Shubhamsaboo/awesome-llm-apps

Pattern Findings

The scanner identified 2303 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Excessive Try-Catch Wrapping736 hits · 741 pts

Severity	File	Line	Snippet	Context
LOW	mcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py	300	except Exception as e:	STRING
LOW	mcp_ai_agents/github_mcp_agent/github_agent.py	108	except Exception as e:	STRING
LOW	…s/openai_remote_mcp_bridge/openai_remote_mcp_bridge.py	204	except Exception as exc:	CODE
LOW	…s/openai_remote_mcp_bridge/openai_remote_mcp_bridge.py	264	except Exception as exc:	CODE
LOW	mcp_ai_agents/multi_mcp_agent_router/agent_forge.py	239	except Exception as e:	CODE
LOW	mcp_ai_agents/browser_mcp_agent/main.py	85	except Exception as e:	CODE
LOW	mcp_ai_agents/browser_mcp_agent/main.py	117	except Exception as e:	CODE
LOW	advanced_llm_apps/resume_job_matcher/app.py	80	except Exception as e:	STRING
LOW	…ials/local_chatgpt_with_memory/local_chatgpt_memory.py	125	except Exception as e:	CODE
MEDIUM	advanced_llm_apps/chat-with-tarots/app.py	52	print(f"Error: CSV File not found: {csv_file_path}")	CODE
LOW	advanced_llm_apps/chat-with-tarots/app.py	57	except Exception as e:	CODE
LOW	advanced_llm_apps/chat-with-tarots/app.py	134	except Exception as e:	STRING
LOW	…ization_tools/toonify_token_optimization/quick_test.py	71	except Exception as e:	CODE
LOW	…zation_tools/toonify_token_optimization/toonify_app.py	261	except Exception as e:	STRING
LOW	…ation_tools/toonify_token_optimization/toonify_demo.py	192	except Exception as e:	CODE
LOW	…ation_tools/toonify_token_optimization/toonify_demo.py	223	except Exception as e:	CODE
LOW	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	36	except Exception as list_error:	CODE
LOW	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	51	except Exception:	CODE
LOW	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	60	except Exception as final_error:	CODE
LOW	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	74	except Exception as e:	CODE
LOW	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	192	except Exception as e:	STRING
LOW	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	240	except Exception as e:	STRING
LOW	…pps/gpt_oss_critique_improvement_loop/streamlit_app.py	191	except Exception as e:	CODE
LOW	…_apps/multimodal_video_moment_finder/backend/server.py	87	except Exception as e:	CODE
LOW	…_apps/multimodal_video_moment_finder/backend/server.py	94	except Exception:	CODE
LOW	…_apps/multimodal_video_moment_finder/backend/server.py	117	except Exception:	CODE
LOW	…/multimodal_video_moment_finder/backend/video_store.py	53	except Exception:	CODE
LOW	…/multimodal_video_moment_finder/backend/video_store.py	294	except Exception:	CODE
LOW	…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py	79	except Exception as e:	CODE
LOW	…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py	176	except Exception as e:	STRING
LOW	…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py	267	except Exception as e:	STRING
LOW	…ents/ai_blog_to_podcast_agent/blog_to_podcast_agent.py	85	except Exception as e:	CODE
LOW	…ents/ai_music_generator_agent/music_generator_agent.py	88	except Exception as e:	CODE
LOW	…rter_ai_agents/openai_research_agent/research_agent.py	250	except Exception as e:	STRING
LOW	…rter_ai_agents/openai_research_agent/research_agent.py	270	except Exception as e:	STRING
LOW	…er_ai_agents/ai_x402_paying_agent/x402_paying_agent.py	145	except Exception as exc: # payment refused, network error, etc.	CODE
LOW	…_generator_agent_browseruse/ai_meme_generator_agent.py	133	except Exception as e:	STRING
LOW	…rter_ai_agents/multimodal_ai_agent/multimodal_agent.py	75	except Exception as e:	STRING
LOW	…ents/multimodal_ai_agent/multimodal_reasoning_agent.py	66	except Exception as e:	CODE
LOW	…ents/multimodal_ai_agent/multimodal_reasoning_agent.py	73	except Exception as e:	CODE
LOW	…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py	40	except Exception as e:	CODE
LOW	…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py	119	except Exception as e:	CODE
MEDIUM	…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py	11	def preprocess_and_save(file):	CODE
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	75	except Exception as e:	CODE
LOW	…ata_visualisation_agent/ai_data_visualisation_agent.py	89	except Exception as error:	CODE
LOW	…_agents/ai_medical_imaging_agent/ai_medical_imaging.py	154	except Exception as e:	STRING
LOW	…urse/openai_sdk_crash_course/11_voice/streamed/util.py	40	except Exception as e:	CODE
LOW	…urse/openai_sdk_crash_course/11_voice/streamed/util.py	157	except Exception as e:	CODE
LOW	…urse/openai_sdk_crash_course/11_voice/streamed/util.py	192	except Exception as e:	CODE
LOW	…urse/openai_sdk_crash_course/11_voice/streamed/util.py	227	except Exception as e:	CODE
LOW	…rse/openai_sdk_crash_course/11_voice/streamed/agent.py	287	except Exception as e:	CODE
LOW	…course/openai_sdk_crash_course/11_voice/static/util.py	40	except Exception as e:	CODE
LOW	…course/openai_sdk_crash_course/11_voice/static/util.py	98	except Exception as e:	CODE
LOW	…course/openai_sdk_crash_course/11_voice/static/util.py	133	except Exception as e:	CODE
LOW	…course/openai_sdk_crash_course/11_voice/static/util.py	168	except Exception as e:	CODE
LOW	…ourse/openai_sdk_crash_course/11_voice/static/agent.py	186	except Exception as e:	CODE
LOW	…dk_crash_course/3_tool_using_agent/calculator_agent.py	157	except Exception as e:	CODE
LOW	…dk_crash_course/3_tool_using_agent/calculator_agent.py	185	except Exception as e:	CODE
LOW	…dk_crash_course/3_tool_using_agent/calculator_agent.py	204	except Exception as e:	CODE
LOW	…urse/2_structured_output_agent/product_review_agent.py	206	except Exception as e:	CODE
676 more matches not shown…

Decorative Section Separators236 hits · 640 pts

Severity	File	Line	Snippet	Context
MEDIUM	…nsurance_advisor_agent/life_insurance_advisor_agent.py	23	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…nsurance_advisor_agent/life_insurance_advisor_agent.py	25	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…nsurance_advisor_agent/life_insurance_advisor_agent.py	52	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…nsurance_advisor_agent/life_insurance_advisor_agent.py	54	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…nsurance_advisor_agent/life_insurance_advisor_agent.py	204	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…nsurance_advisor_agent/life_insurance_advisor_agent.py	206	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	20	# ------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	22	# ------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	40	# ------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	42	# ------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	60	# ------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	63	# ------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	95	# ------------------------------------------------------------	COMMENT
MEDIUM	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	99	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	115	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	117	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	126	# ------------------------------------------------------------	COMMENT
MEDIUM⚡	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	128	# ------------------------------------------------------------	COMMENT
MEDIUM	…rash_course/google_adk_crash_course/7_plugins/agent.py	17	# ============================================================================	COMMENT
MEDIUM	…rash_course/google_adk_crash_course/7_plugins/agent.py	19	# ============================================================================	COMMENT
MEDIUM	…rash_course/google_adk_crash_course/7_plugins/agent.py	50	# ============================================================================	COMMENT
MEDIUM	…rash_course/google_adk_crash_course/7_plugins/agent.py	52	# ============================================================================	COMMENT
MEDIUM⚡	…rash_course/google_adk_crash_course/7_plugins/agent.py	64	# ============================================================================	COMMENT
MEDIUM⚡	…rash_course/google_adk_crash_course/7_plugins/agent.py	66	# ============================================================================	COMMENT
MEDIUM⚡	…rash_course/google_adk_crash_course/7_plugins/agent.py	75	# ============================================================================	COMMENT
MEDIUM⚡	…rash_course/google_adk_crash_course/7_plugins/agent.py	77	# ============================================================================	COMMENT
MEDIUM	…rash_course/google_adk_crash_course/7_plugins/agent.py	100	# ============================================================================	COMMENT
MEDIUM	…rash_course/google_adk_crash_course/7_plugins/agent.py	102	# ============================================================================	COMMENT
MEDIUM	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	46	# -------------------------	COMMENT
MEDIUM⚡	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	169	# ============================================================================	COMMENT
MEDIUM⚡	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	171	# ============================================================================	COMMENT
MEDIUM	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	28	# ============================================================================	COMMENT
MEDIUM	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	30	# ============================================================================	COMMENT
MEDIUM	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	71	# ============================================================================	COMMENT
MEDIUM	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	73	# ============================================================================	COMMENT
MEDIUM⚡	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	243	# ============================================================================	STRING
MEDIUM⚡	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	245	# ============================================================================	STRING
MEDIUM⚡	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	357	# ============================================================================	STRING
MEDIUM⚡	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	359	# ============================================================================	STRING
MEDIUM	…roject/src/app/declarative-generative-ui/renderers.tsx	37	// ─── Theme-aware colors ─────────────────────────────────────────────	COMMENT
MEDIUM	…roject/src/app/declarative-generative-ui/renderers.tsx	107	// ─── Renderers (type-checked against schema definitions) ────────────	COMMENT
MEDIUM	…roject/src/app/declarative-generative-ui/renderers.tsx	597	// ─── Assembled Catalog ───────────────────────────────────────────────	COMMENT
MEDIUM	…builder/apps/web/app/components/CopilotKitProvider.tsx	14	// ─── Shared context ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	…builder/apps/web/app/components/CopilotKitProvider.tsx	35	// ─── Provider ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…p-builder/apps/web/app/components/ToolCallRenderer.tsx	8	// ── Download link for restart_server ─────────────────────────────────────────	COMMENT
MEDIUM	…p-builder/apps/web/app/components/ToolCallRenderer.tsx	82	// ── Helpers ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…p-builder/apps/web/app/components/ToolCallRenderer.tsx	95	// ── Card component ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…p-builder/apps/web/app/components/ToolCallRenderer.tsx	194	// ── restart_server: same card + download MCP server code link ──────────────────	COMMENT
MEDIUM	…p-builder/apps/web/app/components/ToolCallRenderer.tsx	230	// ── Wildcard renderer — catches all tool calls with no specific renderer ──────	COMMENT
MEDIUM	…ilder/apps/web/app/components/BuilderAgentProvider.tsx	37	// ── Context readables ────────────────────────────────────────────────────	COMMENT
MEDIUM	…ilder/apps/web/app/components/BuilderAgentProvider.tsx	78	// ── UI-state frontend actions ─────────────────────────────────────────────	COMMENT
MEDIUM	…i-mcp-app-builder/apps/web/app/api/copilotkit/route.ts	128	// ── E2B workspace provider (stateless — safe to reuse across requests) ──────	COMMENT
MEDIUM	…i-mcp-app-builder/apps/web/app/api/copilotkit/route.ts	132	// ── Backend tools — run server-side inside the agent loop ────────────────────	COMMENT
MEDIUM	…i-mcp-app-builder/apps/web/app/api/copilotkit/route.ts	284	// ── System prompt ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…i-mcp-app-builder/apps/web/app/api/copilotkit/route.ts	571	// ── Request handler ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…mcp-app-builder/apps/web/app/api/mastra-agent/route.ts	47	// ── MCP UI tool metadata ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…mcp-app-builder/apps/web/app/api/mastra-agent/route.ts	111	// ── Proxied MCP request handler ──────────────────────────────────────────────	COMMENT
MEDIUM	…mcp-app-builder/apps/web/app/api/mastra-agent/route.ts	191	// ── AG-UI function middleware: ACTIVITY_SNAPSHOT + proxied requests ───────────	COMMENT
MEDIUM	…mcp-app-builder/apps/web/app/api/mastra-agent/route.ts	405	// ── E2B workspace provider (stateless — safe to reuse across requests) ──────	COMMENT
MEDIUM	…mcp-app-builder/apps/web/app/api/mastra-agent/route.ts	409	// ── Backend tools — run server-side inside the agent loop ────────────────────	COMMENT
176 more matches not shown…

Self-Referential Comments123 hits · 352 pts

Severity	File	Line	Snippet	Context
MEDIUM	mcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py	51	# Create a single event for the entire day	COMMENT
MEDIUM	mcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py	127	# Create the planning prompt	COMMENT
MEDIUM	mcp_ai_agents/multi_mcp_agent/multi_mcp_agent.py	70	# Create the agent with comprehensive instructions	COMMENT
MEDIUM	mcp_ai_agents/notion_mcp_agent/notion_mcp_agent.py	74	# Create the agent	COMMENT
MEDIUM	…m_apps/cursor_ai_experiments/multi_agent_researcher.py	81	# Create the crew	COMMENT
MEDIUM	…nced_llm_apps/cursor_ai_experiments/ai_web_scrapper.py	27	# Create the SmartScraperGraph instance	COMMENT
MEDIUM⚡	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	155	# Create a temporary directory to store the database	STRING
MEDIUM⚡	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	157	# Create an instance of Embedchain App	STRING
MEDIUM⚡	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	172	# Create a new app instance for the new video	STRING
MEDIUM	…ps/chat_with_X_tutorials/chat_with_gmail/chat_gmail.py	5	# Define the embedchain_bot function	COMMENT
MEDIUM	…ps/chat_with_X_tutorials/chat_with_gmail/chat_gmail.py	27	# Create a temporary directory to store the database	COMMENT
MEDIUM	…ps/chat_with_X_tutorials/chat_with_gmail/chat_gmail.py	29	# Create an instance of Embedchain App	COMMENT
MEDIUM	…ith_X_tutorials/chat_with_github/chat_github_llama3.py	1	# Import the required libraries	COMMENT
MEDIUM	…ith_X_tutorials/chat_with_github/chat_github_llama3.py	23	# Define the embedchain_bot function	COMMENT
MEDIUM	…/chat_with_X_tutorials/chat_with_github/chat_github.py	1	# Import the required libraries	COMMENT
MEDIUM	…/chat_with_X_tutorials/chat_with_github/chat_github.py	23	# Create an instance of Embedchain App	COMMENT
MEDIUM	…th_X_tutorials/chat_with_research_papers/chat_arxiv.py	1	# Import the required libraries	COMMENT
MEDIUM	…th_X_tutorials/chat_with_research_papers/chat_arxiv.py	16	# Create an instance of the Assistant	COMMENT
MEDIUM	…torials/chat_with_research_papers/chat_arxiv_llama3.py	1	# Import the required libraries	COMMENT
MEDIUM	…torials/chat_with_research_papers/chat_arxiv_llama3.py	11	# Create an instance of the Assistant	COMMENT
MEDIUM	…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py	1	# Import necessary libraries	COMMENT
MEDIUM	…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py	7	# Define the embedchain_bot function	COMMENT
MEDIUM	…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py	20	# Create a temporary directory to store the PDF file	COMMENT
MEDIUM	…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py	22	# Create an instance of the embedchain App	COMMENT
MEDIUM	…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py	1	# Import necessary libraries	COMMENT
MEDIUM	…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py	9	# Define the embedchain_bot function	COMMENT
MEDIUM	…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py	28	# Define the database path	COMMENT
MEDIUM	…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py	31	# Create a session state to store the app instance and chat history	COMMENT
MEDIUM	…t_with_X_tutorials/chat_with_substack/chat_substack.py	5	# Define the embedchain_bot function	COMMENT
MEDIUM	…t_with_X_tutorials/chat_with_substack/chat_substack.py	22	# Create a temporary directory to store the database	COMMENT
MEDIUM	…t_with_X_tutorials/chat_with_substack/chat_substack.py	24	# Create an instance of Embedchain App	COMMENT
MEDIUM⚡	…arter_ai_agents/mixture_of_agents/mixture-of-agents.py	17	# Define the models	COMMENT
MEDIUM⚡	…arter_ai_agents/mixture_of_agents/mixture-of-agents.py	26	# Define the aggregator system prompt	COMMENT
MEDIUM	…rter_ai_agents/openai_research_agent/research_agent.py	79	# Define the agents	STRING
MEDIUM	…rter_ai_agents/openai_research_agent/research_agent.py	178	# Create a trace for the entire workflow	STRING
MEDIUM	starter_ai_agents/web_scraping_ai_agent/ai_scrapper.py	1	# Import the required libraries	COMMENT
MEDIUM	starter_ai_agents/web_scraping_ai_agent/ai_scrapper.py	29	# Create a SmartScraperGraph object	COMMENT
MEDIUM	…r_ai_agents/web_scraping_ai_agent/local_ai_scrapper.py	1	# Import the required libraries	COMMENT
MEDIUM	…r_ai_agents/web_scraping_ai_agent/local_ai_scrapper.py	28	# Create a SmartScraperGraph object	COMMENT
MEDIUM	starter_ai_agents/ai_travel_agent/travel_agent.py	48	# Create a single event for the entire day	COMMENT
MEDIUM	starter_ai_agents/ai_travel_agent/local_travel_agent.py	48	# Create a single event for the entire day	COMMENT
MEDIUM	…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py	33	# Create a temporary file to save the preprocessed data	COMMENT
MEDIUM	…rse/openai_sdk_crash_course/11_voice/streamed/agent.py	176	# Create the voice pipeline	COMMENT
MEDIUM	…ourse/openai_sdk_crash_course/11_voice/static/agent.py	130	# Create the voice pipeline with our agent and callbacks	COMMENT
MEDIUM	…dk_crash_course/3_tool_using_agent/calculator_agent.py	101	# Create the calculator agent	COMMENT
MEDIUM	…_course/3_tool_using_agent/3_1_function_tools/agent.py	4	# Create an agent with custom function tools	COMMENT
MEDIUM	…tool_using_agent/3_3_agents_as_tools/advanced_agent.py	3	# Define a specialized research agent	COMMENT
MEDIUM	…tool_using_agent/3_3_agents_as_tools/advanced_agent.py	12	# Define a writing agent	STRING
MEDIUM	…h_course/3_tool_using_agent/3_2_builtin_tools/agent.py	4	# Create an agent with built-in OpenAI tools	COMMENT
MEDIUM	…urse/2_structured_output_agent/product_review_agent.py	80	# Create the product review agent	COMMENT
MEDIUM	…urse/2_structured_output_agent/support_ticket_agent.py	55	# Create the support ticket agent	COMMENT
MEDIUM	…course/4_running_agents/4_3_run_configuration/agent.py	3	# Create an agent for demonstrating run configuration	COMMENT
MEDIUM	…course/4_running_agents/4_1_execution_methods/agent.py	4	# Create a simple agent for demonstrating execution methods	COMMENT
MEDIUM	…/4_running_agents/4_2_conversation_management/agent.py	3	# Create an agent for demonstrating conversation management	COMMENT
MEDIUM	…ash_course/10_tracing_observability/default_tracing.py	70	# Create a run that will generate rich trace data	COMMENT
MEDIUM	…10_tracing_observability/10_1_default_tracing/agent.py	70	# Create a run that will generate rich trace data	COMMENT
MEDIUM	…dk_crash_course/7_sessions/7_1_basic_sessions/agent.py	3	# Create an agent for session demonstrations	COMMENT
MEDIUM	…_course/openai_sdk_crash_course/1_starter_agent/app.py	33	# Create the agent	COMMENT
MEDIUM	…se/1_starter_agent/1_personal_assistant_agent/agent.py	4	# Create an agent for demonstrating different execution methods	COMMENT
MEDIUM	…ourse/6_callbacks/6_1_agent_lifecycle_callbacks/app.py	48	# Define the get_response function	STRING
63 more matches not shown…

Hyper-Verbose Identifiers306 hits · 304 pts

Severity	File	Line	Snippet	Context
LOW	…ways_on_agents/always_on_hn_briefing_agent/delivery.py	59	def _fetch_gmail_access_token() -> str:	CODE
LOW	always_on_agents/always_on_hn_briefing_agent/agent.py	10	def preview_agent_builder_brief(top_n: int = 5) -> dict:	CODE
LOW	…_on_hn_briefing_agent/tests/unit/test_scheduler_api.py	9	def test_scheduled_scout_defaults_to_dry_run():	CODE
LOW	…_on_hn_briefing_agent/tests/unit/test_scheduler_api.py	17	def test_trigger_endpoint_accepts_scheduler_payload():	CODE
LOW	…_on_hn_briefing_agent/tests/unit/test_scheduler_api.py	31	def test_pubsub_endpoint_decodes_scheduler_message():	CODE
LOW	…_on_hn_briefing_agent/tests/unit/test_scheduler_api.py	45	def test_trigger_endpoint_tolerates_empty_body():	CODE
LOW	…_on_hn_briefing_agent/tests/unit/test_scheduler_api.py	54	def test_scheduled_scout_reports_missing_delivery_config(monkeypatch):	CODE
LOW	…_on_hn_briefing_agent/tests/unit/test_scheduler_api.py	72	def test_explicit_gmail_delivery_reports_missing_config(monkeypatch):	CODE
LOW	…s/always_on_hn_briefing_agent/tests/unit/test_scout.py	12	def test_curate_stories_returns_ranked_agent_signals():	CODE
LOW	…s/always_on_hn_briefing_agent/tests/unit/test_scout.py	23	def test_render_brief_includes_text_html_and_next_actions():	CODE
LOW	…s/always_on_hn_briefing_agent/tests/unit/test_scout.py	35	def test_run_ambient_scout_returns_delivery_handoff_payload():	CODE
LOW	always_on_agents/release_radar_agent/delivery.py	182	def _fetch_gmail_access_token() -> str:	CODE
LOW⚡	…n_agents/release_radar_agent/tests/unit/test_ranker.py	32	def test_routine_patch_release_is_filtered():	CODE
LOW⚡	…n_agents/release_radar_agent/tests/unit/test_ranker.py	36	def test_breaking_deprecation_and_security_signals_are_classified():	CODE
LOW⚡	…n_agents/release_radar_agent/tests/unit/test_ranker.py	46	def test_major_version_is_relevant_without_keywords():	CODE
LOW⚡	…n_agents/release_radar_agent/tests/unit/test_ranker.py	55	def test_yanked_release_signal_is_not_lost():	CODE
LOW⚡	…n_agents/release_radar_agent/tests/unit/test_ranker.py	61	def test_ranker_prioritizes_security_and_breaking_releases():	CODE
LOW	…n_agents/release_radar_agent/tests/unit/test_ranker.py	78	def test_equal_priority_releases_put_the_newest_first():	CODE
LOW	…s/release_radar_agent/tests/unit/test_scheduler_api.py	15	def test_scheduled_radar_defaults_to_sample_dry_run():	CODE
LOW	…s/release_radar_agent/tests/unit/test_scheduler_api.py	24	def test_delivery_without_credentials_never_calls_network():	CODE
LOW	…s/release_radar_agent/tests/unit/test_scheduler_api.py	39	def test_explicit_non_dry_run_still_requires_delivery_configuration():	CODE
LOW	…s/release_radar_agent/tests/unit/test_scheduler_api.py	51	def test_scheduler_manifest_path_is_server_configured(tmp_path):	CODE
LOW	…s/release_radar_agent/tests/unit/test_scheduler_api.py	67	def test_trigger_and_pubsub_endpoints_return_briefs():	CODE
LOW	…on_agents/release_radar_agent/tests/unit/test_radar.py	13	def test_parse_requirements_manifest(tmp_path):	CODE
LOW	…on_agents/release_radar_agent/tests/unit/test_radar.py	36	def test_parse_package_json_includes_runtime_and_dev_dependencies(tmp_path):	CODE
LOW	…on_agents/release_radar_agent/tests/unit/test_radar.py	59	def test_version_delta_distinguishes_release_sizes():	CODE
LOW	…on_agents/release_radar_agent/tests/unit/test_radar.py	67	def test_sample_candidates_include_version_context_and_skip_prereleases():	CODE
LOW	…on_agents/release_radar_agent/tests/unit/test_radar.py	79	def test_sample_run_renders_text_and_html_without_patch_noise():	CODE
LOW	…er_coach_agent_memory/adk_career_coach_agent_memory.py	119	def build_career_orchestrator() -> LlmAgent:	CODE
LOW	advanced_llm_apps/chat-with-tarots/helpers/help_func.py	33	def format_card_details_for_prompt(card_data, card_meanings):	CODE
LOW	advanced_llm_apps/thinkpath_chatbot_app/main.js	139	function generateContinuationPaths(lastPathName, lastStepsExecuted) {	CODE
LOW	…n_tools/headroom_context_optimization/headroom_demo.py	141	def demo_langchain_integration():	CODE
LOW	…pps/gpt_oss_critique_improvement_loop/streamlit_app.py	109	def critique_improvement_loop(prompt: str, max_iterations: int = 2, groq_api_key: str \| None = None) -> Dict[str, Any]:	CODE
LOW	…dk_crash_course/3_tool_using_agent/calculator_agent.py	38	def calculate_compound_interest(principal: float, rate: float, time: int, compounds_per_year: int = 1) -> str:	CODE
LOW	…e/openai_sdk_crash_course/3_tool_using_agent/README.md	53	def calculate_compound_interest(principal: float, rate: float, time: int) -> float:	CODE
LOW	…urse/2_structured_output_agent/product_review_agent.py	127	def demonstrate_review_analysis():	STRING
LOW	…urse/2_structured_output_agent/support_ticket_agent.py	96	def demonstrate_support_tickets():	STRING
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	230	def render_conversation_management(agent, model_choice, temperature, max_turns):	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	524	async def process_analytics_streaming():	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	580	def render_exception_handling(agent, model_choice, temperature, max_turns):	CODE
LOW	…_course/4_running_agents/4_4_streaming_events/agent.py	51	async def advanced_streaming_example():	CODE
LOW	…_course/4_running_agents/4_4_streaming_events/agent.py	97	async def custom_streaming_processing():	CODE
LOW	…_course/4_running_agents/4_4_streaming_events/agent.py	156	async def streaming_with_error_handling():	CODE
LOW	…course/4_running_agents/4_1_execution_methods/agent.py	32	async def streaming_execution_example():	CODE
LOW	…/4_running_agents/4_2_conversation_management/agent.py	10	async def manual_conversation_example():	CODE
LOW	…/4_running_agents/4_2_conversation_management/agent.py	25	async def session_conversation_example():	CODE
LOW⚡	…rash_course/10_tracing_observability/custom_tracing.py	16	async def multi_step_workflow_trace():	CODE
LOW⚡	…/10_tracing_observability/10_2_custom_tracing/agent.py	16	async def multi_step_workflow_trace():	CODE
LOW	…dk_crash_course/7_sessions/7_1_basic_sessions/agent.py	15	async def in_memory_session_example():	STRING
LOW	…dk_crash_course/7_sessions/7_1_basic_sessions/agent.py	42	async def persistent_session_example():	CODE
LOW⚡	…_course/9_multi_agent_orchestration/agents_as_tools.py	136	async def direct_orchestration_comparison():	CODE
LOW	…_course/9_multi_agent_orchestration/agents_as_tools.py	176	async def advanced_orchestrator_example():	CODE
LOW	…urse/9_multi_agent_orchestration/parallel_execution.py	21	async def parallel_translation_example():	STRING
LOW	…urse/9_multi_agent_orchestration/parallel_execution.py	63	async def parallel_specialized_agents():	CODE
LOW	…urse/9_multi_agent_orchestration/parallel_execution.py	126	async def parallel_content_generation():	STRING
LOW	…ti_agent_orchestration/9_1_parallel_execution/agent.py	21	async def parallel_translation_example():	STRING
LOW	…ti_agent_orchestration/9_1_parallel_execution/agent.py	63	async def parallel_specialized_agents():	CODE
LOW	…ti_agent_orchestration/9_1_parallel_execution/agent.py	126	async def parallel_content_generation():	STRING
LOW⚡	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	136	async def direct_orchestration_comparison():	CODE
LOW	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	176	async def advanced_orchestrator_example():	CODE
246 more matches not shown…

Unused Imports243 hits · 241 pts

Severity	File	Line	Context
LOW	mcp_ai_agents/multi_mcp_agent_router/agent_forge.py	11	CODE
LOW	mcp_ai_agents/browser_mcp_agent/main.py	4	CODE
LOW	…ways_on_agents/always_on_hn_briefing_agent/delivery.py	3	CODE
LOW	…ways_on_agents/always_on_hn_briefing_agent/__init__.py	1	CODE
LOW	always_on_agents/always_on_hn_briefing_agent/scout.py	8	CODE
LOW	always_on_agents/always_on_hn_briefing_agent/agent.py	3	CODE
LOW	…on_agents/always_on_hn_briefing_agent/scheduler_api.py	7	CODE
LOW	always_on_agents/release_radar_agent/delivery.py	3	CODE
LOW	always_on_agents/release_radar_agent/radar.py	3	CODE
LOW	always_on_agents/release_radar_agent/agent.py	3	CODE
LOW	always_on_agents/release_radar_agent/ranker.py	3	CODE
LOW	always_on_agents/release_radar_agent/scheduler_api.py	7	CODE
LOW	advanced_llm_apps/chat-with-tarots/app.py	3	CODE
LOW	advanced_llm_apps/chat-with-tarots/app.py	4	CODE
LOW	…torials/chat_with_youtube_videos/test_session_state.py	7	CODE
LOW	…torials/chat_with_youtube_videos/test_session_state.py	8	CODE
LOW	…_apps/multimodal_video_moment_finder/backend/server.py	8	CODE
LOW	…_apps/multimodal_video_moment_finder/backend/server.py	10	CODE
LOW	…_apps/multimodal_video_moment_finder/backend/server.py	11	CODE
LOW	…_apps/multimodal_video_moment_finder/backend/server.py	15	CODE
LOW	…/multimodal_video_moment_finder/backend/video_store.py	9	CODE
LOW	…/multimodal_video_moment_finder/backend/video_store.py	13	CODE
LOW	…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py	6	CODE
LOW	…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py	6	CODE
LOW	…ents/ai_blog_to_podcast_agent/blog_to_podcast_agent.py	2	CODE
LOW	starter_ai_agents/ai_x402_paying_agent/seller.py	14	CODE
LOW	…er_ai_agents/ai_x402_paying_agent/x402_paying_agent.py	18	CODE
LOW	…rter_ai_agents/multimodal_ai_agent/multimodal_agent.py	6	CODE
LOW	…ata_visualisation_agent/ai_data_visualisation_agent.py	1	CODE
LOW	…ata_visualisation_agent/ai_data_visualisation_agent.py	2	CODE
LOW	…_agents/ai_medical_imaging_agent/ai_medical_imaging.py	1	CODE
LOW	…rse/openai_sdk_crash_course/11_voice/streamed/agent.py	6	CODE
LOW	…rash_course/8_handoffs_delegation/advanced_handoffs.py	2	CODE
LOW	…k_crash_course/8_handoffs_delegation/basic_handoffs.py	1	CODE
LOW	…urse/8_handoffs_delegation/8_1_basic_handoffs/agent.py	1	CODE
LOW	…e/8_handoffs_delegation/8_2_advanced_handoffs/agent.py	2	CODE
LOW	…course/4_running_agents/4_1_execution_methods/agent.py	2	CODE
LOW	…_sdk_crash_course/7_sessions/streamlit_sessions_app.py	3	CODE
LOW	…_sdk_crash_course/7_sessions/streamlit_sessions_app.py	4	CODE
LOW	…se/1_starter_agent/1_personal_assistant_agent/agent.py	2	CODE
LOW	…urse/6_callbacks/6_3_tool_execution_callbacks/agent.py	1	CODE
LOW	…urse/6_callbacks/6_3_tool_execution_callbacks/agent.py	4	CODE
LOW	…course/6_callbacks/6_3_tool_execution_callbacks/app.py	7	CODE
LOW	…course/6_callbacks/6_3_tool_execution_callbacks/app.py	8	CODE
LOW	…rse/6_callbacks/6_1_agent_lifecycle_callbacks/agent.py	1	CODE
LOW	…ourse/6_callbacks/6_1_agent_lifecycle_callbacks/app.py	8	CODE
LOW	…rse/6_callbacks/6_2_llm_interaction_callbacks/agent.py	7	CODE
LOW	…ourse/6_callbacks/6_2_llm_interaction_callbacks/app.py	7	CODE
LOW	…ourse/6_callbacks/6_2_llm_interaction_callbacks/app.py	8	CODE
LOW	…_simple_multi_agent/multi_agent_researcher/__init__.py	1	CODE
LOW	…gent/3_2_email_agent/email_generator_agent/__init__.py	1	CODE
LOW	…upport_ticket_agent/customer_support_agent/__init__.py	1	CODE
LOW	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	1	CODE
LOW	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	2	CODE
LOW	…ourse/9_multi_agent_patterns/9_3_parallel_agent/app.py	3	CODE
LOW	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	1	CODE
LOW	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	2	CODE
LOW	…rse/9_multi_agent_patterns/9_1_sequential_agent/app.py	3	CODE
LOW	…del_agnostic_agent/2_2_anthropic_adk_agent/__init__.py	1	CODE
LOW	…_model_agnostic_agent/2_1_openai_adk_agent/__init__.py	1	CODE
183 more matches not shown…

Modern AI Meta-Vocabulary76 hits · 192 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	226	### 📀 RAG (Retrieval Augmented Generation)	COMMENT
MEDIUM	…er_coach_agent_memory/adk_career_coach_agent_memory.py	17	# once it's set below. Gemini's embedding model outputs 768-dim vectors, so	COMMENT
MEDIUM	…se/openai_sdk_crash_course/11_voice/realtime/README.md	187	Based on the [guide documentation](https://openai.github.io/openai-agents-python/realtime/guide/), realtime guardrails a	CODE
MEDIUM	…e/openai_sdk_crash_course/3_tool_using_agent/README.md	98	│ ├── agent.py # Basic agent orchestration (40 lines)	CODE
MEDIUM	…nai_sdk_crash_course/6_guardrails_validation/README.md	116	# Test guardrails system	COMMENT
MEDIUM	…enai_sdk_crash_course/6_guardrails_validation/agent.py	96	# Main agent with guardrails	COMMENT
MEDIUM	…enai_sdk_crash_course/6_guardrails_validation/agent.py	119	# Example usage with guardrails	STRING
MEDIUM⚡	…_course/9_multi_agent_orchestration/agents_as_tools.py	135	# Example 3: Comparison with direct agent orchestration	COMMENT
MEDIUM⚡	…_course/9_multi_agent_orchestration/agents_as_tools.py	142	# Manual orchestration - calling agents directly	COMMENT
MEDIUM	…_course/9_multi_agent_orchestration/agents_as_tools.py	165	# Automatic orchestration using orchestrator agent	COMMENT
MEDIUM	…sdk_crash_course/9_multi_agent_orchestration/README.md	79	├── agents_as_tools.py # Agents as tools orchestration (55 lines)	CODE
MEDIUM	…sdk_crash_course/9_multi_agent_orchestration/README.md	81	├── app.py # Streamlit orchestration demo (optional)	CODE
MEDIUM	…ulti_agent_orchestration/9_2_agents_as_tools/README.md	30	# Test agent orchestration patterns	COMMENT
MEDIUM⚡	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	135	# Example 3: Comparison with direct agent orchestration	COMMENT
MEDIUM⚡	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	142	# Manual orchestration - calling agents directly	COMMENT
MEDIUM	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	165	# Automatic orchestration using orchestrator agent	COMMENT
MEDIUM	…_course/4_tool_using_agent/4_1_builtin_tools/README.md	37	### 3. RAG Tools (Advanced)	COMMENT
MEDIUM	voice_ai_agents/voice_rag_openaisdk/README.md	1	## 🎙️ Voice RAG with OpenAI SDK	COMMENT
MEDIUM	rag_tutorials/qwen_local_rag/README.md	1	# 🐋 Qwen 3 Local RAG Reasoning Agent	COMMENT
MEDIUM	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	462	# Simple mode without RAG	COMMENT
MEDIUM	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	66	st.session_state.rag_enabled = True # RAG is enabled by default	CODE
MEDIUM⚡	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	375	# Existing RAG flow remains unchanged	STRING
MEDIUM⚡	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	422	# Step 4: Generate response using the RAG agent	STRING
MEDIUM	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	91	# RAG Mode Toggle	STRING
MEDIUM	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	100	# Show API Configuration only if RAG is enabled	STRING
MEDIUM	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	310	# Check if RAG is enabled	STRING
MEDIUM	rag_tutorials/rag_chain/app.py	14	# Initialize embedding model	COMMENT
MEDIUM	rag_tutorials/rag_chain/app.py	124	# RAG Chain	STRING
MEDIUM	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	466	# Simple mode without RAG	COMMENT
MEDIUM	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	67	st.session_state.rag_enabled = True # RAG is enabled by default	CODE
MEDIUM⚡	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	379	# Existing RAG flow remains unchanged	STRING
MEDIUM⚡	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	426	# Step 4: Generate response using the RAG agent	STRING
MEDIUM	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	88	# RAG Mode Toggle	STRING
MEDIUM	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	97	# Show API Configuration only if RAG is enabled	STRING
MEDIUM	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	109	# Search Configuration (only shown in RAG mode)	STRING
MEDIUM	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	142	# Search Configuration moved inside RAG mode check	STRING
MEDIUM	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	327	# Check if RAG is enabled	STRING
MEDIUM	rag_tutorials/deepseek_local_rag_agent/README.md	1	# 🐋 Deepseek Local RAG Reasoning Agent	COMMENT
MEDIUM	rag_tutorials/deepseek_local_rag_agent/README.md	57	### 2. Qdrant Cloud Setup (for RAG Mode)	COMMENT
MEDIUM	rag_tutorials/agentic_typed_rag_pydanticai/README.md	1	# Typed Agentic RAG with Pydantic AI	COMMENT
MEDIUM	rag_tutorials/rag-as-a-service/README.md	1	## 🖇️ RAG-as-a-Service with Claude 3.5 Sonnet	COMMENT
MEDIUM	rag_tutorials/rag_agent_cohere/README.md	1	# RAG Agent with Cohere ⌘R	COMMENT
MEDIUM	rag_tutorials/hybrid_search_rag/README.md	1	# 👀 RAG App with Hybrid Search	COMMENT
MEDIUM	rag_tutorials/contextualai_rag_agent/README.md	1	# Contextual AI RAG Agent	COMMENT
MEDIUM	rag_tutorials/ai_blog_search/README.md	1	# Agentic RAG with LangGraph: AI Blog Search	COMMENT
MEDIUM	rag_tutorials/ai_blog_search/app.py	65	# Initialize embedding model with API key	COMMENT
MEDIUM	rag_tutorials/ai_blog_search/app.py	243	# RAG Chain	COMMENT
MEDIUM	rag_tutorials/agentic_rag_embedding_gemma/README.md	1	## 🔥 Agentic RAG with EmbeddingGemma	COMMENT
MEDIUM	rag_tutorials/agentic_rag_embedding_gemma/README.md	4	**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-a-local-agentic-rag-ap	CODE
MEDIUM	rag_tutorials/agentic_rag_with_reasoning/README.md	1	# 🧐 Agentic RAG with Reasoning	COMMENT
MEDIUM	rag_tutorials/agentic_rag_with_reasoning/README.md	4	**👉 [Click here to follow our complete step-by-step tutorial](https://www.theunwindai.com/p/build-an-agentic-rag-app-wit	CODE
MEDIUM	rag_tutorials/multimodal_agentic_rag/README.md	1	# Multimodal Agentic RAG	COMMENT
MEDIUM	rag_tutorials/autonomous_rag/README.md	1	# 🤖 AutoRAG: Autonomous RAG with GPT-4o and Vector Database	COMMENT
MEDIUM⚡	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	434	# Step 4: Generate response using the RAG agent	STRING
MEDIUM	rag_tutorials/gemini_agentic_rag/README.md	1	# 🤔 Agentic RAG with Gemini Flash Thinking	COMMENT
MEDIUM⚡	rag_tutorials/local_rag_agent/local_rag_agent.py	36	# UI for RAG agent	COMMENT
MEDIUM	rag_tutorials/local_rag_agent/README.md	1	## 🦙 Local RAG Agent with Llama 3.2	COMMENT
MEDIUM	rag_tutorials/llama3.1_local_rag/llama3.1_local_rag.py	46	# 4. RAG Setup	COMMENT
MEDIUM	rag_tutorials/llama3.1_local_rag/README.md	1	## 💻 Local Lllama-3.1 with RAG	COMMENT
MEDIUM	rag_tutorials/agentic_rag_math_agent/README.md	1	# 🧠 Math Tutor Agent – Agentic RAG with Feedback Loop	COMMENT
16 more matches not shown…

Empty Error Handlers37 hits · 185 pts

Severity	File	Line	Snippet	Context
HIGH	…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py	29	except (ValueError, TypeError):	CODE
HIGH	…ts/insurance_claim_live_agent_team/live_demo/server.py	1125	except WebSocketDisconnect:	CODE
HIGH	…rials/contextualai_rag_agent/contextualai_rag_agent.py	112	except Exception:	CODE
HIGH	rag_tutorials/corrective_rag/corrective_rag.py	216	except Exception:	CODE
HIGH	…s/self-improving-agent-skills/backend/adk_optimizer.py	131	except json.JSONDecodeError:	CODE
HIGH	agent_skills/self-improving-agent-skills/backend/app.py	517	except Exception:	CODE
HIGH	agent_skills/self-improving-agent-skills/backend/app.py	338	except asyncio.CancelledError:	CODE
HIGH	…_podcast_agents/beifong/tools/pipeline/scrape_agent.py	121	except Exception as _:	CODE
HIGH	…s_and_podcast_agents/beifong/tools/social/x_scraper.py	78	except KeyboardInterrupt:	CODE
HIGH	…s_and_podcast_agents/beifong/tools/social/x_scraper.py	88	except Exception:	CODE
HIGH	…s_and_podcast_agents/beifong/tools/social/x_scraper.py	68	except Exception:	CODE
HIGH	…s_and_podcast_agents/beifong/tools/social/x_scraper.py	38	except Exception as e:	CODE
HIGH	…_and_podcast_agents/beifong/tools/social/fb_scraper.py	116	except KeyboardInterrupt:	CODE
HIGH	…_and_podcast_agents/beifong/tools/social/fb_scraper.py	99	except Exception:	CODE
HIGH	…_and_podcast_agents/beifong/tools/social/fb_scraper.py	123	except Exception:	CODE
HIGH	…_and_podcast_agents/beifong/tools/social/fb_scraper.py	97	except Exception:	CODE
HIGH	…dcast_agents/beifong/tools/social/fb_post_extractor.py	104	except (KeyError, TypeError):	CODE
HIGH	…dcast_agents/beifong/tools/social/fb_post_extractor.py	137	except (KeyError, TypeError, IndexError):	CODE
HIGH	…dcast_agents/beifong/tools/social/fb_post_extractor.py	172	except (KeyError, TypeError):	CODE
HIGH	…dcast_agents/beifong/tools/social/fb_post_extractor.py	222	except (KeyError, TypeError, ValueError):	CODE
HIGH	…dcast_agents/beifong/tools/social/fb_post_extractor.py	263	except (KeyError, TypeError):	CODE
HIGH	…dcast_agents/beifong/tools/social/fb_post_extractor.py	320	except (ValueError, TypeError):	CODE
HIGH	…news_and_podcast_agents/beifong/agents/scrape_agent.py	119	except Exception as _:	CODE
HIGH	…dcast_agents/beifong/utils/text_to_audio_elevenslab.py	113	except Exception:	CODE
HIGH	…dcast_agents/beifong/utils/text_to_audio_elevenslab.py	184	except Exception:	CODE
HIGH	…_and_podcast_agents/beifong/integrations/slack/chat.py	682	except (json.JSONDecodeError, TypeError):	CODE
HIGH	…nt_apps/ai_news_and_podcast_agents/beifong/db/feeds.py	78	except sqlite3.IntegrityError:	CODE
HIGH	…apps/ai_news_and_podcast_agents/beifong/db/articles.py	111	except Exception as _:	CODE
HIGH	…odcast_agents/beifong/services/social_media_service.py	220	except json.JSONDecodeError:	CODE
HIGH	…iation_battle_simulator/backend/agents/orchestrator.py	102	except (json.JSONDecodeError, ValueError):	CODE
HIGH	…iation_battle_simulator/backend/agents/orchestrator.py	134	except (json.JSONDecodeError, ValueError):	CODE
HIGH	…ams/multimodal_coding_agent_team/ai_coding_agent_o3.py	81	except:	CODE
HIGH	…ams/multimodal_coding_agent_team/ai_coding_agent_o3.py	169	except:	CODE
HIGH	…ams/multimodal_coding_agent_team/ai_coding_agent_o3.py	278	except:	CODE
HIGH	…l_estate_agent_team/local_ai_real_estate_agent_team.py	505	except:	CODE
HIGH	…ai_real_estate_agent_team/ai_real_estate_agent_team.py	507	except:	CODE
HIGH	…ps/agent_teams/ai_legal_agent_team/legal_agent_team.py	94	except Exception:	CODE

Deep Nesting191 hits · 179 pts

Severity	File	Line	Context
LOW	…s/openai_remote_mcp_bridge/openai_remote_mcp_bridge.py	113	CODE
LOW	mcp_ai_agents/multi_mcp_agent_router/agent_forge.py	186	CODE
LOW	mcp_ai_agents/multi_mcp_agent_router/agent_forge.py	275	CODE
LOW	always_on_agents/always_on_hn_briefing_agent/scout.py	83	CODE
LOW	always_on_agents/always_on_hn_briefing_agent/scout.py	101	CODE
LOW	…zation_tools/toonify_token_optimization/toonify_app.py	36	CODE
LOW	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	24	CODE
LOW	…rter_ai_agents/openai_research_agent/research_agent.py	166	CODE
LOW	…er_ai_agents/ai_x402_paying_agent/x402_paying_agent.py	116	CODE
LOW	…_generator_agent_browseruse/ai_meme_generator_agent.py	68	CODE
LOW	…nsurance_advisor_agent/life_insurance_advisor_agent.py	281	CODE
LOW	…ents/multimodal_ai_agent/multimodal_reasoning_agent.py	9	CODE
LOW	…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py	11	CODE
LOW	…ata_visualisation_agent/ai_data_visualisation_agent.py	94	CODE
LOW	…rse/openai_sdk_crash_course/11_voice/streamed/agent.py	234	CODE
LOW	…rse/openai_sdk_crash_course/11_voice/realtime/agent.py	48	CODE
LOW	…ourse/openai_sdk_crash_course/11_voice/static/agent.py	124	CODE
LOW	…urse/2_structured_output_agent/support_ticket_agent.py	96	CODE
LOW	…urse/2_structured_output_agent/support_ticket_agent.py	155	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	88	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	143	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	230	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	335	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	437	CODE
LOW	…enai_sdk_crash_course/4_running_agents/agent_runner.py	580	CODE
LOW	…_sdk_crash_course/7_sessions/streamlit_sessions_app.py	86	CODE
LOW	…_sdk_crash_course/7_sessions/streamlit_sessions_app.py	128	CODE
LOW	…_sdk_crash_course/7_sessions/streamlit_sessions_app.py	193	CODE
LOW	…_sdk_crash_course/7_sessions/streamlit_sessions_app.py	274	CODE
LOW	…urse/6_callbacks/6_3_tool_execution_callbacks/agent.py	16	CODE
LOW	…rse/6_callbacks/6_2_llm_interaction_callbacks/agent.py	19	CODE
LOW	…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py	129	CODE
LOW	…rse/9_multi_agent_patterns/9_3_parallel_agent/agent.py	56	CODE
LOW	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	112	CODE
LOW	…_using_agent/4_2_function_tools/utility_agent/tools.py	175	CODE
LOW	…_using_agent/4_2_function_tools/utility_agent/tools.py	264	CODE
LOW	…er_support_voice_agent/customer_support_voice_agent.py	41	CODE
LOW	…er_support_voice_agent/customer_support_voice_agent.py	149	CODE
LOW	…er_support_voice_agent/customer_support_voice_agent.py	321	CODE
LOW	…_ai_agents/insurance_claim_live_agent_team/policies.py	276	CODE
LOW	…_ai_agents/insurance_claim_live_agent_team/policies.py	319	CODE
LOW	…ts/insurance_claim_live_agent_team/live_demo/server.py	837	CODE
LOW	…ts/insurance_claim_live_agent_team/live_demo/server.py	916	CODE
LOW	…ts/insurance_claim_live_agent_team/live_demo/server.py	997	CODE
LOW	…ts/insurance_claim_live_agent_team/live_demo/server.py	1073	CODE
LOW	voice_ai_agents/voice_rag_openaisdk/rag_voice.py	299	CODE
LOW	rag_tutorials/rag_chain/app.py	132	CODE
LOW	rag_tutorials/rag-as-a-service/rag_app.py	120	CODE
LOW	rag_tutorials/rag_agent_cohere/rag_agent_cohere.py	34	CODE
LOW	rag_tutorials/rag_agent_cohere/rag_agent_cohere.py	181	CODE
LOW	rag_tutorials/hybrid_search_rag/main.py	122	CODE
LOW	…rials/contextualai_rag_agent/contextualai_rag_agent.py	34	CODE
LOW	…rials/contextualai_rag_agent/contextualai_rag_agent.py	90	CODE
LOW	…rials/contextualai_rag_agent/contextualai_rag_agent.py	117	CODE
LOW	rag_tutorials/ai_blog_search/app.py	320	CODE
LOW	…_tutorials/multimodal_agentic_rag/backend/rag_store.py	213	CODE
LOW	…_tutorials/multimodal_agentic_rag/backend/rag_store.py	383	CODE
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	361	CODE
LOW	rag_tutorials/local_hybrid_search_rag/local_main.py	124	CODE
LOW	rag_tutorials/corrective_rag/corrective_rag.py	156	CODE
131 more matches not shown…

Structural Annotation Overuse100 hits · 137 pts

Severity	File	Line	Snippet	Context
LOW⚡	…d_llm_apps/gpt_oss_critique_improvement_loop/README.md	33	### Step 1: Initial Answer Generation	COMMENT
LOW⚡	…d_llm_apps/gpt_oss_critique_improvement_loop/README.md	37	### Step 2: Critique Phase	COMMENT
LOW⚡	…d_llm_apps/gpt_oss_critique_improvement_loop/README.md	44	### Step 3: Revision Phase	COMMENT
LOW⚡	…d_llm_apps/gpt_oss_critique_improvement_loop/README.md	48	### Step 4: Repeat	COMMENT
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	56	# Step 1: Collect news	COMMENT
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	60	# Step 2: Summarize articles	COMMENT
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	64	# Step 3: Analyze trends	COMMENT
LOW⚡	…rash_course/10_tracing_observability/custom_tracing.py	25	# Step 1: Research	COMMENT
LOW⚡	…rash_course/10_tracing_observability/custom_tracing.py	32	# Step 2: Analysis	COMMENT
LOW⚡	…rash_course/10_tracing_observability/custom_tracing.py	39	# Step 3: Summary	COMMENT
LOW⚡	…10_tracing_observability/10_2_custom_tracing/README.md	46	# Step 1: Research	COMMENT
LOW⚡	…10_tracing_observability/10_2_custom_tracing/README.md	49	# Step 2: Analysis	COMMENT
LOW⚡	…10_tracing_observability/10_2_custom_tracing/README.md	52	# Step 3: Summary	COMMENT
LOW⚡	…/10_tracing_observability/10_2_custom_tracing/agent.py	25	# Step 1: Research	COMMENT
LOW⚡	…/10_tracing_observability/10_2_custom_tracing/agent.py	32	# Step 2: Analysis	COMMENT
LOW⚡	…/10_tracing_observability/10_2_custom_tracing/agent.py	39	# Step 3: Summary	COMMENT
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	96	market_researcher, # Step 1: Market research (with search capabilities)	CODE
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	97	swot_analyzer, # Step 2: SWOT analysis	CODE
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	98	strategy_formulator, # Step 3: Strategy development	CODE
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	99	implementation_planner # Step 4: Implementation planning	CODE
LOW⚡	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	386	# Step 2: Choose search strategy based on force_web_search toggle	STRING
LOW⚡	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	422	# Step 4: Generate response using the RAG agent	STRING
LOW	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	405	# Step 3: Use web search if:	STRING
LOW⚡	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	390	# Step 2: Choose search strategy based on force_web_search toggle	STRING
LOW⚡	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	426	# Step 4: Generate response using the RAG agent	STRING
LOW	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	409	# Step 3: Use web search if:	STRING
LOW⚡	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	385	# Step 1: Rewrite the query for better retrieval	STRING
LOW⚡	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	398	# Step 2: Choose search strategy based on force_web_search toggle	STRING
LOW	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	417	# Step 3: Use web search if:	STRING
LOW⚡	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	434	# Step 4: Generate response using the RAG agent	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	261	# Step 1: Initial semantic search	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	274	# Step 2: Multi-hop expansion	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	290	# Step 3: Build context with source tracking	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	306	# Step 4: Generate answer with citation requirements	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	326	# Step 5: Extract and verify citations	STRING
LOW	rag_tutorials/knowledge_graph_rag_citations/README.md	61	### Step 1: Document → Knowledge Graph	COMMENT
LOW	rag_tutorials/knowledge_graph_rag_citations/README.md	75	### Step 2: Query → Multi-hop Traversal	COMMENT
LOW	rag_tutorials/knowledge_graph_rag_citations/README.md	84	### Step 3: Answer → Verified Citations	COMMENT
LOW⚡	…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md	276	// Step 1: Define schema separately	COMMENT
LOW⚡	…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md	282	// Step 2: Reference schema variable in metadata	COMMENT
LOW⚡	…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md	289	// Step 3: Infer Props type from schema variable	COMMENT
LOW⚡	…mcp-use-server/.agent/skills/mcp-apps-builder/SKILL.md	292	// Step 4: Use typed Props with useWidget	COMMENT
LOW	…/skills/chatgpt-app-builder/references/architecture.md	15	## Step 1: Identify UX Flows	COMMENT
LOW	…/skills/chatgpt-app-builder/references/architecture.md	32	## Step 2: Does the Flow Need UI?	COMMENT
LOW	…/skills/chatgpt-app-builder/references/architecture.md	46	## Step 3: Design the API	COMMENT
LOW	…server/.agent/skills/mcp-builder/references/widgets.md	35	### Step 1: Create the Widget File	COMMENT
LOW	…server/.agent/skills/mcp-builder/references/widgets.md	80	### Step 2: Register the Tool	COMMENT
LOW	…ills/mcp-builder/references/design-and-architecture.md	12	## Step 1: Identify What to Build	COMMENT
LOW	…ills/mcp-builder/references/design-and-architecture.md	27	## Step 2: Does It Need a Widget?	COMMENT
LOW	…ills/mcp-builder/references/design-and-architecture.md	45	## Step 3: Design the API	COMMENT
LOW	agent_skills/first-reader/SKILL.md	95	## Step 0: Scope and genre	COMMENT
LOW	agent_skills/first-reader/SKILL.md	120	## Step 1: Cast the reader	COMMENT
LOW	agent_skills/first-reader/SKILL.md	143	## Step 2: The skim gate	COMMENT
LOW	agent_skills/first-reader/SKILL.md	155	## Step 3: The timed reads	COMMENT
LOW	agent_skills/first-reader/SKILL.md	196	## Step 4: The recall test	COMMENT
LOW	agent_skills/first-reader/SKILL.md	208	## Step 5: The trust ledger	COMMENT
LOW	agent_skills/first-reader/SKILL.md	222	## Step 6: Your own read, then the report	COMMENT
LOW	agent_skills/first-reader/SKILL.md	235	## Step 7: The page, and the readers stay available	COMMENT
LOW⚡	…fraud_investigation_agent/fraud_investigation_agent.py	212	# Step 2: Trigger the search	COMMENT
LOW⚡	…fraud_investigation_agent/fraud_investigation_agent.py	221	# Step 3: Parse CSV rows embedded in the response	COMMENT
40 more matches not shown…

Cross-File Repetition15 hits · 75 pts

Severity	File	Snippet	Context
HIGH	mcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py	generate an ics calendar file from a travel itinerary text. args: plan_text: the travel itinerary text start_date: optio	STRING
HIGH	starter_ai_agents/ai_travel_agent/travel_agent.py	generate an ics calendar file from a travel itinerary text. args: plan_text: the travel itinerary text start_date: optio	STRING
HIGH	starter_ai_agents/ai_travel_agent/local_travel_agent.py	generate an ics calendar file from a travel itinerary text. args: plan_text: the travel itinerary text start_date: optio	STRING
HIGH	…tool_using_agent/3_3_agents_as_tools/advanced_agent.py	research a topic using the specialized research agent with custom configuration	STRING
HIGH	…_course/9_multi_agent_orchestration/agents_as_tools.py	research a topic using the specialized research agent with custom configuration	STRING
HIGH	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	research a topic using the specialized research agent with custom configuration	STRING
HIGH	…tool_using_agent/3_3_agents_as_tools/advanced_agent.py	transform content using the specialized writing agent with custom style	STRING
HIGH	…_course/9_multi_agent_orchestration/agents_as_tools.py	transform content using the specialized writing agent with custom style	STRING
HIGH	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	transform content using the specialized writing agent with custom style	STRING
HIGH	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	you are a web search expert. your task is to: 1. search the web for relevant information about the query 2. compile and	STRING
HIGH	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	you are a web search expert. your task is to: 1. search the web for relevant information about the query 2. compile and	STRING
HIGH	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	you are a web search expert. your task is to: 1. search the web for relevant information about the query 2. compile and	STRING
HIGH	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	context: {context} original question: {prompt} rewritten question: {rewritten_query} please provide a comprehensive answ	STRING
HIGH	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	context: {context} original question: {prompt} rewritten question: {rewritten_query} please provide a comprehensive answ	STRING
HIGH	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	context: {context} original question: {prompt} rewritten question: {rewritten_query} please provide a comprehensive answ	STRING

Magic Placeholder Names15 hits · 72 pts

Severity	File	Line	Snippet	Context
HIGH	…ptimization_tools/toonify_token_optimization/README.md	36	export OPENAI_API_KEY='your-api-key-here'	CODE
HIGH	…nced_llm_apps/multimodal_video_moment_finder/README.md	65	export GOOGLE_API_KEY="your-api-key"	CODE
HIGH	starter_ai_agents/openai_research_agent/README.md	36	export OPENAI_API_KEY='your-api-key-here'	CODE
HIGH	starter_ai_agents/xai_finance_agent/README.md	33	export XAI_API_KEY='your-api-key-here'	CODE
HIGH	starter_ai_agents/ai_x402_paying_agent/README.md	61	export ANTHROPIC_API_KEY='your-api-key-here'	CODE
HIGH	…rash_course/4_tool_using_agent/4_4_mcp_tools/README.md	185	env={'FIRECRAWL_API_KEY': 'your_api_key'}	CODE
HIGH	…ool_using_agent/4_4_mcp_tools/firecrawl_agent/agent.py	104	print("1. Set your Firecrawl API key: export FIRECRAWL_API_KEY=your_api_key")	STRING
HIGH	rag_tutorials/agentic_rag_gpt5/README.md	39	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	rag_tutorials/agentic_rag_gpt5/README.md	43	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	…agents/single_agent_apps/ai_investment_agent/README.md	32	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	…s/agent_teams/ai_vc_due_diligence_agent_team/README.md	38	export GOOGLE_API_KEY=your_api_key	CODE
HIGH	…s/agent_teams/ai_vc_due_diligence_agent_team/README.md	40	echo "GOOGLE_API_KEY=your_api_key" > .env	CODE
HIGH	…agent_apps/agent_teams/ai_finance_agent_team/README.md	33	export OPENAI_API_KEY='your-api-key-here'	CODE
HIGH	…agent_teams/ai_sales_intelligence_agent_team/README.md	38	export GOOGLE_API_KEY=your_api_key	CODE
HIGH	…ents/multi_agent_apps/trust_gated_agent_team/README.md	60	export OPENAI_API_KEY=your-api-key	CODE

Verbosity Indicators57 hits · 62 pts

Severity	File	Line	Snippet	Context
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	56	# Step 1: Collect news	COMMENT
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	60	# Step 2: Summarize articles	COMMENT
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	64	# Step 3: Analyze trends	COMMENT
LOW⚡	…rash_course/10_tracing_observability/custom_tracing.py	25	# Step 1: Research	COMMENT
LOW⚡	…rash_course/10_tracing_observability/custom_tracing.py	32	# Step 2: Analysis	COMMENT
LOW⚡	…rash_course/10_tracing_observability/custom_tracing.py	39	# Step 3: Summary	COMMENT
LOW⚡	…/10_tracing_observability/10_2_custom_tracing/agent.py	25	# Step 1: Research	COMMENT
LOW⚡	…/10_tracing_observability/10_2_custom_tracing/agent.py	32	# Step 2: Analysis	COMMENT
LOW⚡	…/10_tracing_observability/10_2_custom_tracing/agent.py	39	# Step 3: Summary	COMMENT
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	96	market_researcher, # Step 1: Market research (with search capabilities)	CODE
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	97	swot_analyzer, # Step 2: SWOT analysis	CODE
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	98	strategy_formulator, # Step 3: Strategy development	CODE
LOW⚡	…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py	99	implementation_planner # Step 4: Implementation planning	CODE
LOW⚡	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	386	# Step 2: Choose search strategy based on force_web_search toggle	STRING
LOW⚡	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	422	# Step 4: Generate response using the RAG agent	STRING
LOW	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	405	# Step 3: Use web search if:	STRING
LOW⚡	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	390	# Step 2: Choose search strategy based on force_web_search toggle	STRING
LOW⚡	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	426	# Step 4: Generate response using the RAG agent	STRING
LOW	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	409	# Step 3: Use web search if:	STRING
LOW⚡	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	385	# Step 1: Rewrite the query for better retrieval	STRING
LOW⚡	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	398	# Step 2: Choose search strategy based on force_web_search toggle	STRING
LOW	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	417	# Step 3: Use web search if:	STRING
LOW⚡	rag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py	434	# Step 4: Generate response using the RAG agent	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	261	# Step 1: Initial semantic search	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	274	# Step 2: Multi-hop expansion	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	290	# Step 3: Build context with source tracking	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	306	# Step 4: Generate answer with citation requirements	STRING
LOW	…s/knowledge_graph_rag_citations/knowledge_graph_rag.py	326	# Step 5: Extract and verify citations	STRING
LOW⚡	…fraud_investigation_agent/fraud_investigation_agent.py	212	# Step 2: Trigger the search	COMMENT
LOW⚡	…fraud_investigation_agent/fraud_investigation_agent.py	221	# Step 3: Parse CSV rows embedded in the response	COMMENT
LOW	…fraud_investigation_agent/fraud_investigation_agent.py	201	# Step 1: GET page to extract ASP.NET ViewState tokens	COMMENT
LOW	…fraud_investigation_agent/fraud_investigation_agent.py	289	# Step 1: Resolve to PIN via Cook County address dataset	COMMENT
LOW	…fraud_investigation_agent/fraud_investigation_agent.py	318	# Step 2: Try residential characteristics	COMMENT
LOW	…fraud_investigation_agent/fraud_investigation_agent.py	345	# Step 3: Try commercial valuation (Cook County PINs are 14 digits)	COMMENT
LOW	…fraud_investigation_agent/fraud_investigation_agent.py	373	# Step 4: Assessed values fallback (no sqft)	COMMENT
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	482	# Step 1: Discover companies	COMMENT
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	504	# Step 2: For each company, find contacts and research	STRING
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	519	# Step 3: Find decision maker contacts	STRING
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	540	# Step 4: Research company details	STRING
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	575	# Step 5: Generate personalized email	STRING
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	629	# Step 1: Target Company Category Selection	STRING
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	663	# Step 2: Your Information	STRING
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	694	# Step 3: Service Type and Targeting	STRING
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	720	# Step 4: Target Department Selection	STRING
LOW⚡	…nt_apps/ai_deep_research_agent/deep_research_openai.py	128	# Step 1: Initial Research	COMMENT
LOW⚡	…nt_apps/ai_deep_research_agent/deep_research_openai.py	137	# Step 2: Enhance the report	COMMENT
LOW	…i_agents/multi_agent_apps/devpulse_ai/streamlit_app.py	111	# Step 1: Collection	STRING
LOW	…i_agents/multi_agent_apps/devpulse_ai/streamlit_app.py	144	# Step 2: Analysis	STRING
LOW	…i_agents/multi_agent_apps/devpulse_ai/streamlit_app.py	157	# Step 3: Synthesis	STRING
LOW	…l_estate_agent_team/local_ai_real_estate_agent_team.py	259	# Step 1: Property Search with Direct Firecrawl Integration	COMMENT
LOW	…l_estate_agent_team/local_ai_real_estate_agent_team.py	283	# Step 2: Market Analysis	COMMENT
LOW	…l_estate_agent_team/local_ai_real_estate_agent_team.py	305	# Step 3: Property Valuation	STRING
LOW	…l_estate_agent_team/local_ai_real_estate_agent_team.py	360	# Step 4: Final Synthesis	STRING
LOW	…ai_real_estate_agent_team/ai_real_estate_agent_team.py	260	# Step 1: Property Search with Direct Firecrawl Integration	COMMENT
LOW	…ai_real_estate_agent_team/ai_real_estate_agent_team.py	285	# Step 2: Market Analysis	COMMENT
LOW	…ai_real_estate_agent_team/ai_real_estate_agent_team.py	307	# Step 3: Property Valuation	STRING
LOW	…ai_real_estate_agent_team/ai_real_estate_agent_team.py	362	# Step 4: Final Synthesis	STRING

Modern Structural Boilerplate45 hits · 45 pts

Severity	File	Line	Snippet	Context
LOW	…ways_on_agents/always_on_hn_briefing_agent/__init__.py	3	__all__ = ["root_agent"]	CODE
LOW	always_on_agents/release_radar_agent/__init__.py	1	__all__ = ["root_agent"]	CODE
LOW	…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…_simple_multi_agent/multi_agent_researcher/__init__.py	3	__all__ = ['root_agent']	CODE
LOW	…ool_using_agent/4_4_mcp_tools/firecrawl_agent/agent.py	88	__all__ = ['root_agent']	STRING
LOW	…ol_using_agent/4_4_mcp_tools/filesystem_agent/agent.py	62	__all__ = ['root_agent']	STRING
LOW	…_ai_agents/insurance_claim_live_agent_team/__init__.py	5	__all__ = ["root_agent"]	CODE
LOW	…ice_ai_agents/insurance_claim_live_agent_team/agent.py	439	__all__ = [	CODE
LOW	…ts/insurance_claim_live_agent_team/policy_directory.py	182	__all__ = ["POLICY_RECORDS", "lookup_policy", "normalize_policy_number", "policy_status_headline"]	CODE
LOW	…ts/insurance_claim_live_agent_team/live_demo/server.py	89	logger = logging.getLogger(__name__)	CODE
LOW	…nsurance_claim_live_agent_team/live_demo/live_tools.py	383	__all__ = [	CODE
LOW	rag_tutorials/hybrid_search_rag/main.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…odal_agentic_rag/backend/agentic_rag_agent/__init__.py	3	__all__ = ["root_agent"]	CODE
LOW	rag_tutorials/local_hybrid_search_rag/local_main.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…onent-generator/apps/agent/src/bounded_memory_saver.py	27	logger = logging.getLogger(__name__)	CODE
LOW	agent_skills/self-improving-agent-skills/backend/app.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…_agent_apps/ai_consultant_agent/ai_consultant_agent.py	24	logger = logging.getLogger(__name__)	CODE
LOW	…ents/single_agent_apps/ai_consultant_agent/__init__.py	5	__all__ = ['root_agent', 'session_service', 'runner', 'APP_NAME', 'agent']	CODE
LOW	…_agents/single_agent_apps/ai_consultant_agent/agent.py	5	__all__ = ['root_agent']	CODE
LOW	…dows_use_autonomous_agent/windows_use/agent/service.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…ows_use_autonomous_agent/windows_use/agent/__init__.py	3	__all__=[	CODE
LOW⚡	…_agent_apps/ai_agent_governance/ai_agent_governance.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…t_apps/earnings_call_analyst_agent/live_demo/server.py	207	def _set_status_from_thread(runtime: RuntimeSession, progress: int, message: str) -> None:	CODE
LOW⚡	…pps/multi_agent_trust_layer/multi_agent_trust_layer.py	30	logger = logging.getLogger(__name__)	CODE
LOW	…s/ai_financial_coach_agent/ai_financial_coach_agent.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…egotiation_battle_simulator/backend/config/__init__.py	4	__all__ = [	CODE
LOW	…egotiation_battle_simulator/backend/agents/__init__.py	7	__all__ = [	CODE
LOW⚡	…nts/multi_agent_apps/ai_home_renovation_agent/tools.py	12	logger = logging.getLogger(__name__)	CODE
LOW⚡	…nts/multi_agent_apps/ai_home_renovation_agent/tools.py	26	def update_asset_version(tool_context: ToolContext, asset_name: str, version: int, filename: str) -> None:	CODE
LOW	…/multi_agent_apps/ai_home_renovation_agent/__init__.py	5	__all__ = ["root_agent"]	CODE
LOW	…nts/multi_agent_apps/ai_home_renovation_agent/agent.py	516	__all__ = ["root_agent"]	STRING
LOW	…agents/multi_agent_apps/devpulse_ai/agents/__init__.py	28	__all__ = [	CODE
LOW	…eams/multimodal_design_agent_team/design_agent_team.py	15	logger = logging.getLogger(__name__)	CODE
LOW	…agent_teams/ai_vc_due_diligence_agent_team/__init__.py	5	__all__ = ["root_agent"]	CODE
LOW	…ps/agent_teams/ai_vc_due_diligence_agent_team/agent.py	386	__all__ = ["root_agent"]	STRING
LOW	…s/ai_travel_planner_agent_team/backend/api/__init__.py	3	__all__ = ["app"]	CODE
LOW	…ai_recruitment_agent_team/ai_recruitment_agent_team.py	51	def _set_parent_token(self, token: str) -> None:	CODE
LOW⚡	…ent_teams/multimodal_uiux_feedback_agent_team/tools.py	12	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ent_teams/multimodal_uiux_feedback_agent_team/tools.py	26	def update_asset_version(tool_context: ToolContext, asset_name: str, version: int, filename: str) -> None:	CODE
LOW	…_teams/multimodal_uiux_feedback_agent_team/__init__.py	8	__all__ = ["root_agent"]	CODE
LOW	…ent_teams/multimodal_uiux_feedback_agent_team/agent.py	461	__all__ = ["root_agent"]	STRING
LOW	…i_agent_apps/agent_teams/ai_seo_audit_team/__init__.py	5	__all__ = ["root_agent"]	CODE
LOW	…ent_teams/ai_sales_intelligence_agent_team/__init__.py	5	__all__ = ["root_agent"]	CODE
LOW	…/agent_teams/ai_sales_intelligence_agent_team/agent.py	440	__all__ = ["root_agent"]	STRING
LOW	…ts/multi_agent_apps/ai_codebase_migration_agent/app.py	37	logger = logging.getLogger(__name__)	CODE

Redundant / Tautological Comments42 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	mcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py	208	# Check if API keys are provided (both OpenAI and Google Maps are required)	COMMENT
LOW	…nced_llm_apps/cursor_ai_experiments/ai_web_scrapper.py	37	# Display the result	COMMENT
LOW	…ials/local_chatgpt_with_memory/local_chatgpt_memory.py	50	# Check if user ID has changed	COMMENT
LOW	…ization_tools/toonify_token_optimization/quick_test.py	38	# Display results	COMMENT
LOW	…zation_tools/toonify_token_optimization/toonify_app.py	237	# Display results	STRING
LOW	…ation_tools/toonify_token_optimization/toonify_demo.py	156	# Check if API keys are available	COMMENT
LOW⚡	…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py	163	# Check if we have a new video URL or no transcript loaded yet	STRING
LOW	…pps/gpt_oss_critique_improvement_loop/streamlit_app.py	195	# Display results	COMMENT
LOW	…rter_ai_agents/openai_research_agent/research_agent.py	189	# Check if the result is a ResearchPlan object or a string	STRING
LOW	…rter_ai_agents/openai_research_agent/research_agent.py	276	# Display results in the Report tab	STRING
LOW⚡	…i_startup_trend_analysis_agent/startup_trends_agent.py	68	# Display results - if incase you want to use this furthur, you can uncomment the below 2 lines to get t	COMMENT
LOW	…ata_visualisation_agent/ai_data_visualisation_agent.py	161	# Display results/visualizations	COMMENT
LOW	…ata_visualisation_agent/ai_data_visualisation_agent.py	164	if hasattr(result, 'png') and result.png: # Check if PNG data is available	CODE
LOW	rag_tutorials/qwen_local_rag/qwen_local_rag_agent.py	310	# Check if RAG is enabled	STRING
LOW	rag_tutorials/rag_chain/app.py	46	# Check if files are uploaded	COMMENT
LOW	…torials/deepseek_local_rag_agent/deepseek_rag_agent.py	327	# Check if RAG is enabled	STRING
LOW	rag_tutorials/ai_blog_search/app.py	323	# Check if API keys are set	COMMENT
LOW	…ials/agentic_rag_with_reasoning/rag_reasoning_agent.py	50	# Check if API keys are provided	STRING
LOW	rag_tutorials/agentic_rag_gpt5/agentic_rag_gpt5.py	58	# Check if API key is provided	STRING
LOW	rag_tutorials/vision_rag/vision_rag.py	270	# Check if embedding already exists for this index	COMMENT
LOW	rag_tutorials/vision_rag/vision_rag.py	429	# Check if already processed this session (simple name check)	COMMENT
LOW	…_game_playing_agent_apps/ai_tic_tac_toe_agent/utils.py	35	# Check if position is already occupied	COMMENT
LOW	…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py	837	# Check if API keys are configured	STRING
LOW	…_insight_fire1_agent/ai_startup_insight_fire1_agent.py	204	# Check if extraction was successful	STRING
LOW	…ts/single_agent_apps/ai_meeting_agent/meeting_agent.py	16	# Check if all API keys are set	COMMENT
LOW	…_agent_apps/ai_agent_governance/ai_agent_governance.py	97	# Check if action involves file paths	COMMENT
LOW	…_agent_apps/ai_agent_governance/ai_agent_governance.py	120	# Check if path is in allowed paths	COMMENT
LOW	…_agent_apps/ai_agent_governance/ai_agent_governance.py	146	# Check if action involves URLs or domains	COMMENT
LOW	…_agent_apps/ai_agent_governance/ai_agent_governance.py	170	# Check if domain is allowed	COMMENT
LOW	…pps/multi_agent_trust_layer/multi_agent_trust_layer.py	355	# Check if agent has any valid delegation allowing this action	COMMENT
LOW	…ntelligence_agent/product_launch_intelligence_agent.py	294	# Display results	STRING
LOW	…ntelligence_agent/product_launch_intelligence_agent.py	356	# Display results	STRING
LOW	…ntelligence_agent/product_launch_intelligence_agent.py	418	# Display results	STRING
LOW⚡	…nts/multi_agent_apps/ai_home_renovation_agent/tools.py	354	# Check if we have any version of this asset	STRING
LOW	advanced_ai_agents/multi_agent_apps/devpulse_ai/main.py	131	# Output results	COMMENT
LOW	…ams/multimodal_coding_agent_team/ai_coding_agent_o3.py	135	# Set timeout to 30 seconds for code execution	COMMENT
LOW	…ms/ai_game_design_agent_team/game_design_agent_team.py	92	# Check if API key is provided	STRING
LOW	…l_estate_agent_team/local_ai_real_estate_agent_team.py	795	# Display results	STRING
LOW	…ai_real_estate_agent_team/ai_real_estate_agent_team.py	812	# Display results	STRING
LOW	…ps/agent_teams/ai_legal_agent_team/legal_agent_team.py	155	# Check if this file has already been processed	COMMENT
LOW	…ps/agent_teams/ai_legal_agent_team/legal_agent_team.py	344	# Display results in tabs	STRING
LOW	…nt_team/local_ai_legal_agent_team/local_legal_agent.py	218	# Display results in tabs	STRING

AI Slop Vocabulary18 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	mcp_ai_agents/multi_mcp_agent/multi_mcp_agent.py	70	# Create the agent with comprehensive instructions	COMMENT
MEDIUM⚡	…arter_ai_agents/mixture_of_agents/mixture-of-agents.py	27	aggregator_system_prompt = """You have been provided with a set of responses from various open-source models to the	CODE
MEDIUM	…rter_ai_agents/openai_research_agent/research_agent.py	215	for i in range(15): # Check more times to allow for more comprehensive research	STRING
MEDIUM	…_course/9_multi_agent_orchestration/agents_as_tools.py	105	"""Create a comprehensive article about the benefits of renewable energy.	STRING
MEDIUM	…multi_agent_orchestration/9_2_agents_as_tools/agent.py	105	"""Create a comprehensive article about the benefits of renewable energy.	STRING
MEDIUM	rag_tutorials/rag_agent_cohere/rag_agent_cohere.py	208	HumanMessage(content=f"""Please thoroughly research the question: '{query}' and provide a detail	CODE
MEDIUM	…agents/generative-ui-starter-project/package-lock.json	11409	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	…dashboard-canvas-agent/src/app/api/copilotkit/route.ts	13	// 2. Create the CopilotRuntime instance and utilize the ADK integration	COMMENT
MEDIUM	…ive_ui_agents/ai-deep-research-agent/package-lock.json	14229	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	…tive_ui_agents/ai-knowledge-explorer/package-lock.json	11122	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	…e_ui_agents/ai-financial-coach-agent/package-lock.json	12550	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	…gents/ai-financial-coach-agent/docker-compose.test.yml	19	# dev runs where the local harness may provide its own stub.	COMMENT
MEDIUM	…-financial-coach-agent/src/app/api/copilotkit/route.ts	13	// 2. Create the CopilotRuntime instance and utilize the AG-UI client	COMMENT
MEDIUM	…e_meal_planning_agent/ai_recipe_meal_planning_agent.py	178	"""Create comprehensive weekly meal plan with nutrition and shopping list."""	STRING
MEDIUM	…egotiation_battle_simulator/frontend/package-lock.json	11140	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	…l_estate_agent_team/local_ai_real_estate_agent_team.py	74	# Create comprehensive prompt with specific schema guidance	COMMENT
MEDIUM	…ai_real_estate_agent_team/ai_real_estate_agent_team.py	75	# Create comprehensive prompt with specific schema guidance	COMMENT
MEDIUM	…ent_teams/multimodal_uiux_feedback_agent_team/tools.py	113	# Build edit prompt with UI/UX best practices	COMMENT

Over-Commented Block26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	mcp_ai_agents/browser_mcp_agent/mcp_agent.config.yaml	21		COMMENT
LOW	…ing_agent/4_2_function_tools/utility_agent/__init__.py	1	# Utility Agent Module	COMMENT
LOW	…nerative_ui_agents/ai-knowledge-explorer/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…mcp-app-builder/apps/web/app/api/mastra-agent/route.ts	261	});	COMMENT
LOW	…lls/self-improving-agent-skills/frontend/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	21	blinker==1.9.0	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	41	distro==1.9.0	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	61	# via httpcore	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	81	jiter==0.8.2	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	101	# pandas	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	121	pip-tools==7.4.1	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	141	# pydantic-settings	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	161	python-multipart==0.0.20	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	181	rpds-py==0.23.1	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	201	streamlit==1.42.2	COMMENT
LOW	…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt	221	# google-genai	COMMENT
LOW	…_speech_trainer_agent/backend/agents/feedback_agent.py	61	# prompt = f"Analyze the following transcript:\n\n{transcript}"	COMMENT
LOW	…eech_trainer_agent/backend/agents/coordinator_agent.py	61	markdown=True,	COMMENT
LOW	…h_trainer_agent/backend/agents/voice_analysis_agent.py	41		COMMENT
LOW	…rainer_agent/backend/agents/facial_expression_agent.py	41	)	COMMENT
LOW	…trainer_agent/backend/agents/content_analysis_agent.py	41	# # Sample transcript from the Voice Analysis Agent	COMMENT
LOW	…ai_negotiation_battle_simulator/frontend/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…_teams/ai_travel_planner_agent_team/backend/broswer.py	21	# instructions="Generate structured output in the specified schema format. Parse input data and format according to	COMMENT
LOW	…ai_travel_planner_agent_team/backend/models/trip_db.py	81	# Relationship (optional)	COMMENT
LOW	…el_planner_agent_team/backend/services/plan_service.py	161		COMMENT

Docstring Block Structure4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	rag_tutorials/hybrid_search_rag/main.py	24	Initializes and returns a RAGLiteConfig object with the specified API keys and database URL. This function sets the	STRING
HIGH	rag_tutorials/local_hybrid_search_rag/local_main.py	23	Initializes and returns a RAGLiteConfig object based on provided settings. This function constructs a RAGLiteConfig	STRING
HIGH	…game_playing_agent_apps/ai_tic_tac_toe_agent/agents.py	41	Creates and returns the appropriate model instance based on the provider. Args: provider: The model pr	STRING
HIGH	…gotiation_battle_simulator/backend/config/scenarios.py	190	Get a scenario by ID. Args: scenario_id: The scenario identifier Returns: The scen	STRING

Slop Phrases6 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ials/local_chatgpt_with_memory/local_chatgpt_memory.py	29	# Alternatively, you can use "snowflake-arctic-embed:latest"	COMMENT
MEDIUM	…_and_podcast_agents/beifong/integrations/slack/chat.py	19	# you can use ngrok to port forward local url to https and replace this local url with ngrok url	COMMENT
LOW⚡	…nt_teams/ai_teaching_agent_team/teaching_agent_team.py	137	f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."	CODE
LOW⚡	…nt_teams/ai_teaching_agent_team/teaching_agent_team.py	142	f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."	CODE
LOW⚡	…nt_teams/ai_teaching_agent_team/teaching_agent_team.py	147	f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."	CODE
LOW⚡	…nt_teams/ai_teaching_agent_team/teaching_agent_team.py	152	f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."	CODE

AI Structural Patterns9 hits · 9 pts

Severity	File	Line	Context
LOW	rag_tutorials/rag_chain/app.py	130	CODE
LOW	…s_and_podcast_agents/beifong/routers/podcast_router.py	13	CODE
LOW	…_podcast_agents/beifong/routers/social_media_router.py	12	CODE
LOW	…ents/beifong/processors/podcast_generator_processor.py	36	CODE
LOW	…_agents/beifong/processors/faiss_indexing_processor.py	232	CODE
LOW	…_news_and_podcast_agents/beifong/db/podcast_configs.py	71	CODE
LOW	…odcast_agents/beifong/services/social_media_service.py	12	CODE
LOW	…cast_agents/beifong/services/podcast_config_service.py	61	CODE
LOW	…and_podcast_agents/beifong/services/podcast_service.py	21	CODE

Synthetic Comment Markers2 hits · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…_agents/ai_medical_imaging_agent/ai_medical_imaging.py	151	"Note: This analysis is generated by AI and should be reviewed by "	STRING
HIGH	…agent_teams/ai_sales_intelligence_agent_team/README.md	257	└── comparison_infographic_20260104_143105.png # AI-generated comparison visual	CODE

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

Severity	File	Line	Snippet	Context
HIGH	…gents/ai-knowledge-explorer/src/lib/example-content.ts	129	return None	CODE

Example Usage Blocks7 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…rash_course/8_handoffs_delegation/advanced_handoffs.py	55	# Example usage	STRING
LOW	…k_crash_course/8_handoffs_delegation/basic_handoffs.py	53	# Example usage	STRING
LOW	…urse/8_handoffs_delegation/8_1_basic_handoffs/agent.py	53	# Example usage	STRING
LOW	…e/8_handoffs_delegation/8_2_advanced_handoffs/agent.py	55	# Example usage	STRING
LOW	…_speech_trainer_agent/backend/agents/feedback_agent.py	54	# # Example usage	STRING
LOW	…eech_trainer_agent/backend/agents/coordinator_agent.py	66	# # Example usage	COMMENT
LOW	…trainer_agent/backend/agents/content_analysis_agent.py	39	# # Example usage	STRING

Fake / Example Data6 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…i_sdk_crash_course/2_structured_output_agent/README.md	32	│ "customer_name": "John Doe", │	CODE
LOW	…_and_podcast_agents/beifong/integrations/slack/chat.py	334	"placeholder": {"type": "plain_text", "text": "Choose language"},	STRING
LOW⚡	…pps/multi_agent_trust_layer/multi_agent_trust_layer.py	688	organization="Acme Corp",	CODE
LOW⚡	…pps/multi_agent_trust_layer/multi_agent_trust_layer.py	697	organization="Acme Corp",	CODE
LOW⚡	…pps/multi_agent_trust_layer/multi_agent_trust_layer.py	706	organization="Acme Corp",	CODE
LOW⚡	…avel_planner_agent_team/backend/services/db_service.py	117	{"email": "user@example.com"}	STRING

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	…me_playing_agent_apps/ai_chess_agent/ai_chess_agent.py	56	st.session_state.board.push(chess_move)	STRING

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…t_apps/ai_news_and_podcast_agents/beifong/scheduler.py	59	def execute_task(task_id, command):	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

Directory Score Breakdown

Pattern Findings