddings. Args: doc: Do	STRING
HIGH	libs/agno/agno/vectordb/opensearch/opensearch.py	2042	Generate embedding for search query. Args: query: Search query string Returns:	STRING
HIGH	libs/agno/agno/vectordb/couchbase/couchbase.py	737	Prepare a document for insertion into Couchbase. Args: document: Document to prepare	STRING
HIGH	libs/agno/agno/utils/tokens.py	138	Format JSON Schema object properties as TypeScript object properties. Args: parameters: A JSON Schema	STRING
HIGH	libs/agno/agno/utils/knowledge.py	40	``{"user_id": ...}`` only when the callee accepts it. ``**kwargs`` counts as accepting it: ``KnowledgeProtocol`` is	STRING
HIGH	libs/agno/agno/utils/knowledge.py	83	``{"user_id": ...}`` when the callee accepts it; fail closed when it can't honour a scope. The strict sibling of :f	STRING
HIGH	libs/agno/agno/agent/agent.py	1770	Get an Agent by id from the database (new entities/configs schema). Resolution order: - if label is provid	STRING
HIGH	libs/agno/agno/agent/_storage.py	1183	Create an agent from a dictionary. Args: cls: The Agent class (or subclass) to instantiate. da	STRING
HIGH	libs/agno/agno/agent/_storage.py	1496	Save the agent component and config. Args: agent: The Agent instance. db: The database to save	STRING
HIGH	libs/agno/agno/agent/_storage.py	1609	Delete the agent component. Args: agent: The Agent instance. db: The database to delete the co	STRING
HIGH	libs/agno/agno/models/google/gemini.py	1777	Wait for a long-running operation to complete. Args: operation: The operation object to wa	STRING
HIGH	libs/agno/agno/models/anthropic/claude.py	789	Stream a response from the Anthropic API. Args: messages (List[Message]): A list of messag	STRING
HIGH	libs/agno/agno/models/anthropic/claude.py	901	Stream an asynchronous response from the Anthropic API. Args: messages (List[Message]): A l	STRING
HIGH	libs/agno/agno/team/team.py	1863	Get a Team by id from the database. Resolution order: - if version is provided: load that version - el	STRING
HIGH	libs/agno/agno/team/_storage.py	946	Create a Team from a dictionary. Args: data: Dictionary containing team configuration db: Opti	STRING
HIGH	libs/agno/agno/team/_storage.py	1431	Save the team component and config to the database, including member agents/teams. Args: db: The datab	STRING
HIGH	libs/agno/agno/team/_storage.py	1642	Delete the team component. Args: db: The database to delete the component from. hard_delete: W	STRING
HIGH	libs/agno/agno/knowledge/reader/pdf_reader.py	103	Identifies and removes or reformats page numbers from a list of PDF page contents, based on the most consistent seq	STRING
HIGH	libs/agno/agno/knowledge/reader/website_reader.py	154	Crawls a website and returns a dictionary of URLs and their corresponding content. Parameters:	STRING
HIGH	libs/agno/agno/knowledge/reader/website_reader.py	289	Asynchronously crawls a website and returns a dictionary of URLs and their corresponding content. Para	STRING
HIGH	libs/agno/agno/knowledge/reader/csv_reader.py	69	Read a CSV file and return a list of documents. Args: file: Path to CSV file, file path string, or	STRING
HIGH	libs/agno/agno/knowledge/reader/csv_reader.py	138	Read a CSV file asynchronously, processing batches of rows concurrently. Args: file: Path to CSV fi	STRING
HIGH	libs/agno/agno/knowledge/reader/reader_factory.py	320	Get the reader CLASS without instantiation. This is useful for accessing class methods like get_supported_chunk	STRING
HIGH	libs/agno/agno/hooks/decorator.py	57	Decorator to configure hook behavior. Args: run_in_background: If True, this hook will be scheduled as a Fa	STRING
HIGH	libs/agno/agno/workflow/workflow.py	417	Build a workflow version's ``component_links`` rows from its steps. Every surface that persists a workflow config -	STRING
HIGH	libs/agno/agno/workflow/workflow.py	1219	Create a Workflow from a dictionary. Args: data: Dictionary containing workflow configurat	STRING
HIGH	libs/agno/agno/workflow/workflow.py	1326	Save the workflow component and config. Args: db: The database to save the component and c	STRING
HIGH	libs/agno/agno/workflow/workflow.py	6522	Continue a paused workflow run after step confirmation. This method resumes a workflow that was paused due to a	STRING
HIGH	libs/agno/agno/workflow/workflow.py	8544	Continue a paused workflow run after step confirmation (async version). This method resumes a workflow that was	STRING
385 more matches not shown…

Unused Imports1200 hits · 1124 pts

Severity	File	Line	Context
LOW	cookbook/90_models/lmstudio/basic.py	8	CODE
LOW	cookbook/90_models/langdb/structured_output.py	10	CODE
LOW	cookbook/90_models/langdb/structured_output.py	13	CODE
LOW	cookbook/90_models/langdb/basic.py	8	CODE
LOW	cookbook/90_models/langdb/agent.py	3	CODE
LOW	cookbook/90_models/moonshot/structured_output.py	21	CODE
LOW	cookbook/90_models/cohere/basic.py	8	CODE
LOW	cookbook/90_models/requesty/basic.py	8	CODE
LOW	cookbook/90_models/sambanova/basic.py	8	CODE
LOW	cookbook/90_models/tokenlab/basic.py	10	CODE
LOW	cookbook/90_models/portkey/structured_output.py	10	CODE
LOW	cookbook/90_models/portkey/basic.py	8	CODE
LOW	cookbook/90_models/together/structured_output.py	10	CODE
LOW	cookbook/90_models/together/structured_output.py	13	CODE
LOW	cookbook/90_models/together/basic.py	8	CODE
LOW	cookbook/90_models/vercel/basic.py	8	CODE
LOW	cookbook/90_models/openrouter/chat/structured_output.py	10	CODE
LOW	cookbook/90_models/openrouter/chat/structured_output.py	13	CODE
LOW	cookbook/90_models/openrouter/chat/basic.py	8	CODE
LOW	cookbook/90_models/inception/structured_output.py	10	CODE
LOW	cookbook/90_models/inception/structured_output.py	13	CODE
LOW	cookbook/90_models/inception/basic.py	15	CODE
LOW	cookbook/90_models/siliconflow/basic.py	8	CODE
LOW	…okbook/90_models/azure/ai_foundry/structured_output.py	10	CODE
LOW	…okbook/90_models/azure/ai_foundry/structured_output.py	13	CODE
LOW	cookbook/90_models/azure/ai_foundry/demo_cohere.py	8	CODE
LOW	cookbook/90_models/azure/ai_foundry/demo_mistral.py	8	CODE
LOW	cookbook/90_models/azure/ai_foundry/basic.py	8	CODE
LOW	cookbook/90_models/azure/openai/basic.py	8	CODE
LOW	cookbook/90_models/deepinfra/json_output.py	10	CODE
LOW	cookbook/90_models/deepinfra/json_output.py	13	CODE
LOW	cookbook/90_models/deepinfra/basic.py	8	CODE
LOW	cookbook/90_models/google/gemini/vertexai.py	17	CODE
LOW	cookbook/90_models/google/gemini/basic.py	8	CODE
LOW	cookbook/90_models/trustedrouter/structured_output.py	10	CODE
LOW	cookbook/90_models/trustedrouter/structured_output.py	13	CODE
LOW	cookbook/90_models/fireworks/basic.py	8	CODE
LOW	cookbook/90_models/cloudflare/structured_output.py	10	CODE
LOW	cookbook/90_models/cloudflare/structured_output.py	13	CODE
LOW	cookbook/90_models/groq/basic.py	8	CODE
LOW	…kbook/90_models/meta/llama_openai/structured_output.py	10	CODE
LOW	…kbook/90_models/meta/llama_openai/structured_output.py	13	CODE
LOW	cookbook/90_models/meta/llama_openai/basic.py	8	CODE
LOW	cookbook/90_models/meta/llama/structured_output.py	10	CODE
LOW	cookbook/90_models/meta/llama/structured_output.py	13	CODE
LOW	cookbook/90_models/meta/llama/basic.py	8	CODE
LOW	cookbook/90_models/minimax/structured_output.py	10	CODE
LOW	cookbook/90_models/minimax/structured_output.py	13	CODE
LOW	cookbook/90_models/deepseek/structured_output.py	10	CODE
LOW	cookbook/90_models/deepseek/basic.py	8	CODE
LOW	cookbook/90_models/xai/basic.py	8	CODE
LOW	cookbook/90_models/ibm/watsonx/structured_output.py	10	CODE
LOW	cookbook/90_models/ibm/watsonx/structured_output.py	13	CODE
LOW	cookbook/90_models/ibm/watsonx/basic.py	8	CODE
LOW	…okbook/90_models/vertexai/claude/basic_with_timeout.py	8	CODE
LOW	cookbook/90_models/vertexai/claude/basic.py	8	CODE
LOW	cookbook/90_models/nexus/basic.py	8	CODE
LOW	cookbook/90_models/perplexity/structured_output.py	10	CODE
LOW	cookbook/90_models/perplexity/basic.py	8	CODE
LOW	cookbook/90_models/perplexity/web_search.py	8	CODE
1140 more matches not shown…

Deep Nesting1468 hits · 1052 pts

Severity	File	Line	Context
LOW	…ok/90_models/google/gemini/file_search_rag_pipeline.py	95	CODE
LOW	…enai/chat/access_memories_in_memory_completed_event.py	31	CODE
LOW	…omponents/workflows/save_hitl_condition_loop_router.py	199	CODE
LOW	cookbook/02_agents/14_advanced/cancel_run.py	17	CODE
LOW	…_agents/14_advanced/background_execution_structured.py	55	CODE
LOW	cookbook/02_agents/14_advanced/compression_events.py	27	CODE
LOW	…agents/14_advanced/background_execution_concurrency.py	44	CODE
LOW	…human_in_the_loop/confirmation_required_mcp_toolkit.py	39	CODE
LOW	…2_agents/18_checkpointing/02_tool_error_persistence.py	95	CODE
LOW	…8_learning/08_custom_stores/01_minimal_custom_store.py	77	CODE
LOW	…a_labeling/_19_inter_annotator_agreement/jury_votes.py	199	CODE
LOW	…k/data_labeling/_19_inter_annotator_agreement/basic.py	164	CODE
LOW	cookbook/data_labeling/image_search/workflows/ingest.py	114	CODE
LOW	cookbook/observability/trace_to_database.py	43	CODE
LOW	cookbook/scripts/cookbook_runner.py	205	CODE
LOW	…03_teams/23_checkpointing/02_tool_error_persistence.py	85	CODE
LOW	cookbook/03_teams/14_run_control/cancel_run.py	22	CODE
LOW	…book/03_teams/17_dependencies/dependencies_in_tools.py	46	CODE
LOW	cookbook/03_teams/02_modes/tasks_stream.py	73	CODE
LOW	cookbook/03_teams/02_modes/tasks/11_streaming_events.py	74	CODE
LOW	…/03_teams/01_quickstart/08_concurrent_member_agents.py	62	CODE
LOW	cookbook/01_demo/evals/__main__.py	68	CODE
LOW	cookbook/05_agent_os/22_studio/studio_hitl_agent_os.py	113	CODE
LOW	cookbook/05_agent_os/22_studio/studio_hitl_agent.py	147	CODE
LOW	cookbook/05_agent_os/05_human_in_the_loop/user_input.py	95	CODE
LOW	…book/05_agent_os/05_human_in_the_loop/workflow_hitl.py	119	CODE
LOW	…book/05_agent_os/05_human_in_the_loop/team_approval.py	103	CODE
LOW	cookbook/05_agent_os/04_run_lifecycle/sse_reconnect.py	69	CODE
LOW	cookbook/05_agent_os/12_scheduler/01_run_in_agentos.py	103	CODE
LOW	…book/05_agent_os/03_python_client/02_run_and_stream.py	37	CODE
LOW	…okbook/05_agent_os/01_getting_started/run_over_http.py	59	CODE
LOW	cookbook/05_agent_os/20_remote/01_remote_agent.py	39	CODE
LOW	cookbook/05_agent_os/06_customize/custom_events.py	80	CODE
LOW	…nced_concepts/background_execution/websocket_client.py	67	CODE
LOW	…nced_concepts/background_execution/websocket_client.py	250	CODE
LOW	…nced_concepts/background_execution/websocket_client.py	344	CODE
LOW	…nced_concepts/background_execution/websocket_server.py	81	CODE
LOW	…rkflows/06_advanced_concepts/run_control/cancel_run.py	24	CODE
LOW	…6_advanced_concepts/long_running/disruption_catchup.py	36	CODE
LOW	…ic_workflows/01_sequence_of_steps/sequence_of_steps.py	143	CODE
LOW	…in_the_loop/user_input/03_step_user_input_streaming.py	108	CODE
LOW	…in_the_loop/user_input/03_step_user_input_streaming.py	168	CODE
LOW	…an_in_the_loop/confirmation/04_step_continued_event.py	69	CODE
LOW	…he_loop/confirmation/03_step_confirmation_streaming.py	100	CODE
LOW	…_the_loop/executor_hitl/09_executor_continued_event.py	72	CODE
LOW	…8_human_in_the_loop/condition/02_condition_on_error.py	115	CODE
LOW	…an_in_the_loop/condition/01_condition_user_decision.py	71	CODE
LOW	…level_hitl/02_step_user_input_and_tool_confirmation.py	84	CODE
LOW	…level_hitl/02_step_user_input_and_tool_confirmation.py	103	CODE
LOW	…/dual_level_hitl/03_condition_and_tool_confirmation.py	121	CODE
LOW	…evel_hitl/04_router_selection_and_tool_confirmation.py	128	CODE
LOW	…l_level_hitl/05_output_review_and_tool_confirmation.py	85	CODE
LOW	…n_the_loop/dual_level_hitl/09_multi_step_mixed_hitl.py	161	CODE
LOW	…n_the_loop/dual_level_hitl/09_multi_step_mixed_hitl.py	212	CODE
LOW	…n_the_loop/dual_level_hitl/09_multi_step_mixed_hitl.py	253	CODE
LOW	…vel_hitl/06_loop_confirmation_and_tool_confirmation.py	104	CODE
LOW	…vel_hitl/01_step_confirmation_and_tool_confirmation.py	92	CODE
LOW	…l_hitl/07_router_confirmation_and_tool_confirmation.py	122	CODE
LOW	…lows/08_human_in_the_loop/error/01_error_retry_skip.py	77	CODE
LOW	…man_in_the_loop/error/02_error_retry_skip_streaming.py	113	CODE
1408 more matches not shown…

Redundant / Tautological Comments369 hits · 546 pts

Severity	File	Line	Snippet	Context
LOW⚡	cookbook/00_quickstart/agent_with_guardrails.py	146	mask_pii=False, # Set True to mask instead of block	CODE
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	161	# Check if documents directory exists	COMMENT
LOW	cookbook/90_models/openai/chat/audio_output_stream.py	43	# Open the file once in append-binary mode	COMMENT
LOW⚡	cookbook/02_agents/12_multimodal/audio_streaming.py	45	# Open the file once in append-binary mode	COMMENT
LOW	cookbook/02_agents/14_advanced/cancel_run.py	170	# Print the results	COMMENT
LOW	…_agents/14_advanced/background_execution_structured.py	169	# Print results	COMMENT
LOW	cookbook/02_agents/14_advanced/custom_logging.py	21	custom_logger.setLevel(logging.INFO) # Set level to INFO to show info messages	CODE
LOW	…_human_in_the_loop/mixed_external_and_regular_tools.py	55	# Check if the agent paused for external tool execution	COMMENT
LOW	cookbook/08_learning/06_quick_tests/04_claude_model.py	63	# Check if LearningMachine was initialized	COMMENT
LOW	cookbook/scripts/run_singlestore.sh	3	# Check if container exists and remove it if it does	COMMENT
LOW	…in_the_loop/user_input/03_step_user_input_streaming.py	217	# Check if the event contains the workflow run output	COMMENT
LOW	…in_the_loop/confirmation/01_basic_step_confirmation.py	68	# Check if workflow is paused	COMMENT
LOW	…op/executor_hitl/05_agent_confirmation_in_loop_step.py	122	# Check if workflow is paused	COMMENT
LOW	…cutor_hitl/06_agent_confirmation_in_steps_container.py	138	# Check if workflow is paused	COMMENT
LOW	…ols/mcp/mcp_toolbox_demo/hotel_management_workflows.py	73	# Assign tools to agents	COMMENT
LOW	libs/agno_infra/scripts/release_manual.sh	26	# Check if this is a pre-release version	COMMENT
LOW	libs/agno_infra/agno/infra/config.py	144	# Check if file in ignored directory	COMMENT
LOW	libs/agno_infra/agno/infra/operator.py	116	# Check if we can create the infra in the current dir	COMMENT
LOW	libs/agno_infra/agno/infra/operator.py	201	# Check if the infra contains a `infra` dir	COMMENT
LOW	libs/agno_infra/agno/docker/resource/container.py	316	# Check if container is stopped/paused	COMMENT
LOW	libs/agno_infra/agno/docker/resource/image.py	80	# Set use_cache to False so image is always built	COMMENT
LOW	libs/agno_infra/agno/cli/config.py	120	# Check if we're deleting the active infra, if yes, unset the active infra	COMMENT
LOW	libs/agno_infra/agno/cli/operator.py	33	# Check if ~/.config/ag exists, if it is not a dir - delete it and create the directory	COMMENT
LOW	libs/agno_infra/agno/aws/resource/rds/db_instance.py	564	# Check if vpc_security_group_ids has changed	COMMENT
LOW	libs/agno_infra/agno/aws/resource/rds/db_instance.py	576	# Check if db_subnet_group_name has changed	COMMENT
LOW	libs/agno_infra/agno/aws/resource/rds/db_cluster.py	649	# Check if vpc_security_group_ids has changed	COMMENT
LOW⚡	libs/agno/tests/unit/reader/test_text_reader.py	198	# Check if the id ends with "_chunk_0" or "_chunk_1"	COMMENT
LOW	libs/agno/tests/unit/tools/test_todoist_tools.py	8	# Check if todoist_api_python can be imported without errors	COMMENT
LOW	libs/agno/tests/unit/tools/test_tavily.py	216	# Set format to markdown	COMMENT
LOW	libs/agno/tests/unit/tools/test_tavily.py	245	# Set format to text	COMMENT
LOW	libs/agno/tests/unit/tools/test_webbrowser.py	18	# Check if the tool name is correct	COMMENT
LOW	libs/agno/tests/unit/tools/test_webbrowser.py	21	# Check if open_page function is registered	COMMENT
LOW	libs/agno/tests/unit/tools/test_agentql.py	7	# Check if agentql can be imported without errors	COMMENT
LOW	libs/agno/tests/unit/vectordb/test_chromadb.py	33	# Check if batch_size was provided via indirect parametrization	COMMENT
LOW⚡	libs/agno/tests/unit/db/test_in_memory_runs.py	206	# Set updated_at to a sentinel low value so we can detect the bump without sleeping.	COMMENT
LOW⚡	libs/agno/tests/unit/db/test_async_mongo.py	266	# Check if PyMongo async is available	COMMENT
LOW	…ts/integration/workflows/test_workflow_cancellation.py	116	# Check if we're in agent_step_2 context	COMMENT
LOW	…ts/integration/workflows/test_workflow_cancellation.py	266	# Check if step 1 just completed	COMMENT
LOW	libs/agno/tests/integration/workflows/test_session.py	159	# Increment counter	COMMENT
LOW	…/agno/tests/integration/workflows/test_router_steps.py	284	# Check if the router executed successfully (either has success in nested steps or router itself succeeded)	COMMENT
LOW	…bs/agno/tests/integration/agent/test_print_response.py	210	# Check if any panel content looks like it was processed for markdown	COMMENT
LOW	…bs/agno/tests/integration/agent/test_print_response.py	254	# Check if any panel was created with tool-related content	COMMENT
LOW	…gno/tests/integration/models/lmstudio/test_tool_use.py	10	# Check if exa_py is available for tests that need ExaTools	COMMENT
LOW	…gno/tests/integration/models/google/test_multimodal.py	212	# Check if it's base64 encoded by trying to decode as UTF-8	STRING
LOW	libs/agno/tests/integration/models/xai/test_tool_use.py	10	# Check if exa_py is available for tests that need ExaTools	COMMENT
LOW	…sts/integration/models/litellm_openai/test_tool_use.py	48	# Check if tool was used	COMMENT
LOW	…sts/integration/models/litellm_openai/test_tool_use.py	102	# Check if tool was used	COMMENT
LOW	…s/agno/tests/integration/models/cometapi/test_basic.py	197	# Check if the calculation result is in the response	COMMENT
LOW	…s/agno/tests/integration/models/cometapi/test_basic.py	219	# Check if the calculation result is in the response	COMMENT
LOW	…s/agno/tests/integration/models/cometapi/test_basic.py	251	# Check if the calculation result is in the final response	COMMENT
LOW	…agno/tests/integration/models/litellm/test_tool_use.py	49	# Check if tool was used	COMMENT
LOW	…agno/tests/integration/models/litellm/test_tool_use.py	101	# Check if tool was used	COMMENT
LOW	…agno/tests/integration/knowledge/test_pdf_knowledge.py	441	# Check if any of the search_knowledge_base calls had the invalid filter	COMMENT
LOW	…agno/tests/integration/knowledge/test_pdf_knowledge.py	556	# Check if any of the search_knowledge_base calls had the invalid filter	COMMENT
LOW	…agno/tests/integration/knowledge/test_pdf_knowledge.py	643	# Check if any of the search_knowledge_base calls had the invalid filter	COMMENT
LOW	…agno/tests/integration/knowledge/test_pdf_knowledge.py	758	# Check if any of the search_knowledge_base calls had the invalid filter	COMMENT
LOW	…gno/tests/integration/knowledge/test_pptx_knowledge.py	117	# Check if search_knowledge_base tool was called using response.tools	COMMENT
LOW⚡	libs/agno/tests/integration/teams/test_hooks.py	138	# Set event to assistant_response by default (matches ModelResponse default)	COMMENT
LOW	…o/tests/integration/teams/test_tasks_mode_streaming.py	304	# Check if any state event has goal_complete (model may or may not call mark_all_complete)	COMMENT
LOW⚡	libs/agno/tests/integration/db/async_mongo/test_db.py	47	# Check if it exists	COMMENT
309 more matches not shown…

Cross-Language Confusion74 hits · 524 pts

Severity	File	Line	Snippet	Context
HIGH	cookbook/90_models/google/gemini/structured_output.py	71	description="Additional notes about the event (can be null)",	CODE
HIGH⚡	…workflows/07_cel_expressions/loop/cel_compound_exit.py	48	end_condition="all_success && current_iteration >= 2",	CODE
HIGH⚡	…workflows/07_cel_expressions/loop/cel_compound_exit.py	61	print("Loop with CEL end condition: all_success && current_iteration >= 2")	CODE
HIGH	cookbook/91_tools/mcp/structured_content.py	10	If a server returns an empty (null) `content` array with only `structuredContent`,	STRING
HIGH	cookbook/91_tools/mcp/stagehand.py	14	- Build the Stagehand MCP server: cd mcp-server-browserbase/stagehand && npm install && npm run build	STRING
HIGH	libs/agno_infra/agno/docker/resource/image.py	293	for push_output in _api_client.images.push(	CODE
HIGH	libs/agno_infra/agno/aws/resource/glue/crawler.py	132	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/s3/bucket.py	70	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/emr/cluster.py	96	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/ecs/service.py	125	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/ecs/service.py	255	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/ecs/service.py	288	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/ecs/service.py	344	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	…bs/agno_infra/agno/aws/resource/ecs/task_definition.py	127	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/ecs/cluster.py	53	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/elb/load_balancer.py	42	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/elb/target_group.py	47	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/elb/target_group.py	175	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/elb/listener.py	52	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/elb/listener.py	180	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/iam/policy.py	44	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/iam/role.py	56	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/secret/manager.py	94	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	…bs/agno_infra/agno/aws/resource/elasticache/cluster.py	139	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	…bs/agno_infra/agno/aws/resource/elasticache/cluster.py	299	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	…bs/agno_infra/agno/aws/resource/elasticache/cluster.py	367	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	…no_infra/agno/aws/resource/elasticache/subnet_group.py	73	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/rds/db_instance.py	266	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/rds/db_instance.py	544	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/rds/db_instance.py	490	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	…bs/agno_infra/agno/aws/resource/rds/db_subnet_group.py	78	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/rds/db_cluster.py	344	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/rds/db_cluster.py	575	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/rds/db_cluster.py	629	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/acm/certificate.py	86	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/ec2/volume.py	109	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/ec2/volume.py	281	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno_infra/agno/aws/resource/ec2/security_group.py	148	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/ec2/security_group.py	338	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH	libs/agno_infra/agno/aws/resource/ec2/security_group.py	473	# create a dict of args which are not null, otherwise aws type validation fails	COMMENT
HIGH⚡	libs/agno/tests/unit/learn/test_memories_schema.py	44	agno_learnings row columns and would always be null). Scoped to UserProfile only;	STRING
HIGH⚡	libs/agno/tests/unit/tools/test_duckdb.py	237	expected_output = f"{table_name}\ncolumn_name,column_type,null,key,default,extra\nissue_id,VARCHAR,YES,None,None,Non	CODE
HIGH⚡	libs/agno/tests/unit/tools/test_coding_tools.py	562	result = tools.run_shell("echo hello && cat /etc/passwd")	CODE
HIGH⚡	libs/agno/tests/unit/tools/test_coding_tools.py	567	result = tools.run_shell("false \|\| cat /etc/passwd")	CODE
HIGH⚡	libs/agno/tests/unit/tools/test_coding_tools.py	666	result = tools.run_shell("echo hello && echo world")	CODE
HIGH	libs/agno/tests/unit/tools/test_studio_runner.py	2301	# store agent_id null; on reload a registry lookup by id=None binds	COMMENT
HIGH⚡	libs/agno/tests/unit/tools/test_hackernews.py	346	"""Test handling of non-existent user (returns null)."""	STRING
HIGH⚡	…no/tests/unit/vectordb/test_weaviate_user_isolation.py	257	"""_delete_by_content_hash clears only the given owner; None clears only the shared (null) bucket."""	STRING
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	86	assert is_cel_expression("a && b") is True	CODE
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	87	assert is_cel_expression("previous_step_content.size() > 0 && input.size() > 0") is True	CODE
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	91	assert is_cel_expression("a \|\| b") is True	CODE
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	92	assert is_cel_expression("is_admin \|\| is_moderator") is True	CODE
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	101	assert is_cel_expression("(a && b) \|\| (c && d)") is True	CODE
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	102	assert is_cel_expression("!empty && size > 0") is True	CODE
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	206	assert is_cel_expression('previous_step_content.size() > 0 && previous_step_content.contains("error")') is True	CODE
HIGH⚡	libs/agno/tests/unit/workflow/test_cel.py	217	assert is_cel_expression("all_success && current_iteration >= 2") is True	CODE
HIGH	libs/agno/tests/unit/workflow/test_cel.py	305	assert validate_cel_expression("a && b") is True	CODE
HIGH	libs/agno/tests/unit/workflow/test_cel.py	306	assert validate_cel_expression("a \|\| b") is True	CODE
HIGH⚡	libs/agno/tests/unit/os/test_run_metadata_form_field.py	134	"""A JSON object, a null, an undecodable value and an absent field all run."""	STRING
HIGH	…bs/agno/tests/integration/workflows/test_loop_steps.py	675	end_condition="all_success && current_iteration >= 2",	CODE
14 more matches not shown…

Structural Annotation Overuse273 hits · 522 pts

Severity	File	Line	Snippet	Context
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	27	# Step 1: Data Gatherer — Fetches raw market data	COMMENT
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	61	# Step 2: Analyst — Interprets the data	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	87	# Step 3: Report Writer — Produces final output	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	121	data_step, # Step 1: Gather data	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	122	analysis_step, # Step 2: Analyze data	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	123	report_step, # Step 3: Write report	STRING
LOW	…i_interactions/deep_research_collaborative_planning.py	48	# Step 1: request a research plan (collaborative_planning=True)	COMMENT
LOW	…i_interactions/deep_research_collaborative_planning.py	61	# Step 3: approve and execute. Flip to execute-mode before this turn.	COMMENT
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	170	# Step 1: Create and populate store	COMMENT
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	181	# Step 2: List and verify documents	COMMENT
LOW	…ok/90_models/google/gemini/file_search_rag_pipeline.py	194	# Step 3: Interactive querying	COMMENT
LOW	…ok/90_models/google/gemini/file_search_rag_pipeline.py	210	# Step 4: Citation analysis	COMMENT
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	222	# Step 5: Cleanup	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_overview.py	81	# Step 1: Run critical action - creates a pending approval record BEFORE execution	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_overview.py	131	# Step 4: Run sensitive action - creates an audit approval record AFTER execution	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_overview.py	168	# Step 7: Query DB filtering by approval_type to show separation	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_basic.py	78	# Step 1: Run - agent will pause because the tool requires approval	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_basic.py	85	# Step 2: Check that an approval record was created in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_basic.py	97	# Step 3: Confirm the requirement and continue the run	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_basic.py	111	# Step 4: Resolve the approval record in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_basic.py	124	# Step 5: Verify no more pending approvals	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/audit_approval_async.py	68	# Step 1: Async run - agent will pause because the tool requires confirmation	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/audit_approval_async.py	75	# Step 2: Verify no approval record yet (logged approvals are created after resolution)	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/audit_approval_async.py	82	# Step 3: Confirm and continue async	COMMENT
LOW	cookbook/02_agents/11_approvals/audit_approval_async.py	96	# Step 4: Verify logged approval record was created in DB	COMMENT
LOW⚡	…ok/02_agents/11_approvals/audit_approval_user_input.py	67	# Step 1: Run - agent will pause because the tool requires user input	COMMENT
LOW⚡	…ok/02_agents/11_approvals/audit_approval_user_input.py	74	# Step 2: Verify no logged approvals exist yet (audit approval creates records AFTER resolution)	COMMENT
LOW⚡	…ok/02_agents/11_approvals/audit_approval_user_input.py	81	# Step 3: Provide user input and continue	COMMENT
LOW	…ok/02_agents/11_approvals/audit_approval_user_input.py	97	# Step 4: Verify logged approval record was created after resolution	COMMENT
LOW	…ok/02_agents/11_approvals/audit_approval_user_input.py	114	# Step 5: Verify total state	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_user_input.py	69	# Step 1: Run - agent will pause	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_user_input.py	76	# Step 2: Check that an approval record was created in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_user_input.py	88	# Step 3: Provide user input for recipient and confirm	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_user_input.py	107	# Step 4: Resolve the approval record in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_user_input.py	120	# Step 5: Verify no more pending approvals	COMMENT
LOW⚡	…book/02_agents/11_approvals/audit_approval_external.py	66	# Step 1: Run - agent will pause because the tool requires external execution	COMMENT
LOW⚡	…book/02_agents/11_approvals/audit_approval_external.py	73	# Step 2: Verify no approval record yet (logged approvals are created after resolution)	COMMENT
LOW⚡	…book/02_agents/11_approvals/audit_approval_external.py	80	# Step 3: Provide external execution result and continue	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_external.py	96	# Step 4: Verify logged approval record was created in DB	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_async.py	80	# Step 1: Async run - agent will pause	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_async.py	87	# Step 2: Check approval record in DB	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_async.py	96	# Step 3: Confirm and continue async	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_async.py	110	# Step 4: Resolve approval	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_async.py	122	# Step 5: Verify clean state	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_team.py	80	# Step 1: Run - team will pause	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_team.py	87	# Step 2: Check approval record	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_team.py	98	# Step 3: Confirm and continue	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_team.py	110	# Step 4: Resolve approval in DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_team.py	123	# Step 5: Verify	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	69	# Step 1: Run - agent will pause because the tool requires confirmation	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	76	# Step 2: Confirm and continue	COMMENT
LOW	…/02_agents/11_approvals/audit_approval_confirmation.py	90	# Step 3: Verify logged approval record was created	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	109	# Step 4: Run again - agent will pause for a new confirmation	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	116	# Step 5: Reject and continue	COMMENT
LOW	…/02_agents/11_approvals/audit_approval_confirmation.py	130	# Step 6: Verify logged approval record for rejection	COMMENT
LOW⚡	…/02_agents/11_approvals/approval_external_execution.py	68	# Step 1: Run - agent will pause	COMMENT
LOW⚡	…/02_agents/11_approvals/approval_external_execution.py	75	# Step 2: Check that an approval record was created in the DB	COMMENT
LOW	…/02_agents/11_approvals/approval_external_execution.py	87	# Step 3: Set external execution result and continue	COMMENT
LOW	…/02_agents/11_approvals/approval_external_execution.py	101	# Step 4: Resolve the approval record in the DB	COMMENT
LOW	…/02_agents/11_approvals/approval_external_execution.py	114	# Step 5: Verify no more pending approvals	COMMENT
213 more matches not shown…

Verbosity Indicators265 hits · 511 pts

Severity	File	Line	Snippet	Context
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	27	# Step 1: Data Gatherer — Fetches raw market data	COMMENT
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	61	# Step 2: Analyst — Interprets the data	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	87	# Step 3: Report Writer — Produces final output	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	121	data_step, # Step 1: Gather data	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	122	analysis_step, # Step 2: Analyze data	STRING
LOW⚡	cookbook/00_quickstart/sequential_workflow.py	123	report_step, # Step 3: Write report	STRING
LOW	…i_interactions/deep_research_collaborative_planning.py	48	# Step 1: request a research plan (collaborative_planning=True)	COMMENT
LOW	…i_interactions/deep_research_collaborative_planning.py	61	# Step 3: approve and execute. Flip to execute-mode before this turn.	COMMENT
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	170	# Step 1: Create and populate store	COMMENT
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	181	# Step 2: List and verify documents	COMMENT
LOW	…ok/90_models/google/gemini/file_search_rag_pipeline.py	194	# Step 3: Interactive querying	COMMENT
LOW	…ok/90_models/google/gemini/file_search_rag_pipeline.py	210	# Step 4: Citation analysis	COMMENT
LOW⚡	…ok/90_models/google/gemini/file_search_rag_pipeline.py	222	# Step 5: Cleanup	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_overview.py	81	# Step 1: Run critical action - creates a pending approval record BEFORE execution	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_overview.py	131	# Step 4: Run sensitive action - creates an audit approval record AFTER execution	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_overview.py	168	# Step 7: Query DB filtering by approval_type to show separation	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_basic.py	78	# Step 1: Run - agent will pause because the tool requires approval	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_basic.py	85	# Step 2: Check that an approval record was created in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_basic.py	97	# Step 3: Confirm the requirement and continue the run	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_basic.py	111	# Step 4: Resolve the approval record in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_basic.py	124	# Step 5: Verify no more pending approvals	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/audit_approval_async.py	68	# Step 1: Async run - agent will pause because the tool requires confirmation	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/audit_approval_async.py	75	# Step 2: Verify no approval record yet (logged approvals are created after resolution)	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/audit_approval_async.py	82	# Step 3: Confirm and continue async	COMMENT
LOW	cookbook/02_agents/11_approvals/audit_approval_async.py	96	# Step 4: Verify logged approval record was created in DB	COMMENT
LOW⚡	…ok/02_agents/11_approvals/audit_approval_user_input.py	67	# Step 1: Run - agent will pause because the tool requires user input	COMMENT
LOW⚡	…ok/02_agents/11_approvals/audit_approval_user_input.py	74	# Step 2: Verify no logged approvals exist yet (audit approval creates records AFTER resolution)	COMMENT
LOW⚡	…ok/02_agents/11_approvals/audit_approval_user_input.py	81	# Step 3: Provide user input and continue	COMMENT
LOW	…ok/02_agents/11_approvals/audit_approval_user_input.py	97	# Step 4: Verify logged approval record was created after resolution	COMMENT
LOW	…ok/02_agents/11_approvals/audit_approval_user_input.py	114	# Step 5: Verify total state	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_user_input.py	69	# Step 1: Run - agent will pause	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_user_input.py	76	# Step 2: Check that an approval record was created in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_user_input.py	88	# Step 3: Provide user input for recipient and confirm	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_user_input.py	107	# Step 4: Resolve the approval record in the DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_user_input.py	120	# Step 5: Verify no more pending approvals	COMMENT
LOW⚡	…book/02_agents/11_approvals/audit_approval_external.py	66	# Step 1: Run - agent will pause because the tool requires external execution	COMMENT
LOW⚡	…book/02_agents/11_approvals/audit_approval_external.py	73	# Step 2: Verify no approval record yet (logged approvals are created after resolution)	COMMENT
LOW⚡	…book/02_agents/11_approvals/audit_approval_external.py	80	# Step 3: Provide external execution result and continue	COMMENT
LOW	…book/02_agents/11_approvals/audit_approval_external.py	96	# Step 4: Verify logged approval record was created in DB	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_async.py	80	# Step 1: Async run - agent will pause	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_async.py	87	# Step 2: Check approval record in DB	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_async.py	96	# Step 3: Confirm and continue async	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_async.py	110	# Step 4: Resolve approval	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_async.py	122	# Step 5: Verify clean state	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_team.py	80	# Step 1: Run - team will pause	COMMENT
LOW⚡	cookbook/02_agents/11_approvals/approval_team.py	87	# Step 2: Check approval record	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_team.py	98	# Step 3: Confirm and continue	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_team.py	110	# Step 4: Resolve approval in DB	COMMENT
LOW	cookbook/02_agents/11_approvals/approval_team.py	123	# Step 5: Verify	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	69	# Step 1: Run - agent will pause because the tool requires confirmation	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	76	# Step 2: Confirm and continue	COMMENT
LOW	…/02_agents/11_approvals/audit_approval_confirmation.py	90	# Step 3: Verify logged approval record was created	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	109	# Step 4: Run again - agent will pause for a new confirmation	COMMENT
LOW⚡	…/02_agents/11_approvals/audit_approval_confirmation.py	116	# Step 5: Reject and continue	COMMENT
LOW	…/02_agents/11_approvals/audit_approval_confirmation.py	130	# Step 6: Verify logged approval record for rejection	COMMENT
LOW⚡	…/02_agents/11_approvals/approval_external_execution.py	68	# Step 1: Run - agent will pause	COMMENT
LOW⚡	…/02_agents/11_approvals/approval_external_execution.py	75	# Step 2: Check that an approval record was created in the DB	COMMENT
LOW	…/02_agents/11_approvals/approval_external_execution.py	87	# Step 3: Set external execution result and continue	COMMENT
LOW	…/02_agents/11_approvals/approval_external_execution.py	101	# Step 4: Resolve the approval record in the DB	COMMENT
LOW	…/02_agents/11_approvals/approval_external_execution.py	114	# Step 5: Verify no more pending approvals	COMMENT
205 more matches not shown…

AI Structural Patterns636 hits · 426 pts

Severity	File	Line	Context
LOW	cookbook/scripts/cookbook_runner.py	205	CODE
LOW	cookbook/03_teams/03_tools/member_tool_hooks.py	92	CODE
LOW	cookbook/09_evals/performance/async_function.py	24	CODE
LOW	…s/tool_hooks/tool_hook_in_toolkit_with_state_nested.py	56	CODE
LOW	…91_tools/tool_hooks/tool_hook_in_toolkit_with_state.py	50	CODE
LOW	libs/agno_infra/agno/infra/operator.py	214	CODE
LOW	libs/agno_infra/agno/infra/operator.py	289	CODE
LOW	libs/agno_infra/agno/infra/operator.py	360	CODE
LOW	libs/agno_infra/agno/cli/infra_cli.py	81	CODE
LOW	libs/agno_infra/agno/cli/infra_cli.py	279	CODE
LOW	libs/agno_infra/agno/cli/infra_cli.py	467	CODE
LOW	libs/agno_infra/agno/cli/infra_cli.py	635	CODE
LOW	libs/agno_infra/agno/cli/operator.py	63	CODE
LOW	libs/agno_infra/agno/cli/operator.py	139	CODE
LOW	libs/agno_infra/agno/cli/operator.py	212	CODE
LOW	libs/agno/tests/unit/tools/test_unsplash.py	32	CODE
LOW	libs/agno/tests/unit/tools/test_agentos.py	46	CODE
LOW	…bs/agno/tests/unit/memory/test_memory_manager_async.py	131	CODE
LOW	libs/agno/tests/unit/environments/test_engine.py	51	CODE
LOW	libs/agno/tests/unit/environments/test_runner.py	69	CODE
LOW	libs/agno/tests/unit/agent/test_run_regressions.py	85	CODE
LOW	libs/agno/tests/unit/agent/test_run_regressions.py	391	CODE
LOW	libs/agno/tests/unit/agent/test_run_regressions.py	485	CODE
LOW	libs/agno/tests/unit/agent/test_run_regressions.py	1092	CODE
LOW	…bs/agno/tests/unit/team/test_run_context_precedence.py	90	CODE
LOW	…bs/agno/tests/unit/team/test_run_context_precedence.py	187	CODE
LOW	…s/unit/workflow/test_parallel_run_context_isolation.py	30	CODE
LOW	…s/unit/workflow/test_parallel_run_context_isolation.py	89	CODE
LOW	libs/agno/tests/unit/os/test_mcp_auth_builtin.py	114	CODE
LOW	libs/agno/tests/unit/os/test_telegram_interface.py	278	CODE
LOW	libs/agno/tests/unit/eval/test_suite.py	30	CODE
LOW	…tests/integration/db/postgres/test_trace_span_stats.py	32	CODE
LOW	libs/agno/agno/learn/machine.py	493	CODE
LOW	libs/agno/agno/learn/machine.py	536	CODE
LOW	libs/agno/agno/learn/machine.py	901	CODE
LOW	libs/agno/agno/learn/machine.py	947	CODE
LOW	libs/agno/agno/learn/stores/entity_memory.py	1046	CODE
LOW	libs/agno/agno/learn/stores/entity_memory.py	1171	CODE
LOW	libs/agno/agno/tools/bitbucket.py	13	CODE
LOW	libs/agno/agno/tools/redshift.py	44	CODE
LOW	libs/agno/agno/tools/csv_toolkit.py	11	CODE
LOW	libs/agno/agno/tools/searchapi.py	29	CODE
LOW	libs/agno/agno/tools/adanos.py	25	CODE
LOW	libs/agno/agno/tools/models_labs.py	39	CODE
LOW	libs/agno/agno/tools/openweather.py	29	CODE
LOW	libs/agno/agno/tools/daytona.py	56	CODE
LOW	libs/agno/agno/tools/toolkit.py	115	CODE
LOW	libs/agno/agno/tools/studio.py	267	CODE
LOW	libs/agno/agno/tools/studio.py	1922	CODE
LOW	libs/agno/agno/tools/studio.py	2107	CODE
LOW	libs/agno/agno/tools/studio.py	2227	CODE
LOW	libs/agno/agno/tools/studio.py	2724	CODE
LOW	libs/agno/agno/tools/studio.py	2828	CODE
LOW	libs/agno/agno/tools/studio.py	3834	CODE
LOW	libs/agno/agno/tools/studio.py	3886	CODE
LOW	libs/agno/agno/tools/studio.py	3956	CODE
LOW	libs/agno/agno/tools/studio.py	4010	CODE
LOW	libs/agno/agno/tools/tavily.py	15	CODE
LOW	libs/agno/agno/tools/minimax.py	27	CODE
LOW	libs/agno/agno/tools/whatsapp.py	35	CODE
576 more matches not shown…

Modern Structural Boilerplate332 hits · 319 pts

Severity	File	Line	Snippet	Context
LOW⚡	…8_learning/08_custom_stores/01_minimal_custom_store.py	149	def set_context(self, key: str, value: Any) -> None:	CODE
LOW⚡	…okbook/07_knowledge/03_production/04_error_handling.py	22	logger = logging.getLogger(__name__)	CODE
LOW	libs/agno_infra/agno/infra/config.py	77	def set_local_env(self) -> None:	CODE
LOW	libs/agno_infra/agno/infra/operator.py	442	def set_infra_as_active(infra_dir_name: Optional[str]) -> None:	CODE
LOW	libs/agno_infra/agno/docker/app/__init__.py	3	__all__ = [	CODE
LOW	libs/agno_infra/agno/docker/app/streamlit/__init__.py	3	__all__ = [	CODE
LOW	libs/agno_infra/agno/docker/app/whoami/__init__.py	3	__all__ = [	CODE
LOW	libs/agno_infra/agno/docker/app/redis/__init__.py	3	__all__ = [	CODE
LOW	libs/agno_infra/agno/docker/app/postgres/__init__.py	4	__all__ = [	CODE
LOW	libs/agno_infra/agno/docker/app/fastapi/__init__.py	3	__all__ = [	CODE
LOW	libs/agno_infra/agno/docker/app/celery/__init__.py	3	__all__ = [	CODE
LOW	libs/agno_infra/agno/cli/config.py	35	def set_active_infra_dir(self, infra_root_path: Optional[Path]) -> None:	CODE
LOW	libs/agno_infra/agno/aws/app/base.py	121	def set_aws_env_vars(self, env_dict: Dict[str, str], aws_region: Optional[str] = None) -> None:	CODE
LOW	libs/agno_infra/agno/aws/resource/secret/__init__.py	4	__all__ = [	CODE
LOW	…s/agno_infra/agno/aws/resource/elasticache/__init__.py	4	__all__ = [	CODE
LOW	libs/agno_infra/agno/aws/resource/rds/__init__.py	5	__all__ = [	CODE
LOW	libs/agno_infra/agno/aws/resource/acm/__init__.py	3	__all__ = [	CODE
LOW	libs/agno_infra/agno/aws/resource/ec2/__init__.py	5	__all__ = [	CODE
LOW	libs/agno_infra/agno/base/__init__.py	7	__all__ = ["InfraBase", "ContainerContext", "InfraApp", "InfraResource", "InfraResources"]	CODE
LOW	libs/agno_infra/agno/base/base.py	105	def set_infra_settings(self, infra_settings: Optional[InfraSettings] = None) -> None:	CODE
LOW	…gno/tests/unit/vectordb/test_mongodb_user_isolation.py	53	def _set_dotted(doc: Dict[str, Any], dotted_key: str, value: Any) -> None:	CODE
LOW⚡	…agno/tests/unit/team/test_paused_member_persistence.py	497	def _set_stored_team_run_status(db: SqliteDb, session_id: str, run_id: str, status: RunStatus) -> None:	CODE
LOW	libs/agno/tests/unit/knowledge/conftest.py	107	def update_metadata(self, content_id: str, metadata: Dict[str, Any]) -> None:	CODE
LOW⚡	…no/tests/unit/knowledge/test_knowledge_content_hash.py	72	def update_metadata(self, content_id: str, metadata) -> None:	CODE
LOW	…agno/tests/integration/os/test_evals_user_isolation.py	184	def update_eval_run_user_id(self, eval_run_id: str, user_id: str) -> None:	CODE
LOW	libs/agno/agno/__init__.py	8	__all__ = ["__version__"]	CODE
LOW	libs/agno/agno/tracing/__init__.py	12	__all__ = ["DatabaseSpanExporter", "setup_tracing"]	CODE
LOW	libs/agno/agno/learn/__init__.py	41	__all__ = [	CODE
LOW⚡	libs/agno/agno/learn/machine.py	1027	def set_log_level(self) -> None:	CODE
LOW	libs/agno/agno/learn/stores/__init__.py	29	__all__ = [	CODE
LOW	libs/agno/agno/tools/daytona.py	158	def _set_working_directory(self, agent: Union[Agent, Team], directory: str) -> None:	CODE
LOW	libs/agno/agno/tools/__init__.py	5	__all__ = [	CODE
LOW	libs/agno/agno/tools/google/__init__.py	1	__all__ = [	CODE
LOW	libs/agno/agno/tools/google/auth/__init__.py	5	__all__ = [	CODE
LOW	libs/agno/agno/tools/code/__init__.py	18	__all__ = [	CODE
LOW	libs/agno/agno/tools/mcp/__init__.py	4	__all__ = [	CODE
LOW⚡	libs/agno/agno/tools/finance/toolkit.py	748	__all__ = ["FinanceTools", "ALL_CAPABILITIES"]	CODE
LOW	libs/agno/agno/tools/finance/__init__.py	43	__all__ = [	CODE
LOW	libs/agno/agno/tools/finance/base.py	418	__all__ = [	CODE
LOW	libs/agno/agno/tools/finance/providers/__init__.py	18	__all__ = ["FinancialDatasets", "YFinance"]	CODE
LOW	…gno/agno/tools/finance/providers/financial_datasets.py	657	__all__ = ["FinancialDatasets"]	CODE
LOW	libs/agno/agno/tools/finance/providers/yfinance.py	612	__all__ = ["YFinance"]	CODE
LOW	libs/agno/agno/context/__init__.py	10	__all__ = [	CODE
LOW	libs/agno/agno/context/database/__init__.py	7	__all__ = [	CODE
LOW	libs/agno/agno/context/calendar/__init__.py	3	__all__ = ["GoogleCalendarContextProvider"]	CODE
LOW	libs/agno/agno/context/web/__init__.py	7	__all__ = [	CODE
LOW	libs/agno/agno/context/google/__init__.py	5	__all__ = ["validate_google_credentials"]	CODE
LOW	libs/agno/agno/context/workspace/__init__.py	3	__all__ = ["DEFAULT_WORKSPACE_INSTRUCTIONS", "WorkspaceContextProvider"]	CODE
LOW	libs/agno/agno/context/wiki/__init__.py	17	__all__ = [	CODE
LOW	libs/agno/agno/context/mcp/__init__.py	3	__all__ = ["DEFAULT_MCP_BASE_INSTRUCTIONS", "MCPContextProvider"]	CODE
LOW	libs/agno/agno/context/gdrive/__init__.py	3	__all__ = ["DEFAULT_GDRIVE_INSTRUCTIONS", "GoogleDriveContextProvider"]	CODE
LOW	libs/agno/agno/context/slack/__init__.py	6	__all__ = [	CODE
LOW	libs/agno/agno/context/fs/__init__.py	3	__all__ = ["DEFAULT_FS_INSTRUCTIONS", "FilesystemContextProvider"]	CODE
LOW	libs/agno/agno/context/gmail/__init__.py	3	__all__ = ["GmailContextProvider"]	CODE
LOW	libs/agno/agno/guardrails/__init__.py	6	__all__ = ["BaseGuardrail", "OpenAIModerationGuardrail", "PIIDetectionGuardrail", "PromptInjectionGuardrail"]	CODE
LOW	libs/agno/agno/memory/__init__.py	9	__all__ = [	CODE
LOW	libs/agno/agno/memory/strategies/__init__.py	10	__all__ = [	CODE
LOW	libs/agno/agno/environments/__init__.py	18	__all__ = [	CODE
LOW	libs/agno/agno/environments/exporters/__init__.py	3	__all__ = ["ExportReport", "ato_sft_jsonl", "to_sft_jsonl"]	CODE
LOW	libs/agno/agno/job_queue/__init__.py	3	__all__ = ["QueueConfig", "RedisCoordination"]	CODE
272 more matches not shown…

Over-Commented Block350 hits · 302 pts

Severity	File	Line	Snippet	Context
LOW	cookbook/00_quickstart/requirements.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	21	# google-genai	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	41	# kubernetes	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	61	distro==1.9.0	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	81	google-genai==2.14.0	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	101	# via httpx	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	121	importlib-resources==7.1.0	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	141	numpy==2.5.1	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	161	# chromadb	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	181	# chromadb	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	201	# via yfinance	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	221	# via chromadb	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	241	pypika==0.51.1	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	261	# via	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	281	# via	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	301	sqlalchemy==2.0.51	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	321	# agno	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	341	# typing-inspection	COMMENT
LOW	cookbook/00_quickstart/requirements.txt	361	websockets==16.1.1	COMMENT
LOW	cookbook/90_models/deepinfra/basic.py	21	# Get the response in a variable	COMMENT
LOW	cookbook/90_models/google/gemini/search.py	21	# Ask questions that require current information	COMMENT
LOW	cookbook/90_models/fireworks/basic.py	21	# Get the response in a variable	COMMENT
LOW	cookbook/90_models/meta/llama_openai/basic.py	21	# Get the response in a variable	COMMENT
LOW	cookbook/90_models/meta/llama/basic.py	21	# Get the response in a variable	COMMENT
LOW	cookbook/90_models/xai/finance_agent.py	81	# - Taiwan Semiconductor (TSM)	COMMENT
LOW	cookbook/90_models/mistral/basic.py	21	# run: RunOutput = agent.run("Share a 2 sentence horror story")	COMMENT
LOW	cookbook/93_components/auto_populate_registry.py	101	# workflow step. None of them were passed to a Registry explicitly. The same	COMMENT
LOW	…book/02_agents/05_state_and_session/session_summary.py	41		COMMENT
LOW	…k/02_agents/15_dependencies/dependencies_in_context.py	41	# Create a Context-Aware Agent that can access real-time HackerNews data	COMMENT
LOW	cookbook/08_learning/requirements.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	cookbook/08_learning/requirements.txt	21	attrs==25.4.0	COMMENT
LOW	cookbook/08_learning/requirements.txt	41	# via requests	COMMENT
LOW	cookbook/08_learning/requirements.txt	61	# via email-validator	COMMENT
LOW	cookbook/08_learning/requirements.txt	81	# via huggingface-hub	COMMENT
LOW	cookbook/08_learning/requirements.txt	101	# opentelemetry-exporter-otlp-proto-grpc	COMMENT
LOW	cookbook/08_learning/requirements.txt	121	# chromadb	COMMENT
LOW	cookbook/08_learning/requirements.txt	141	# requests	COMMENT
LOW	cookbook/08_learning/requirements.txt	161	# via rich	COMMENT
LOW	cookbook/08_learning/requirements.txt	181	onnxruntime==1.23.2	COMMENT
LOW	cookbook/08_learning/requirements.txt	201	# opentelemetry-sdk	COMMENT
LOW	cookbook/08_learning/requirements.txt	221	# openinference-instrumentation-agno	COMMENT
LOW	cookbook/08_learning/requirements.txt	241	protobuf==6.33.3	COMMENT
LOW	cookbook/08_learning/requirements.txt	261	# via	COMMENT
LOW	cookbook/08_learning/requirements.txt	281	pygments==2.19.2	COMMENT
LOW	cookbook/08_learning/requirements.txt	301	# fastapi	COMMENT
LOW	cookbook/08_learning/requirements.txt	321	requests-oauthlib==2.0.0	COMMENT
LOW	cookbook/08_learning/requirements.txt	341	sentry-sdk==2.49.0	COMMENT
LOW	cookbook/08_learning/requirements.txt	361	sse-starlette==3.1.2	COMMENT
LOW	cookbook/08_learning/requirements.txt	381	typer==0.21.1	COMMENT
LOW	cookbook/08_learning/requirements.txt	401	# openinference-instrumentation-agno	COMMENT
LOW	cookbook/08_learning/requirements.txt	421	# pydantic-settings	COMMENT
LOW	cookbook/08_learning/requirements.txt	441	# via	COMMENT
LOW	cookbook/08_learning/README.md	241	### Learning Modes	COMMENT
LOW	…book/environments/_00_quickstart/_06_drilldown_demo.py	101	# -----------------------------------------------------------------------	COMMENT
LOW	…book/environments/_00_quickstart/_06_drilldown_demo.py	121	# All of this is presentation over retained data. The objects underneath --	COMMENT
LOW	…ok/environments/_00_quickstart/_03_tool_reliability.py	101		COMMENT
LOW	…k/data_labeling/_19_inter_annotator_agreement/basic.py	101	# Ambiguous: faint praise - mildly positive words, no endorsement.	COMMENT
LOW	cookbook/data_labeling/image_search/requirements.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	cookbook/data_labeling/image_search/requirements.txt	21	# requests	COMMENT
LOW	cookbook/data_labeling/image_search/requirements.txt	41	docstring-parser==0.18.0	COMMENT
290 more matches not shown…

Modern AI Meta-Vocabulary85 hits · 294 pts

Severity	File	Line	Snippet	Context
MEDIUM	cookbook/README.md	25	### I want to orchestrate complex processes	COMMENT
MEDIUM	cookbook/README.md	38	### Knowledge & RAG	COMMENT
MEDIUM⚡	…ook/02_agents/06_memory_and_learning/memory_manager.py	21	# Enable agentic memory so the agent can store and retrieve memories	COMMENT
MEDIUM	cookbook/02_agents/08_guardrails/README.md	1	# guardrails	COMMENT
MEDIUM⚡	…k/02_agents/15_dependencies/dependencies_in_context.py	48	# think of it as dependency injection for Agents	COMMENT
MEDIUM⚡	…k/02_agents/03_context_management/few_shot_learning.py	84	# Create agent with few-shot learning	STRING
MEDIUM⚡	…k/02_agents/03_context_management/few_shot_learning.py	89	additional_input=support_examples, # few-shot learning examples	STRING
MEDIUM⚡	…k/02_agents/07_knowledge/agentic_rag_with_reranking.py	35	# Agentic RAG is enabled by default when `knowledge` is provided to the Agent.	COMMENT
MEDIUM⚡	…k/02_agents/07_knowledge/agentic_rag_with_reasoning.py	37	# Agentic RAG is enabled by default when `knowledge` is provided to the Agent.	COMMENT
MEDIUM⚡	cookbook/02_agents/07_knowledge/agentic_rag.py	31	# Add a tool to search the knowledge base which enables agentic RAG.	COMMENT
MEDIUM⚡	cookbook/02_agents/07_knowledge/agentic_rag.py	31	# Add a tool to search the knowledge base which enables agentic RAG.	COMMENT
MEDIUM⚡	cookbook/02_agents/07_knowledge/traditional_rag.py	32	# Enable RAG by adding context from the `knowledge` to the user prompt.	COMMENT
MEDIUM⚡	cookbook/observability/maxim_ops.py	51	# Aggregate both agents into a multi-agent system	COMMENT
MEDIUM⚡	cookbook/03_teams/TEST_LOG.md	296	### guardrails/openai_moderation.py	COMMENT
MEDIUM⚡	cookbook/03_teams/TEST_LOG.md	306	### guardrails/pii_detection.py	COMMENT
MEDIUM⚡	cookbook/03_teams/TEST_LOG.md	316	### guardrails/prompt_injection.py	COMMENT
MEDIUM	cookbook/03_teams/18_guardrails/README.md	1	# guardrails	COMMENT
MEDIUM⚡	cookbook/gemini_3/7_thinking.py	30	# Show the model's chain of thought in the response	COMMENT
MEDIUM	cookbook/gemini_3/README.md	100	python cookbook/gemini_3/15_file_search.py # Server-side RAG	CODE
MEDIUM	cookbook/05_agent_os/15_a2a/README.md	108	## Run the multi-agent topology	COMMENT
MEDIUM	cookbook/07_knowledge/README.md	1	# Knowledge: RAG for Agents	COMMENT
MEDIUM⚡	cookbook/07_knowledge/README.md	106	# Start with basic RAG	COMMENT
MEDIUM⚡	cookbook/07_knowledge/README.md	109	# Try agentic RAG	COMMENT
MEDIUM⚡	cookbook/07_knowledge/README.md	109	# Try agentic RAG	COMMENT
MEDIUM⚡	cookbook/07_knowledge/README.md	116	## Two RAG Modes	COMMENT
MEDIUM	…_knowledge/04_advanced/07_per_user_isolation/README.md	1	# Per-User RAG Isolation	COMMENT
MEDIUM⚡	…k/07_knowledge/09_archive/filters/agentic_filtering.py	24	# Note: ContentsDB is OPTIONAL for agentic filtering	COMMENT
MEDIUM⚡	…k/07_knowledge/09_archive/filters/agentic_filtering.py	33	# # contents_db not provided - agentic filtering will work without validation	COMMENT
MEDIUM⚡	…k/07_knowledge/09_archive/filters/agentic_filtering.py	93	# Enable agentic filtering	COMMENT
MEDIUM⚡	…nowledge/09_archive/filters/async_agentic_filtering.py	93	# Enable agentic filtering	COMMENT
MEDIUM⚡	…rchive/filters/agentic_filtering_with_output_schema.py	91	# Enable agentic filtering	COMMENT
MEDIUM⚡	…e/05_integrations/rag/agentic_rag_infinity_reranker.py	43	# Agentic RAG is enabled by default when `knowledge` is provided to the Agent.	COMMENT
MEDIUM	cookbook/07_knowledge/05_integrations/rag/README.md	1	# RAG Integrations	COMMENT
MEDIUM⚡	…okbook/07_knowledge/01_getting_started/01_basic_rag.py	47	# Traditional RAG: context is fetched and injected into the prompt automatically.	COMMENT
MEDIUM⚡	cookbook/07_knowledge/01_getting_started/README.md	22	# Basic RAG (simplest pattern)	COMMENT
MEDIUM⚡	cookbook/07_knowledge/01_getting_started/README.md	25	# Agentic RAG (recommended for production)	COMMENT
MEDIUM⚡	cookbook/07_knowledge/01_getting_started/README.md	29	## Basic vs Agentic RAG	COMMENT
MEDIUM⚡	…book/07_knowledge/01_getting_started/02_agentic_rag.py	47	# Agentic RAG: the agent gets a search tool and decides when to use it.	COMMENT
MEDIUM⚡	…7_knowledge/02_building_blocks/05_agentic_filtering.py	46	# Enable agentic filtering: the agent inspects metadata keys and dynamically	COMMENT
MEDIUM	cookbook/04_workflows/06_advanced_concepts/TEST_LOG.md	75	### guardrails/prompt_injection.py	COMMENT
MEDIUM⚡	…_advanced_concepts/run_params/workflow_dependencies.py	56	# Enable dependency injection into agent context	COMMENT
MEDIUM	…04_workflows/06_advanced_concepts/guardrails/README.md	1	# 04_workflows/06_advanced_concepts/guardrails	COMMENT
MEDIUM	…_workflows/06_advanced_concepts/guardrails/TEST_LOG.md	1	# TEST_LOG for cookbook/04_workflows/06_advanced_concepts/guardrails	COMMENT
MEDIUM	…/08_human_in_the_loop/user_input/02_step_user_input.py	152	# Run the agent-based workflow	COMMENT
MEDIUM	cookbook/91_tools/apify_tools.py	56	# RAG Web Search Demonstrations	COMMENT
MEDIUM	libs/agno/tests/unit/environments/test_runner.py	214	# knowledge object" and silently zeroing every RAG agent: retrieval goes through	COMMENT
MEDIUM⚡	…agno/tests/unit/models/test_context_window_patterns.py	8	# Anthropic context window patterns	COMMENT
MEDIUM⚡	libs/agno/tests/integration/agent/test_guardrails.py	697	# Test safe input passes through all guardrails	COMMENT
MEDIUM	libs/agno/tests/integration/agent/test_rag.py	45	# Enable RAG by adding references from Knowledge to the user prompt.	COMMENT
MEDIUM	libs/agno/agno/exceptions.py	95	# Patterns that indicate a context window / token limit exceeded error	COMMENT
MEDIUM	libs/agno/agno/tools/studio.py	489	# naming an unregistered tool tells the model to hallucinate a call.	COMMENT
MEDIUM⚡	libs/agno/agno/tools/reasoning.py	189	# Default instructions and few-shot examples	STRING
MEDIUM	libs/agno/agno/tools/function.py	981	# Sized for multi-agent servers: per-tool demand is one entry per cache, and	COMMENT
MEDIUM⚡	libs/agno/agno/context/web/provider.py	91	# gets a synthesized, cited answer back instead of orchestrating raw	COMMENT
MEDIUM⚡	libs/agno/agno/utils/tokens.py	476	# OpenAI's Whisper model actually uses ~50 tokens/second (20ms per token), but this estimate is more conservative for co	COMMENT
MEDIUM	libs/agno/agno/utils/knowledge.py	21	# If agentic filters exist and manual filters (passed by user) do not, use agentic filters	COMMENT
MEDIUM	libs/agno/agno/utils/knowledge.py	25	# If both agentic filters exist and manual filters (passed by user) exist, use manual filters (give priority to user	COMMENT
MEDIUM	libs/agno/agno/agent/_hooks.py	74	# Global background mode: run guardrails synchronously, buffer everything else.	COMMENT
MEDIUM	libs/agno/agno/agent/_hooks.py	76	# Non-guardrail hooks are buffered and only queued after ALL guardrails pass —	COMMENT
MEDIUM	libs/agno/agno/agent/agent.py	157	# Enable RAG by adding references from Knowledge to the user prompt.	COMMENT
25 more matches not shown…

Fake / Example Data263 hits · 228 pts

Severity	File	Line	Snippet	Context
LOW	…2_agents/05_state_and_session/dynamic_session_state.py	29	name: str = "John Doe",	CODE
LOW⚡	…2_agents/05_state_and_session/dynamic_session_state.py	74	session_state={"customer_profiles": {"123": {"name": "Jane Doe"}}},	CODE
LOW	…ok/02_agents/11_approvals/approval_list_and_resolve.py	126	resolved_by="admin@example.com",	CODE
LOW	…ok/02_agents/11_approvals/approval_list_and_resolve.py	154	resolved_by="admin@example.com",	CODE
LOW	cookbook/02_agents/11_approvals/approval_post_hook.py	81	resolved_by="admin@example.com",	CODE
LOW	cookbook/02_agents/11_approvals/approval_post_hook.py	97	assert run.metadata["approval"]["resolved_by"] == "admin@example.com"	CODE
LOW⚡	…ook/02_agents/15_dependencies/dependencies_in_tools.py	98	"name": "John Doe",	CODE
LOW	cookbook/02_agents/10_human_in_the_loop/user_input.py	46	"to_address": "test@test.com",	CODE
LOW	…okbook/02_agents/18_checkpointing/01_crash_recovery.py	57	return f"Detail for {item}: lorem ipsum dolor sit amet"	CODE
LOW	…okbook/02_agents/18_checkpointing/01_crash_recovery.py	57	return f"Detail for {item}: lorem ipsum dolor sit amet"	CODE
LOW	…kbook/data_labeling/_04_text_span_labeling/TEST_LOG.md	11	Result: Five entities returned with correct offsets: DATE 'March 3rd' (3-12), PERSON 'Sarah Johnson' (14-27), ORG 'A	CODE
LOW	…kbook/data_labeling/_04_text_span_labeling/TEST_LOG.md	21	Result: All four PII items detected: person_name 'Jane Doe', phone '415-555-0199', email 'jane.doe@example.com', cre	CODE
LOW	…k/integrations/surrealdb/custom_memory_instructions.py	67	print("John Doe's memories:")	STRING
LOW	…k/integrations/surrealdb/custom_memory_instructions.py	102	print("Jane Doe's memories:")	STRING
LOW	cookbook/integrations/surrealdb/memory_creation.py	53	print("John Doe's memories:")	STRING
LOW	cookbook/integrations/surrealdb/memory_creation.py	69	print("Jane Doe's memories:")	STRING
LOW	…okbook/integrations/surrealdb/memory_search_surreal.py	44	print("John Doe's memories:")	CODE
LOW⚡	cookbook/03_teams/03_tools/member_tool_hooks.py	25	"name": "John Doe",	CODE
LOW⚡	cookbook/03_teams/03_tools/member_tool_hooks.py	34	"name": "Jane Doe",	CODE
LOW	…book/03_teams/06_memory/01_team_with_memory_manager.py	65	print("John Doe's memories:")	CODE
LOW	cookbook/03_teams/06_memory/TEST_LOG.md	438	│ │ input="Add or update user memory: set user's name to 'John Doe' and note that he likes to hike in the mountains	CODE
LOW	cookbook/03_teams/06_memory/TEST_LOG.md	450	│ │ input="Add or update user memory: set user's name to 'John Doe' and note that he likes to hike in the mountains	CODE
LOW	cookbook/03_teams/06_memory/TEST_LOG.md	462	│ │ input="Add or update user memory: set user's name to 'John Doe' and note that he likes to hike in the mountains	CODE
LOW	cookbook/03_teams/06_memory/TEST_LOG.md	474	│ │ input="Add or update user memory: set user's name to 'John Doe' and note that he likes to hike in the mountains	CODE
LOW	cookbook/03_teams/23_checkpointing/01_crash_recovery.py	48	return f"Detail for {item}: lorem ipsum dolor sit amet"	CODE
LOW	cookbook/03_teams/23_checkpointing/01_crash_recovery.py	48	return f"Detail for {item}: lorem ipsum dolor sit amet"	CODE
LOW⚡	…ok/03_teams/17_dependencies/dependencies_in_context.py	22	"name": "John Doe",	CODE
LOW⚡	…book/03_teams/17_dependencies/dependencies_in_tools.py	23	"name": "John Doe",	CODE
LOW⚡	…ok/03_teams/17_dependencies/dependencies_to_members.py	22	"name": "John Doe",	CODE
LOW⚡	…03_teams/01_quickstart/07_share_member_interactions.py	22	"name": "John Doe",	CODE
LOW	cookbook/11_memory/01_agent_with_memory.py	55	print("John Doe's memories:")	CODE
LOW	cookbook/11_memory/01_agent_with_memory.py	66	print("John Doe's memories:")	CODE
LOW	cookbook/11_memory/04_custom_memory_manager.py	56	print("John Doe's memories:")	STRING
LOW	cookbook/11_memory/memory_manager/02_memory_creation.py	47	print("John Doe's memories:")	STRING
LOW	cookbook/11_memory/memory_manager/02_memory_creation.py	62	print("Jane Doe's memories:")	STRING
LOW	cookbook/11_memory/memory_manager/04_memory_search.py	40	print("John Doe's memories:")	CODE
LOW	…memory/memory_manager/03_custom_memory_instructions.py	55	print("John Doe's memories:")	STRING
LOW	…memory/memory_manager/03_custom_memory_instructions.py	90	print("Jane Doe's memories:")	STRING
LOW	cookbook/91_tools/salesforce_tools.py	101	# "Update the account 'Acme Corp' to set the industry to 'Technology'",	COMMENT
LOW	cookbook/91_tools/custom_tool_events.py	33	customer_name="John Doe",	CODE
LOW	cookbook/91_tools/google/gmail/inbox_triage.py	58	user_id = "user@example.com"	CODE
LOW	…91_tools/other/include_exclude_tools_custom_toolkit.py	44	"name": "John Doe",	CODE
LOW⚡	…s/tool_hooks/tool_hook_in_toolkit_with_state_nested.py	71	"123": {"name": "Jane Doe", "email": "jane.doe@example.com"},	CODE
LOW⚡	…s/tool_hooks/tool_hook_in_toolkit_with_state_nested.py	72	"456": {"name": "John Doe", "email": "john.doe@example.com"},	CODE
LOW	cookbook/91_tools/tool_hooks/tool_hook_in_toolkit.py	36	"name": "John Doe",	CODE
LOW	cookbook/91_tools/tool_hooks/tool_hook_in_toolkit.py	123	"name": "John Doe",	CODE
LOW⚡	…91_tools/tool_hooks/tool_hook_in_toolkit_with_state.py	58	"123": {"name": "Jane Doe", "email": "jane.doe@example.com"},	CODE
LOW⚡	…91_tools/tool_hooks/tool_hook_in_toolkit_with_state.py	59	"456": {"name": "John Doe", "email": "john.doe@example.com"},	CODE
LOW	…ok/91_tools/tool_hooks/tool_hooks_in_toolkit_nested.py	38	"name": "John Doe",	CODE
LOW	…ok/91_tools/tool_hooks/tool_hooks_in_toolkit_nested.py	114	"name": "John Doe",	CODE
LOW⚡	libs/agno/tests/unit/test_filters.py	266	filter_expr = CONTAINS("name", "John Doe")	CODE
LOW⚡	libs/agno/tests/unit/test_filters.py	267	assert filter_expr.value == "John Doe"	CODE
LOW⚡	libs/agno/tests/unit/learn/test_entity_memory_store.py	260	message = await store.aremember_about(entity="Acme Corp", entity_type="company", facts=["fintech"])	CODE
LOW⚡	libs/agno/tests/unit/learn/test_entity_memory_store.py	1359	store.remember_about(entity="Acme Inc", entity_type="company", facts=["renewal in march"])	CODE
LOW⚡	libs/agno/tests/unit/learn/test_entity_memory_store.py	1363	assert rows[0].aliases == ["Acme Inc"]	CODE
LOW⚡	libs/agno/tests/unit/tools/test_telegram.py	71	monkeypatch.setenv("TELEGRAM_TOKEN", "fake-token")	CODE
LOW⚡	libs/agno/tests/unit/tools/test_telegram.py	79	monkeypatch.setenv("TELEGRAM_TOKEN", "fake-token")	CODE
LOW⚡	libs/agno/tests/unit/tools/test_telegram.py	86	monkeypatch.setenv("TELEGRAM_TOKEN", "fake-token")	CODE
LOW⚡	libs/agno/tests/unit/tools/test_telegram.py	94	monkeypatch.setenv("TELEGRAM_TOKEN", "fake-token")	CODE
LOW⚡	libs/agno/tests/unit/tools/test_telegram.py	110	monkeypatch.setenv("TELEGRAM_TOKEN", "fake-token")	CODE
203 more matches not shown…

Magic Placeholder Names33 hits · 129 pts

Severity	File	Line	Snippet	Context
HIGH	cookbook/90_models/google/gemini_interactions/README.md	17	export GOOGLE_API_KEY=your-api-key	CODE
HIGH	cookbook/90_models/google/gemini/parallel_grounding.py	37	# parallel_api_key="your-api-key",	COMMENT
HIGH⚡	cookbook/integrations/parallel/04_research_assistant.py	14	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	…/integrations/parallel/08_competitive_intel_monitor.py	17	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/integrations/parallel/06_research_team.py	13	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH	cookbook/integrations/parallel/README.md	37	export PARALLEL_API_KEY=<your-api-key>	CODE
HIGH⚡	cookbook/integrations/parallel/02_extract_content.py	14	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/integrations/parallel/07_research_workflow.py	13	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/integrations/parallel/03_deep_research.py	19	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/integrations/parallel/01_quickstart.py	14	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH	cookbook/integrations/parallel/05_web_plus_knowledge.py	16	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH	cookbook/integrations/parallel/05_web_plus_knowledge.py	17	- export OPENAI_API_KEY=<your-api-key> (model + embeddings)	STRING
HIGH⚡	cookbook/integrations/parallel/09_agent_os_app.py	14	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	…knowledge/09_archive/embedders/vllm_embedder_remote.py	24	api_key="your-api-key",	CODE
HIGH⚡	cookbook/91_tools/nano_banana_tools.py	5	- Set your Google API key as environment variable: `export GOOGLE_API_KEY="your_api_key"`	STRING
HIGH	cookbook/91_tools/calcom_tools.py	29	export CALCOM_API_KEY="your_api_key"	STRING
HIGH⚡	cookbook/91_tools/firecrawl_tools.py	7	export FIRECRAWL_API_KEY=<your-api-key>	STRING
HIGH	cookbook/91_tools/e2b_tools.py	20	export E2B_API_KEY=your_api_key	STRING
HIGH	cookbook/91_tools/brandfetch_tools.py	12	export BRANDFETCH_API_KEY=your_api_key	STRING
HIGH⚡	cookbook/91_tools/scrapegraph_tools.py	7	export SGAI_API_KEY=<your-api-key>	STRING
HIGH	cookbook/91_tools/adanos_tools.py	12	export ADANOS_API_KEY="your_api_key"	STRING
HIGH⚡	cookbook/91_tools/daytona_tools.py	8	export DAYTONA_API_KEY=<your_api_key>	STRING
HIGH⚡	cookbook/91_tools/parallel/news_search.py	20	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/91_tools/parallel/company_enrichment.py	19	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/91_tools/parallel/output_schemas.py	16	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/91_tools/parallel/investment_monitor.py	18	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/91_tools/parallel/competitor_tracker.py	25	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH	cookbook/91_tools/parallel/README.md	28	export PARALLEL_API_KEY=<your-api-key>	CODE
HIGH⚡	cookbook/91_tools/parallel/market_research.py	18	- export PARALLEL_API_KEY=<your-api-key>	STRING
HIGH⚡	cookbook/91_tools/antigravity/antigravity_tools.py	14	export GEMINI_API_KEY=<your_api_key>	STRING
HIGH	libs/agno/tests/system/README.md	75	echo "OPENAI_API_KEY=your-api-key-here" > .env	CODE
HIGH	libs/agno/tests/system/run_tests.sh	25	echo " OPENAI_API_KEY=your-api-key-here"	CODE
HIGH	libs/agno/agno/tools/scrapegraph.py	7	export SGAI_API_KEY=<your-api-key>	STRING

AI Slop Vocabulary63 hits · 126 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…ook/90_models/google/gemini/url_context_with_search.py	1	"""Combine URL context with Google Search for comprehensive web analysis.	STRING
LOW⚡	…book/02_agents/02_input_output/followup_suggestions.py	28	# Create the Agent — just set followups=True	COMMENT
MEDIUM⚡	cookbook/02_agents/09_hooks/stream_hook.py	39	# Agent with comprehensive output validation	COMMENT
MEDIUM	cookbook/02_agents/09_hooks/pre_hook_input.py	87	# Create a financial advisor agent with comprehensive hooks	COMMENT
MEDIUM	cookbook/02_agents/09_hooks/post_hook_output.py	123	# Agent with comprehensive output validation	COMMENT
MEDIUM⚡	…okbook/02_agents/18_checkpointing/01_crash_recovery.py	100	# This is robust — we wait for the actual checkpoint, not a fixed sleep.	COMMENT
LOW⚡	…_learning/06_quick_tests/02_learning_true_shorthand.py	27	# This is the simplest way to enable learning - just set learning=True	COMMENT
LOW⚡	…8_learning/08_custom_stores/01_minimal_custom_store.py	60	# For simple stores, can just return dict or a dataclass	COMMENT
MEDIUM	cookbook/01_demo/evals/cases.py	82	# tool-call assertion is the robust signal that HTML generation works.	COMMENT
MEDIUM	cookbook/performance/comparison/_compare.py	21	# The comparison files reuse the parent suite's harness	COMMENT
MEDIUM	…kbook/07_knowledge/09_archive/readers/tavily_reader.py	43	extract_depth="advanced", # 2 credits per 5 URLs, more comprehensive	CODE
MEDIUM	cookbook/91_tools/brightdata_tools.py	62	# "Search Google for 'Python web scraping best practices' and give me the top 5 results",	COMMENT
MEDIUM	cookbook/91_tools/financial_datasets_tools.py	193	# """Create a comprehensive financial summary for NVDA including:	COMMENT
MEDIUM	cookbook/91_tools/financial_datasets_tools.py	193	# """Create a comprehensive financial summary for NVDA including:	COMMENT
MEDIUM⚡	cookbook/91_tools/github_tools.py	92	# Example: Get comprehensive repository stats	COMMENT
MEDIUM⚡	cookbook/91_tools/github_tools.py	94	# "Get comprehensive stats for the agno-agi/agno repository", markdown=True	COMMENT
MEDIUM⚡	cookbook/91_tools/github_tools.py	99	# "Get comprehensive details for pull request #100 in the agno-agi/agno repository",	COMMENT
LOW	cookbook/91_tools/browserbase_tools.py	75	# The same agent instance works for both sync and async - just use arun/aprint_response!	STRING
LOW	cookbook/91_tools/browserbase_tools.py	81	# # Same agent, just use async methods - it will automatically use async tools	STRING
MEDIUM⚡	libs/agno/tests/unit/tools/test_superserve.py	15	# patches use patch.object (robust against sys.modules restoration).	COMMENT
MEDIUM	libs/agno/tests/unit/tools/test_github.py	780	"""Test getting comprehensive details of a pull request."""	STRING
MEDIUM	libs/agno/tests/unit/tools/test_github.py	900	"""Test getting comprehensive repository information including statistics."""	STRING
MEDIUM⚡	libs/agno/tests/unit/app/test_agui_app.py	946	"""Complex test with interleaved content and tool calls (comprehensive scenario)"""	STRING
MEDIUM	libs/agno/tests/unit/vectordb/test_pgvector.py	339	"""Test vector_search method using more comprehensive mocking."""	STRING
MEDIUM⚡	…o/tests/integration/workflows/test_streaming_events.py	674	"""Test comprehensive workflow with multiple component types with stream_events=True."""	STRING
MEDIUM	…o/tests/integration/workflows/test_streaming_events.py	721	"""Test comprehensive workflow with multiple component types - async with stream_events=True."""	STRING
MEDIUM	…o/tests/integration/workflows/test_streaming_events.py	760	"""Test comprehensive workflow with multiple component types with stream_events=False."""	STRING
MEDIUM	libs/agno/tests/integration/agent/test_hooks.py	594	"""Test comprehensive error handling in hooks."""	STRING
MEDIUM	libs/agno/tests/integration/agent/test_memory_impact.py	168	# Verify that memory usage is reasonable - the agent should not utilize excessive memory	COMMENT
MEDIUM	libs/agno/tests/integration/db/sqlite/test_session.py	599	# Create comprehensive AgentSession with all possible fields populated	COMMENT
MEDIUM	libs/agno/tests/integration/db/sqlite/test_session.py	655	# Create comprehensive TeamSession with all possible fields populated	COMMENT
MEDIUM	libs/agno/tests/integration/db/postgres/test_session.py	654	# Create comprehensive AgentSession with all possible fields populated	COMMENT
MEDIUM	libs/agno/tests/integration/db/postgres/test_session.py	710	# Create comprehensive TeamSession with all possible fields populated	COMMENT
MEDIUM	…s/agno/tests/integration/db/postgres/test_knowledge.py	333	# Upsert the comprehensive knowledge	COMMENT
MEDIUM⚡	libs/agno/tests/integration/db/postgres/test_memory.py	206	# Creating a comprehensive memory	COMMENT
LOW	libs/agno/tests/integration/os/test_jwt_middleware.py	983	validate=False, # Don't fail on validation errors, just set authenticated=False	CODE
MEDIUM	libs/agno/agno/tools/shopify.py	646	"""Get comprehensive order analytics for a time period.	STRING
MEDIUM⚡	libs/agno/agno/tools/docker.py	10	# Apply more comprehensive monkey patch for Python 3.12 compatibility	COMMENT
MEDIUM⚡	libs/agno/agno/tools/docker.py	16	# Create a more comprehensive patched version that ignores any unknown parameters	COMMENT
MEDIUM	libs/agno/agno/tools/github.py	886	"""Get comprehensive details of a pull request including comments, labels, and metadata.	STRING
MEDIUM	libs/agno/agno/tools/github.py	994	"""Get comprehensive repository information including statistics.	STRING
LOW	libs/agno/agno/tools/function.py	2684	# If no hooks, just return the entrypoint execution function	COMMENT
LOW	libs/agno/agno/tools/function.py	2991	# If no hooks, just return the async entrypoint execution function	COMMENT
MEDIUM	libs/agno/agno/memory/strategies/summarize.py	1	"""Summarize strategy: Combine all memories into single comprehensive summary."""	STRING
MEDIUM	libs/agno/agno/memory/strategies/summarize.py	16	"""Combine all memories into single comprehensive summary.	STRING
MEDIUM	libs/agno/agno/memory/strategies/summarize.py	49	"""Summarize multiple memories into single comprehensive summary.	STRING
MEDIUM	libs/agno/agno/memory/strategies/summarize.py	87	# Create comprehensive prompt for summarization	STRING
MEDIUM	libs/agno/agno/memory/strategies/summarize.py	126	"""Async version: Summarize multiple memories into single comprehensive summary.	STRING
MEDIUM	libs/agno/agno/memory/strategies/summarize.py	164	# Create comprehensive prompt for summarization	STRING
MEDIUM	libs/agno/agno/vectordb/couchbase/couchbase.py	399	# This is a more robust way than just len(batch) - len(exceptions)	COMMENT
MEDIUM	libs/agno/agno/models/google/gemini_interactions.py	484	# which forces store=True), leverage server-side state: pass	COMMENT
LOW	libs/agno/agno/team/_response.py	1682	# Content is already a dict - just set content_type	COMMENT
LOW	libs/agno/agno/team/_response.py	1714	# Content is already a dict - just set content_type	COMMENT
MEDIUM	libs/agno/agno/os/routers/database.py	38	"""Create the database router with comprehensive OpenAPI documentation."""	STRING
MEDIUM	libs/agno/agno/os/routers/metrics/metrics.py	37	"""Create metrics router with comprehensive OpenAPI documentation for system metrics and analytics endpoints."""	STRING
MEDIUM	libs/agno/agno/os/routers/traces/traces.py	76	"""Create traces router with comprehensive OpenAPI documentation for trace endpoints."""	STRING
MEDIUM	libs/agno/agno/os/routers/evals/evals.py	51	"""Create eval router with comprehensive OpenAPI documentation for agent/team evaluation endpoints."""	STRING
MEDIUM	libs/agno/agno/os/routers/memory/memory.py	43	"""Create memory router with comprehensive OpenAPI documentation for user memory management endpoints."""	STRING
MEDIUM	libs/agno/agno/os/routers/workflows/router.py	1434	"""Create the workflow router with comprehensive OpenAPI documentation."""	STRING
MEDIUM	libs/agno/agno/os/routers/knowledge/knowledge.py	64	"""Create knowledge router with comprehensive OpenAPI documentation for content management endpoints."""	STRING
3 more matches not shown…

Hallucination Indicators8 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	libs/agno/tests/unit/tools/test_google_drive.py	105	drive_tools.service.files.return_value.export_media.assert_called_once()	CODE
CRITICAL⚡	libs/agno/tests/unit/tools/test_adanos.py	103	mock_client_class.return_value.__enter__.return_value.get.assert_not_called()	CODE
CRITICAL	libs/agno/tests/unit/tools/models/test_morph.py	109	mock_morph_tools._morph_client.chat.completions.create.assert_called_once_with(	CODE
CRITICAL	libs/agno/tests/unit/tools/models/test_morph.py	137	mock_morph_tools._morph_client.chat.completions.create.assert_called_once_with(	CODE
CRITICAL	…agno/tests/unit/vectordb/test_vdb_user_id_migration.py	206	client.collections.get.return_value.config.add_property.assert_not_called()	CODE
CRITICAL⚡	…agno/tests/unit/vectordb/test_vdb_user_id_migration.py	217	client.collections.get.return_value.config.add_property.assert_not_called()	CODE
CRITICAL	libs/agno/tests/unit/models/google/test_gemini.py	830	mock_get_client.return_value.aio.file_search_stores.download_media.assert_awaited_once_with(media_id=media_id)	CODE
CRITICAL	libs/agno/agno/models/azure/ai_foundry.py	30	from azure.core.exceptions import HttpResponseError	CODE

Dead Code43 hits · 68 pts

Severity	File	Line	Context
MEDIUM	libs/agno/tests/unit/test_fallback.py	450	CODE
MEDIUM	libs/agno/tests/unit/test_fallback.py	475	CODE
MEDIUM	libs/agno/tests/unit/test_fallback.py	675	CODE
MEDIUM	libs/agno/tests/unit/learn/test_max_updates_per_run.py	121	CODE
MEDIUM	libs/agno/tests/unit/learn/test_max_updates_per_run.py	125	CODE
MEDIUM	libs/agno/tests/unit/learn/test_guidance_split.py	443	CODE
MEDIUM	libs/agno/tests/unit/learn/test_guidance_split.py	447	CODE
MEDIUM	libs/agno/tests/unit/learn/test_entity_supersession.py	137	CODE
MEDIUM	libs/agno/tests/unit/learn/test_entity_supersession.py	141	CODE
MEDIUM	libs/agno/tests/unit/learn/test_entity_supersession.py	165	CODE
MEDIUM	libs/agno/tests/unit/learn/test_entity_supersession.py	169	CODE
MEDIUM	libs/agno/tests/unit/environments/test_runner.py	572	CODE
MEDIUM	libs/agno/tests/unit/agent/test_unified_continue.py	2096	CODE
MEDIUM	libs/agno/tests/unit/agent/test_run_error_event_type.py	36	CODE
MEDIUM	libs/agno/tests/unit/agent/test_run_error_event_type.py	40	CODE
MEDIUM	…sts/unit/agent/test_acontinue_run_background_stream.py	212	CODE
MEDIUM	…o/tests/unit/models/test_retry_error_classification.py	321	CODE
MEDIUM	…o/tests/unit/models/test_retry_error_classification.py	338	CODE
MEDIUM	…o/tests/unit/models/test_retry_error_classification.py	357	CODE
MEDIUM	…o/tests/unit/models/test_retry_error_classification.py	376	CODE
MEDIUM	…o/tests/unit/models/test_retry_error_classification.py	508	CODE
MEDIUM	…o/tests/unit/models/test_retry_error_classification.py	534	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	383	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	400	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	474	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	499	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	550	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	618	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	1123	CODE
MEDIUM	…agno/tests/unit/models/xai_model/test_xai_responses.py	1146	CODE
MEDIUM	libs/agno/tests/unit/team/test_run_error_event_type.py	30	CODE
MEDIUM	libs/agno/tests/unit/team/test_run_error_event_type.py	34	CODE
MEDIUM	…ests/unit/team/test_acontinue_run_background_stream.py	162	CODE
MEDIUM	…ests/unit/team/test_acontinue_run_background_stream.py	399	CODE
MEDIUM	…agno/tests/unit/team/test_paused_member_persistence.py	5331	CODE
MEDIUM	…agno/tests/unit/team/test_paused_member_persistence.py	5425	CODE
MEDIUM	…agno/tests/unit/team/test_paused_member_persistence.py	6045	CODE
MEDIUM	…tests/unit/workflow/test_step_executor_stream_error.py	36	CODE
MEDIUM	…tests/unit/workflow/test_step_executor_stream_error.py	41	CODE
MEDIUM	libs/agno/tests/unit/os/test_sse_error_frames.py	43	CODE
MEDIUM	libs/agno/tests/unit/os/interfaces/test_agui_router.py	34	CODE
MEDIUM	…s/agno/tests/integration/os/test_agui_authorization.py	54	CODE
MEDIUM	libs/agno/agno/agents/base.py	785	CODE

Example Usage Blocks27 hits · 47 pts

Severity	File	Line	Snippet	Context
LOW⚡	cookbook/90_models/groq/reasoning/finance_agent.py	29	# Example usage	COMMENT
LOW⚡	…s/05_state_and_session/session_state_multiple_users.py	86	# Example usage	COMMENT
LOW⚡	…02_agents/05_state_and_session/session_state_events.py	42	# Example usage	COMMENT
LOW⚡	…ts/05_state_and_session/session_state_manual_update.py	42	# Example usage	COMMENT
LOW⚡	…_agents/05_state_and_session/session_state_advanced.py	85	# Example usage	STRING
LOW⚡	…/02_agents/05_state_and_session/session_state_basic.py	42	# Example usage	COMMENT
LOW⚡	…k/02_agents/15_dependencies/dependencies_in_context.py	59	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/shopify_tools.py	52	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/calcom_tools.py	81	# Example usage	STRING
LOW⚡	cookbook/91_tools/file_tools.py	235	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/spotify_tools.py	47	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/website_tools.py	29	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/aws_lambda_tools.py	90	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/crawl4ai_tools.py	66	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/other/complex_input_types.py	82	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/mcp/multiple_servers.py	50	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/mcp/include_tools.py	49	# Example usage	STRING
LOW⚡	cookbook/91_tools/mcp/include_exclude_tools.py	50	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/mcp/filesystem.py	59	# Example usage	STRING
LOW⚡	cookbook/91_tools/mcp/groq_mcp.py	79	# Example usage	COMMENT
LOW⚡	cookbook/91_tools/mcp/gibsonai.py	85	# Example usage	STRING
LOW⚡	cookbook/91_tools/mcp/github.py	60	# Example usage	STRING
LOW⚡	cookbook/91_tools/mcp/sequential_thinking.py	57	# Example usage	STRING
LOW	cookbook/91_tools/mcp/mem0.py	67	# Example usage	STRING
LOW⚡	cookbook/91_tools/mcp/local_server/client.py	34	# Example usage	COMMENT
LOW	libs/agno_infra/scripts/generate_requirements.sh	5	# Usage:	COMMENT
LOW	libs/agno/scripts/generate_requirements.sh	5	# Usage:	COMMENT

TODO Padding14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	…sts/integration/db/surrealdb/test_surrealdb_session.py	49	# TODO: add tests for get_sessions using filters and sorting	COMMENT
LOW	libs/agno/agno/agent/_storage.py	866	# TODO: implement session summary manager serialization	COMMENT
LOW	libs/agno/agno/agent/_storage.py	1161	# TODO: implement compression manager serialization	COMMENT
LOW	libs/agno/agno/agent/_storage.py	1218	# TODO: implement parser model deserialization	COMMENT
LOW	libs/agno/agno/agent/_storage.py	1227	# TODO: implement output model deserialization	COMMENT
LOW	libs/agno/agno/agent/_storage.py	1317	# TODO: implement session summary manager deserialization	COMMENT
LOW	libs/agno/agno/agent/_storage.py	1347	# TODO: implement compression manager deserialization	COMMENT
LOW	libs/agno/agno/models/aws/bedrock.py	435	# TODO: Add caching: https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference-call.html	COMMENT
LOW	libs/agno/agno/team/_storage.py	760	# TODO: implement session summary manager serialization	COMMENT
LOW	libs/agno/agno/team/_storage.py	812	# TODO: implement compression manager serialization	COMMENT
LOW	libs/agno/agno/team/_storage.py	1147	# TODO: implement parser model deserialization	COMMENT
LOW	libs/agno/agno/team/_storage.py	1156	# TODO: implement output model deserialization	COMMENT
LOW	libs/agno/agno/team/_storage.py	1252	# TODO: implement session summary manager deserialization	COMMENT
LOW	libs/agno/agno/team/_storage.py	1282	# TODO: implement compression manager deserialization	COMMENT

Overly Generic Function Names15 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	cookbook/90_models/clients/http_client_caching.py	47	def handle_request(self, request: httpx.Request) -> httpx.Response:	CODE
LOW⚡	cookbook/90_models/clients/http_client_caching.py	79	def handle_request(self, request: httpx.Request) -> httpx.Response:	CODE
LOW	cookbook/90_models/clients/http_client_caching.py	117	def handle_request(self, request: httpx.Request) -> httpx.Response:	CODE
LOW	…/08_human_in_the_loop/user_input/02_step_user_input.py	96	def process_data(step_input: StepInput) -> StepOutput:	CODE
LOW	…lows/08_human_in_the_loop/error/01_error_retry_skip.py	35	def process_data(step_input: StepInput) -> StepOutput:	CODE
LOW	…man_in_the_loop/error/02_error_retry_skip_streaming.py	48	def process_data(step_input: StepInput) -> StepOutput:	CODE
LOW	cookbook/91_tools/mcp/mem0.py	60	def process_data(data):	STRING
LOW	libs/agno/tests/unit/tools/test_code.py	61	def helper(x: int) -> int:	CODE
LOW⚡	libs/agno/tests/unit/environments/test_env.py	225	def helper(query: str, depth: int) -> str:	CODE
LOW⚡	libs/agno/tests/unit/workflow/test_hitl.py	39	def process_data(step_input: StepInput) -> StepOutput:	CODE
LOW	libs/agno/tests/unit/os/test_per_request_isolation.py	478	def my_function(step_input: StepInput) -> StepOutput:	CODE
LOW⚡	libs/agno/tests/integration/workflows/test_hitl.py	32	def process_data(step_input: StepInput) -> StepOutput:	CODE
LOW	…ests/integration/models/anthropic/test_format_tools.py	131	def process_data(data: Union[str, Dict[str, Any]]):	CODE
LOW	libs/agno/agno/tools/decorator.py	116	def my_function():	STRING
LOW⚡	libs/agno/agno/team/_task_tools.py	482	def execute_task(task_id: str, member_id: str) -> Iterator[Union[RunOutputEvent, TeamRunOutputEvent, str]]:	CODE

AI Response Leakage2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	cookbook/91_tools/mcp/sse_transport/client.py	40	# In this example we connect to both our example server (SSE transport), and a different server (stdio transport).	COMMENT
HIGH	…kbook/91_tools/mcp/streamable_http_transport/client.py	39	# In this example we connect to both our example server (Streamable HTTP transport), and a different server (stdio trans	COMMENT

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	…k/02_agents/03_context_management/few_shot_learning.py	31	f you don't receive the email within 5 minutes, please check your spam folder. Let me know if you need any assistanc	CODE
MEDIUM	libs/agno_infra/agno/aws/resource/acm/certificate.py	49	# if users can reach your site by using either name. The maximum number of domain names that you can add to an	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings