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Repository Analysis

Shubhamsaboo/awesome-llm-apps

100+ AI Agent & RAG apps you can actually run — clone, customize, ship.

14.5 Low AI signal View on GitHub
14.5
Adjusted Score
14.5
Raw Score
100%
Time Factor
2026-05-23
Last Push
112,194
Stars
Python
Language
173,551
Lines of Code
1025
Files
1795
Pattern Hits
2026-05-31
Scan Date

Score History

Severity Breakdown

CRITICAL 0HIGH 41MEDIUM 471LOW 1283

Pattern Findings

1795 matches across 19 categories. Click a row to expand file-level details.

Excessive Try-Catch Wrapping718 hits · 727 pts
SeverityFileLineSnippet
LOWmcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py300 except Exception as e:
LOWmcp_ai_agents/github_mcp_agent/github_agent.py108 except Exception as e:
LOWmcp_ai_agents/multi_mcp_agent_router/agent_forge.py239 except Exception as e:
LOWmcp_ai_agents/browser_mcp_agent/main.py85 except Exception as e:
LOWmcp_ai_agents/browser_mcp_agent/main.py117 except Exception as e:
LOWadvanced_llm_apps/resume_job_matcher/app.py80 except Exception as e:
LOW…ials/local_chatgpt_with_memory/local_chatgpt_memory.py125 except Exception as e:
MEDIUMadvanced_llm_apps/chat-with-tarots/app.py52 print(f"Error: CSV File not found: {csv_file_path}")
LOWadvanced_llm_apps/chat-with-tarots/app.py57except Exception as e:
LOWadvanced_llm_apps/chat-with-tarots/app.py134 except Exception as e:
LOW…ization_tools/toonify_token_optimization/quick_test.py71 except Exception as e:
LOW…zation_tools/toonify_token_optimization/toonify_app.py256 except Exception as e:
LOW…ation_tools/toonify_token_optimization/toonify_demo.py188 except Exception as e:
LOW…ation_tools/toonify_token_optimization/toonify_demo.py219 except Exception as e:
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py36 except Exception as list_error:
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py51 except Exception:
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py60 except Exception as final_error:
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py74 except Exception as e:
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py192 except Exception as e:
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py240 except Exception as e:
LOW…pps/gpt_oss_critique_improvement_loop/streamlit_app.py191 except Exception as e:
LOW…_apps/multimodal_video_moment_finder/backend/server.py87 except Exception as e:
LOW…_apps/multimodal_video_moment_finder/backend/server.py94 except Exception:
LOW…_apps/multimodal_video_moment_finder/backend/server.py117 except Exception:
LOW…/multimodal_video_moment_finder/backend/video_store.py53 except Exception:
LOW…/multimodal_video_moment_finder/backend/video_store.py294 except Exception:
LOW…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py79 except Exception as e:
LOW…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py176 except Exception as e:
LOW…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py267 except Exception as e:
LOW…ents/ai_blog_to_podcast_agent/blog_to_podcast_agent.py85 except Exception as e:
LOW…ents/ai_music_generator_agent/music_generator_agent.py89 except Exception as e:
LOW…rter_ai_agents/openai_research_agent/research_agent.py250 except Exception as e:
LOW…rter_ai_agents/openai_research_agent/research_agent.py270 except Exception as e:
LOW…_generator_agent_browseruse/ai_meme_generator_agent.py125 except Exception as e:
LOW…ents/multimodal_ai_agent/multimodal_reasoning_agent.py66 except Exception as e:
LOW…ents/multimodal_ai_agent/multimodal_reasoning_agent.py73 except Exception as e:
LOW…arter_ai_agents/multimodal_ai_agent/mutimodal_agent.py75 except Exception as e:
LOW…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py44 except Exception as e:
LOW…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py123 except Exception as e:
MEDIUM…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py11def preprocess_and_save(file):
LOW…i_startup_trend_analysis_agent/startup_trends_agent.py75 except Exception as e:
LOW…ata_visualisation_agent/ai_data_visualisation_agent.py85 except Exception as error:
LOW…_agents/ai_medical_imaging_agent/ai_medical_imaging.py154 except Exception as e:
LOW…urse/openai_sdk_crash_course/11_voice/streamed/util.py40 except Exception as e:
LOW…urse/openai_sdk_crash_course/11_voice/streamed/util.py157 except Exception as e:
LOW…urse/openai_sdk_crash_course/11_voice/streamed/util.py192 except Exception as e:
LOW…urse/openai_sdk_crash_course/11_voice/streamed/util.py227 except Exception as e:
LOW…rse/openai_sdk_crash_course/11_voice/streamed/agent.py284 except Exception as e:
LOW…course/openai_sdk_crash_course/11_voice/static/util.py40 except Exception as e:
LOW…course/openai_sdk_crash_course/11_voice/static/util.py98 except Exception as e:
LOW…course/openai_sdk_crash_course/11_voice/static/util.py133 except Exception as e:
LOW…course/openai_sdk_crash_course/11_voice/static/util.py168 except Exception as e:
LOW…ourse/openai_sdk_crash_course/11_voice/static/agent.py183 except Exception as e:
LOW…dk_crash_course/3_tool_using_agent/calculator_agent.py157 except Exception as e:
LOW…dk_crash_course/3_tool_using_agent/calculator_agent.py185 except Exception as e:
LOW…dk_crash_course/3_tool_using_agent/calculator_agent.py204 except Exception as e:
LOW…urse/2_structured_output_agent/product_review_agent.py206 except Exception as e:
LOW…urse/2_structured_output_agent/product_review_agent.py265 except Exception as e:
LOW…urse/2_structured_output_agent/product_review_agent.py284 except Exception as e:
LOW…urse/2_structured_output_agent/support_ticket_agent.py148 except Exception as e:
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Decorative Section Separators206 hits · 538 pts
SeverityFileLineSnippet
MEDIUM…nsurance_advisor_agent/life_insurance_advisor_agent.py23# -----------------------------------------------------------------------------
MEDIUM…nsurance_advisor_agent/life_insurance_advisor_agent.py25# -----------------------------------------------------------------------------
MEDIUM…nsurance_advisor_agent/life_insurance_advisor_agent.py52# -----------------------------------------------------------------------------
MEDIUM…nsurance_advisor_agent/life_insurance_advisor_agent.py54# -----------------------------------------------------------------------------
MEDIUM…nsurance_advisor_agent/life_insurance_advisor_agent.py204# -----------------------------------------------------------------------------
MEDIUM…nsurance_advisor_agent/life_insurance_advisor_agent.py206# -----------------------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py20# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py22# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py40# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py42# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py60# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py63# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py95# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py99# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py115# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py117# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py126# ------------------------------------------------------------
MEDIUM…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py128# ------------------------------------------------------------
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py17# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py19# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py50# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py52# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py64# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py66# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py75# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py77# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py100# ============================================================================
MEDIUM…rash_course/google_adk_crash_course/7_plugins/agent.py102# ============================================================================
MEDIUMrag_tutorials/qwen_local_rag/qwen_local_rag_agent.py46# -------------------------
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py166# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py168# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py28# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py30# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py71# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py73# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py240# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py242# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py354# ============================================================================
MEDIUM…s/knowledge_graph_rag_citations/knowledge_graph_rag.py356# ============================================================================
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py678# ── Tool: check_business_registration ────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py26# ── Constants ──────────────────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py49# ── System Prompt ──────────────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py145# ── Helper: parse address components ──────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py183# ── Tool: search_childcare_providers ──────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py259# ── Tool: get_property_data ────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py404# ── Tool: calculate_max_capacity ──────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py446# ── Tool: geocode_address ─────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py491# ── Tool: get_street_view ─────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py572# ── Tool: get_places_info ─────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py748# ── Streamlit App ─────────────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py762# ── Sidebar ───────────────────────────────────────────────────────────────────
MEDIUM…fraud_investigation_agent/fraud_investigation_agent.py824# ── Main Investigation Area ───────────────────────────────────────────────────
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py497# ============================================================================
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py499# ============================================================================
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py33# ============================================================================
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py35# ============================================================================
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py73# ============================================================================
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py75# ============================================================================
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py318# ============================================================================
MEDIUM…_agent_apps/ai_agent_governance/ai_agent_governance.py320# ============================================================================
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Self-Referential Comments122 hits · 349 pts
SeverityFileLineSnippet
MEDIUMmcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py51 # Create a single event for the entire day
MEDIUMmcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py127 # Create the planning prompt
MEDIUMmcp_ai_agents/multi_mcp_agent/multi_mcp_agent.py70 # Create the agent with comprehensive instructions
MEDIUMmcp_ai_agents/notion_mcp_agent/notion_mcp_agent.py74 # Create the agent
MEDIUM…m_apps/cursor_ai_experiments/multi_agent_researcher.py81 # Create the crew
MEDIUM…nced_llm_apps/cursor_ai_experiments/ai_web_scrapper.py27 # Create the SmartScraperGraph instance
MEDIUM…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py155 # Create a temporary directory to store the database
MEDIUM…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py157 # Create an instance of Embedchain App
MEDIUM…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py172 # Create a new app instance for the new video
MEDIUM…ps/chat_with_X_tutorials/chat_with_gmail/chat_gmail.py5# Define the embedchain_bot function
MEDIUM…ps/chat_with_X_tutorials/chat_with_gmail/chat_gmail.py27 # Create a temporary directory to store the database
MEDIUM…ps/chat_with_X_tutorials/chat_with_gmail/chat_gmail.py29 # Create an instance of Embedchain App
MEDIUM…ith_X_tutorials/chat_with_github/chat_github_llama3.py1# Import the required libraries
MEDIUM…ith_X_tutorials/chat_with_github/chat_github_llama3.py23# Define the embedchain_bot function
MEDIUM…/chat_with_X_tutorials/chat_with_github/chat_github.py1# Import the required libraries
MEDIUM…/chat_with_X_tutorials/chat_with_github/chat_github.py23 # Create an instance of Embedchain App
MEDIUM…th_X_tutorials/chat_with_research_papers/chat_arxiv.py1# Import the required libraries
MEDIUM…th_X_tutorials/chat_with_research_papers/chat_arxiv.py16 # Create an instance of the Assistant
MEDIUM…torials/chat_with_research_papers/chat_arxiv_llama3.py1# Import the required libraries
MEDIUM…torials/chat_with_research_papers/chat_arxiv_llama3.py11# Create an instance of the Assistant
MEDIUM…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py1# Import necessary libraries
MEDIUM…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py7# Define the embedchain_bot function
MEDIUM…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py20# Create a temporary directory to store the PDF file
MEDIUM…chat_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.py22# Create an instance of the embedchain App
MEDIUM…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py1# Import necessary libraries
MEDIUM…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py9# Define the embedchain_bot function
MEDIUM…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py28# Define the database path
MEDIUM…at_with_X_tutorials/chat_with_pdf/chat_pdf_llama3.2.py31# Create a session state to store the app instance and chat history
MEDIUM…t_with_X_tutorials/chat_with_substack/chat_substack.py5# Define the embedchain_bot function
MEDIUM…t_with_X_tutorials/chat_with_substack/chat_substack.py22 # Create a temporary directory to store the database
MEDIUM…t_with_X_tutorials/chat_with_substack/chat_substack.py24 # Create an instance of Embedchain App
MEDIUM…arter_ai_agents/mixture_of_agents/mixture-of-agents.py17 # Define the models
MEDIUM…arter_ai_agents/mixture_of_agents/mixture-of-agents.py26 # Define the aggregator system prompt
MEDIUM…rter_ai_agents/openai_research_agent/research_agent.py79# Define the agents
MEDIUM…rter_ai_agents/openai_research_agent/research_agent.py178 # Create a trace for the entire workflow
MEDIUMstarter_ai_agents/web_scraping_ai_agent/ai_scrapper.py1# Import the required libraries
MEDIUMstarter_ai_agents/web_scraping_ai_agent/ai_scrapper.py29 # Create a SmartScraperGraph object
MEDIUM…r_ai_agents/web_scraping_ai_agent/local_ai_scrapper.py1# Import the required libraries
MEDIUM…r_ai_agents/web_scraping_ai_agent/local_ai_scrapper.py28# Create a SmartScraperGraph object
MEDIUMstarter_ai_agents/ai_travel_agent/travel_agent.py48 # Create a single event for the entire day
MEDIUMstarter_ai_agents/ai_travel_agent/local_travel_agent.py48 # Create a single event for the entire day
MEDIUM…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py37 # Create a temporary file to save the preprocessed data
MEDIUM…rse/openai_sdk_crash_course/11_voice/streamed/agent.py173 # Create the voice pipeline
MEDIUM…ourse/openai_sdk_crash_course/11_voice/static/agent.py127 # Create the voice pipeline with our agent and callbacks
MEDIUM…dk_crash_course/3_tool_using_agent/calculator_agent.py101# Create the calculator agent
MEDIUM…_course/3_tool_using_agent/3_1_function_tools/agent.py4# Create an agent with custom function tools
MEDIUM…tool_using_agent/3_3_agents_as_tools/advanced_agent.py3# Define a specialized research agent
MEDIUM…tool_using_agent/3_3_agents_as_tools/advanced_agent.py12# Define a writing agent
MEDIUM…h_course/3_tool_using_agent/3_2_builtin_tools/agent.py4# Create an agent with built-in OpenAI tools
MEDIUM…urse/2_structured_output_agent/product_review_agent.py80# Create the product review agent
MEDIUM…urse/2_structured_output_agent/support_ticket_agent.py55# Create the support ticket agent
MEDIUM…course/4_running_agents/4_3_run_configuration/agent.py3# Create an agent for demonstrating run configuration
MEDIUM…course/4_running_agents/4_1_execution_methods/agent.py4# Create a simple agent for demonstrating execution methods
MEDIUM…/4_running_agents/4_2_conversation_management/agent.py3# Create an agent for demonstrating conversation management
MEDIUM…ash_course/10_tracing_observability/default_tracing.py70 # Create a run that will generate rich trace data
MEDIUM…10_tracing_observability/10_1_default_tracing/agent.py70 # Create a run that will generate rich trace data
MEDIUM…dk_crash_course/7_sessions/7_1_basic_sessions/agent.py3# Create an agent for session demonstrations
MEDIUM…_course/openai_sdk_crash_course/1_starter_agent/app.py33# Create the agent
MEDIUM…se/1_starter_agent/1_personal_assistant_agent/agent.py4# Create an agent for demonstrating different execution methods
MEDIUM…ourse/6_callbacks/6_1_agent_lifecycle_callbacks/app.py48# Define the get_response function
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Unused Imports215 hits · 213 pts
SeverityFileLineSnippet
LOWmcp_ai_agents/multi_mcp_agent_router/agent_forge.py11
LOWmcp_ai_agents/browser_mcp_agent/main.py4
LOWadvanced_llm_apps/chat-with-tarots/app.py3
LOWadvanced_llm_apps/chat-with-tarots/app.py4
LOW…torials/chat_with_youtube_videos/test_session_state.py7
LOW…torials/chat_with_youtube_videos/test_session_state.py8
LOW…_apps/multimodal_video_moment_finder/backend/server.py8
LOW…_apps/multimodal_video_moment_finder/backend/server.py10
LOW…_apps/multimodal_video_moment_finder/backend/server.py11
LOW…_apps/multimodal_video_moment_finder/backend/server.py15
LOW…/multimodal_video_moment_finder/backend/video_store.py9
LOW…/multimodal_video_moment_finder/backend/video_store.py13
LOW…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py6
LOW…ai_breakup_recovery_agent/ai_breakup_recovery_agent.py6
LOW…ents/ai_blog_to_podcast_agent/blog_to_podcast_agent.py2
LOW…_generator_agent_browseruse/ai_meme_generator_agent.py3
LOW…_generator_agent_browseruse/ai_meme_generator_agent.py6
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LOW…ata_visualisation_agent/ai_data_visualisation_agent.py1
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LOW…rash_course/8_handoffs_delegation/advanced_handoffs.py2
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LOW…course/6_callbacks/6_3_tool_execution_callbacks/app.py8
LOW…rse/6_callbacks/6_1_agent_lifecycle_callbacks/agent.py1
LOW…ourse/6_callbacks/6_1_agent_lifecycle_callbacks/app.py8
LOW…rse/6_callbacks/6_2_llm_interaction_callbacks/agent.py7
LOW…ourse/6_callbacks/6_2_llm_interaction_callbacks/app.py7
LOW…ourse/6_callbacks/6_2_llm_interaction_callbacks/app.py8
LOW…_simple_multi_agent/multi_agent_researcher/__init__.py1
LOW…gent/3_2_email_agent/email_generator_agent/__init__.py1
LOW…upport_ticket_agent/customer_support_agent/__init__.py1
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LOW…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py2
LOW…ourse/9_multi_agent_patterns/9_3_parallel_agent/app.py3
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py1
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py2
LOW…rse/9_multi_agent_patterns/9_1_sequential_agent/app.py3
LOW…del_agnostic_agent/2_2_anthropic_adk_agent/__init__.py1
LOW…_model_agnostic_agent/2_1_openai_adk_agent/__init__.py1
LOW…rse/1_starter_agent/creative_writing_agent/__init__.py1
LOW…emory_agent/5_2_persistent_conversation_agent/agent.py2
LOW…_memory_agent/5_2_persistent_conversation_agent/app.py3
LOW…memory_agent/5_1_in_memory_conversation_agent/agent.py2
LOW…memory_agent/5_1_in_memory_conversation_agent/agent.py3
LOW…agent/4_3_thirdparty_tools/langchain_agent/__init__.py1
LOW…ng_agent/4_3_thirdparty_tools/crewai_agent/__init__.py1
LOW…_using_agent/4_4_mcp_tools/firecrawl_agent/__init__.py1
LOW…using_agent/4_4_mcp_tools/filesystem_agent/__init__.py1
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Deep Nesting168 hits · 157 pts
SeverityFileLineSnippet
LOWmcp_ai_agents/multi_mcp_agent_router/agent_forge.py186
LOWmcp_ai_agents/multi_mcp_agent_router/agent_forge.py275
LOW…zation_tools/toonify_token_optimization/toonify_app.py31
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py24
LOW…rter_ai_agents/openai_research_agent/research_agent.py166
LOW…_generator_agent_browseruse/ai_meme_generator_agent.py63
LOW…nsurance_advisor_agent/life_insurance_advisor_agent.py281
LOW…ents/multimodal_ai_agent/multimodal_reasoning_agent.py9
LOW…er_ai_agents/ai_data_analysis_agent/ai_data_analyst.py11
LOW…ata_visualisation_agent/ai_data_visualisation_agent.py90
LOW…rse/openai_sdk_crash_course/11_voice/streamed/agent.py231
LOW…rse/openai_sdk_crash_course/11_voice/realtime/agent.py48
LOW…ourse/openai_sdk_crash_course/11_voice/static/agent.py121
LOW…urse/2_structured_output_agent/support_ticket_agent.py96
LOW…urse/2_structured_output_agent/support_ticket_agent.py155
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py88
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py143
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py230
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py335
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py438
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py581
LOW…_sdk_crash_course/7_sessions/streamlit_sessions_app.py86
LOW…_sdk_crash_course/7_sessions/streamlit_sessions_app.py128
LOW…_sdk_crash_course/7_sessions/streamlit_sessions_app.py193
LOW…_sdk_crash_course/7_sessions/streamlit_sessions_app.py274
LOW…urse/6_callbacks/6_3_tool_execution_callbacks/agent.py16
LOW…rse/6_callbacks/6_2_llm_interaction_callbacks/agent.py19
LOW…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py129
LOW…rse/9_multi_agent_patterns/9_3_parallel_agent/agent.py56
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py112
LOW…_using_agent/4_2_function_tools/utility_agent/tools.py175
LOW…_using_agent/4_2_function_tools/utility_agent/tools.py264
LOW…er_support_voice_agent/customer_support_voice_agent.py41
LOW…er_support_voice_agent/customer_support_voice_agent.py149
LOW…er_support_voice_agent/customer_support_voice_agent.py321
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py265
LOW…ts/insurance_claim_live_agent_team/live_demo/server.py467
LOW…ts/insurance_claim_live_agent_team/live_demo/server.py550
LOW…ts/insurance_claim_live_agent_team/live_demo/server.py570
LOWvoice_ai_agents/voice_rag_openaisdk/rag_voice.py299
LOWrag_tutorials/rag_chain/app.py132
LOWrag_tutorials/rag-as-a-service/rag_app.py120
LOWrag_tutorials/rag_agent_cohere/rag_agent_cohere.py34
LOWrag_tutorials/rag_agent_cohere/rag_agent_cohere.py181
LOWrag_tutorials/hybrid_search_rag/main.py122
LOW…rials/contextualai_rag_agent/contextualai_rag_agent.py34
LOW…rials/contextualai_rag_agent/contextualai_rag_agent.py90
LOW…rials/contextualai_rag_agent/contextualai_rag_agent.py117
LOWrag_tutorials/ai_blog_search/app.py310
LOW…_tutorials/multimodal_agentic_rag/backend/rag_store.py213
LOW…_tutorials/multimodal_agentic_rag/backend/rag_store.py383
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py358
LOWrag_tutorials/local_hybrid_search_rag/local_main.py124
LOWrag_tutorials/corrective_rag/corrective_rag.py155
LOWrag_tutorials/vision_rag/vision_rag.py221
LOW…tutorials/rag_database_routing/rag_database_routing.py70
LOW…tutorials/rag_database_routing/rag_database_routing.py158
LOW…tutorials/rag_database_routing/rag_database_routing.py285
LOW…game_playing_agent_apps/ai_tic_tac_toe_agent/agents.py40
LOW…us_game_playing_agent_apps/ai_tic_tac_toe_agent/app.py34
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Hyper-Verbose Identifiers172 hits · 152 pts
SeverityFileLineSnippet
LOWadvanced_llm_apps/chat-with-tarots/helpers/help_func.py33def format_card_details_for_prompt(card_data, card_meanings):
LOWadvanced_llm_apps/thinkpath_chatbot_app/main.js139function generateContinuationPaths(lastPathName, lastStepsExecuted) {
LOW…n_tools/headroom_context_optimization/headroom_demo.py141def demo_langchain_integration():
LOW…pps/gpt_oss_critique_improvement_loop/streamlit_app.py109def critique_improvement_loop(prompt: str, max_iterations: int = 2, groq_api_key: str | None = None) -> Dict[str, Any]:
LOW…dk_crash_course/3_tool_using_agent/calculator_agent.py38def calculate_compound_interest(principal: float, rate: float, time: int, compounds_per_year: int = 1) -> str:
LOW…e/openai_sdk_crash_course/3_tool_using_agent/README.md53def calculate_compound_interest(principal: float, rate: float, time: int) -> float:
LOW…urse/2_structured_output_agent/product_review_agent.py127def demonstrate_review_analysis():
LOW…urse/2_structured_output_agent/support_ticket_agent.py96def demonstrate_support_tickets():
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py230def render_conversation_management(agent, model_choice, temperature, max_turns):
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py525 async def process_analytics_streaming():
LOW…enai_sdk_crash_course/4_running_agents/agent_runner.py581def render_exception_handling(agent, model_choice, temperature, max_turns):
LOW…_course/4_running_agents/4_4_streaming_events/agent.py51async def advanced_streaming_example():
LOW…_course/4_running_agents/4_4_streaming_events/agent.py97async def custom_streaming_processing():
LOW…_course/4_running_agents/4_4_streaming_events/agent.py156async def streaming_with_error_handling():
LOW…course/4_running_agents/4_1_execution_methods/agent.py32async def streaming_execution_example():
LOW…/4_running_agents/4_2_conversation_management/agent.py10async def manual_conversation_example():
LOW…/4_running_agents/4_2_conversation_management/agent.py25async def session_conversation_example():
LOW…rash_course/10_tracing_observability/custom_tracing.py16async def multi_step_workflow_trace():
LOW…/10_tracing_observability/10_2_custom_tracing/agent.py16async def multi_step_workflow_trace():
LOW…dk_crash_course/7_sessions/7_1_basic_sessions/agent.py15async def in_memory_session_example():
LOW…dk_crash_course/7_sessions/7_1_basic_sessions/agent.py42async def persistent_session_example():
LOW…_course/9_multi_agent_orchestration/agents_as_tools.py136async def direct_orchestration_comparison():
LOW…_course/9_multi_agent_orchestration/agents_as_tools.py176async def advanced_orchestrator_example():
LOW…urse/9_multi_agent_orchestration/parallel_execution.py21async def parallel_translation_example():
LOW…urse/9_multi_agent_orchestration/parallel_execution.py63async def parallel_specialized_agents():
LOW…urse/9_multi_agent_orchestration/parallel_execution.py126async def parallel_content_generation():
LOW…ti_agent_orchestration/9_1_parallel_execution/agent.py21async def parallel_translation_example():
LOW…ti_agent_orchestration/9_1_parallel_execution/agent.py63async def parallel_specialized_agents():
LOW…ti_agent_orchestration/9_1_parallel_execution/agent.py126async def parallel_content_generation():
LOW…multi_agent_orchestration/9_2_agents_as_tools/agent.py136async def direct_orchestration_comparison():
LOW…multi_agent_orchestration/9_2_agents_as_tools/agent.py176async def advanced_orchestrator_example():
LOW…/openai_sdk_crash_course/5_context_management/agent.py29async def get_personalized_greeting(wrapper: RunContextWrapper[UserInfo]) -> str:
LOW…_course/9_multi_agent_patterns/9_2_loop_agent/agent.py129async def iterate_spec_until_acceptance(
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py112async def analyze_business_intelligence(user_id: str, business_topic: str) -> str:
LOW…course/4_tool_using_agent/4_2_function_tools/README.md31def calculate_compound_interest(principal: float, rate: float, years: int) -> dict:
LOW…ing_agent/4_2_function_tools/calculator_agent/tools.py109def calculate_compound_interest(principal: float, rate: float, years: int, compound_frequency: int = 1) -> Dict[str, Uni
LOW…_using_agent/4_2_function_tools/utility_agent/tools.py109def calculate_date_difference(date1: str, date2: str, date_format: str) -> Dict[str, Union[str, int, Dict]]:
LOW…ice_ai_agents/insurance_claim_live_agent_team/agent.py107def build_initial_workflow_state() -> dict[str, Any]:
LOW…ice_ai_agents/insurance_claim_live_agent_team/agent.py181def _coverage_evidence_handler(ctx: InvocationContext) -> dict[str, Any]:
LOW…ice_ai_agents/insurance_claim_live_agent_team/agent.py189def _document_checklist_handler(ctx: InvocationContext) -> dict[str, Any]:
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py128def _without_negated_safety_mentions(text: str) -> str:
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py141def _positive_safety_concerns(claim: ClaimNarrative) -> list[str]:
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py145def _has_positive_safety_language(text: str) -> bool:
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py231def validate_required_claim_fields(claim_value: Any) -> dict[str, Any]:
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py265def apply_coverage_and_evidence_rules(
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py412def generate_document_checklist(
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py457def fraud_signal_and_safety_gate(
LOW…_ai_agents/insurance_claim_live_agent_team/policies.py577def build_claim_intake_packet(
LOW…ts/insurance_claim_live_agent_team/live_demo/server.py146def _without_negated_safety_mentions(text: str) -> str:
LOW…ts/insurance_claim_live_agent_team/live_demo/server.py156def _has_negated_safety_mention(text: str) -> bool:
LOW…rials/contextualai_rag_agent/contextualai_rag_agent.py117def wait_until_documents_ready(api_key: str, datastore_id: str, base_url: str, max_checks: int = 30, interval_sec: float
LOWrag_tutorials/multimodal_agentic_rag/backend/server.py116 def retrieve_relevant_context(query: str, top_k: int = 6) -> dict:
LOW…timodal_agentic_rag/backend/agentic_rag_agent/agent.py7def retrieve_relevant_context(query: str, top_k: int = 5) -> dict:
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py170def extract_entities_with_llm(text: str, source_doc: str, model: str = "llama3.2") -> Tuple[List[Entity], List[Relations
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py244def generate_answer_with_citations(
LOWrag_tutorials/vision_rag/vision_rag.py221def download_and_embed_sample_images(_cohere_client) -> tuple[list[str], np.ndarray | None]:
LOW…fraud_investigation_agent/fraud_investigation_agent.py680def check_business_registration(name: str, state: str = "IL") -> str:
LOW…fraud_investigation_agent/fraud_investigation_agent.py185def search_childcare_providers(zip_code: str, state: str = "IL") -> str:
LOW…_agent_apps/ai_consultant_agent/ai_consultant_agent.py134def generate_strategic_recommendations(analysis_data: Dict[str, Any]) -> List[Dict[str, Any]]:
LOW…windows_use_autonomous_agent/windows_use/tree/views.py9 def interactive_elements_to_string(self)->str:
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Magic Placeholder Names16 hits · 78 pts
SeverityFileLineSnippet
HIGH…ptimization_tools/toonify_token_optimization/README.md36export OPENAI_API_KEY='your-api-key-here'
HIGH…nced_llm_apps/multimodal_video_moment_finder/README.md65export GOOGLE_API_KEY="your-api-key"
HIGHstarter_ai_agents/openai_research_agent/README.md36export OPENAI_API_KEY='your-api-key-here'
HIGHstarter_ai_agents/xai_finance_agent/README.md33export XAI_API_KEY='your-api-key-here'
HIGHstarter_ai_agents/web_scraping_ai_agent/README.md57export SGAI_API_KEY='your-api-key'
HIGHstarter_ai_agents/web_scraping_ai_agent/README.md109export SGAI_API_KEY='your-api-key-here'
HIGH…rash_course/4_tool_using_agent/4_4_mcp_tools/README.md185 env={'FIRECRAWL_API_KEY': 'your_api_key'}
HIGH…ool_using_agent/4_4_mcp_tools/firecrawl_agent/agent.py104 print("1. Set your Firecrawl API key: export FIRECRAWL_API_KEY=your_api_key")
HIGHrag_tutorials/agentic_rag_gpt5/README.md39 export OPENAI_API_KEY="your-api-key-here"
HIGHrag_tutorials/agentic_rag_gpt5/README.md43 OPENAI_API_KEY=your-api-key-here
HIGH…agents/single_agent_apps/ai_investment_agent/README.md32export OPENAI_API_KEY="your-api-key-here"
HIGH…s/agent_teams/ai_vc_due_diligence_agent_team/README.md38export GOOGLE_API_KEY=your_api_key
HIGH…s/agent_teams/ai_vc_due_diligence_agent_team/README.md40echo "GOOGLE_API_KEY=your_api_key" > .env
HIGH…agent_apps/agent_teams/ai_finance_agent_team/README.md33export OPENAI_API_KEY='your-api-key-here'
HIGH…agent_teams/ai_sales_intelligence_agent_team/README.md38export GOOGLE_API_KEY=your_api_key
HIGH…ents/multi_agent_apps/trust_gated_agent_team/README.md60export OPENAI_API_KEY=your-api-key
Cross-File Repetition15 hits · 75 pts
SeverityFileLineSnippet
HIGHmcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py0generate an ics calendar file from a travel itinerary text. args: plan_text: the travel itinerary text start_date: optio
HIGHstarter_ai_agents/ai_travel_agent/travel_agent.py0generate an ics calendar file from a travel itinerary text. args: plan_text: the travel itinerary text start_date: optio
HIGHstarter_ai_agents/ai_travel_agent/local_travel_agent.py0generate an ics calendar file from a travel itinerary text. args: plan_text: the travel itinerary text start_date: optio
HIGH…urse/openai_sdk_crash_course/11_voice/streamed/util.py0context manager exit - stop and close the audio stream.
HIGH…urse/openai_sdk_crash_course/11_voice/streamed/util.py0context manager exit - stop and close the audio stream.
HIGH…course/openai_sdk_crash_course/11_voice/static/util.py0context manager exit - stop and close the audio stream.
HIGH…tool_using_agent/3_3_agents_as_tools/advanced_agent.py0research a topic using the specialized research agent with custom configuration
HIGH…_course/9_multi_agent_orchestration/agents_as_tools.py0research a topic using the specialized research agent with custom configuration
HIGH…multi_agent_orchestration/9_2_agents_as_tools/agent.py0research a topic using the specialized research agent with custom configuration
HIGH…tool_using_agent/3_3_agents_as_tools/advanced_agent.py0transform content using the specialized writing agent with custom style
HIGH…_course/9_multi_agent_orchestration/agents_as_tools.py0transform content using the specialized writing agent with custom style
HIGH…multi_agent_orchestration/9_2_agents_as_tools/agent.py0transform content using the specialized writing agent with custom style
HIGHrag_tutorials/qwen_local_rag/qwen_local_rag_agent.py0you are a web search expert. your task is to: 1. search the web for relevant information about the query 2. compile and
HIGH…torials/deepseek_local_rag_agent/deepseek_rag_agent.py0you are a web search expert. your task is to: 1. search the web for relevant information about the query 2. compile and
HIGHrag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py0you are a web search expert. your task is to: 1. search the web for relevant information about the query 2. compile and
Verbosity Indicators57 hits · 62 pts
SeverityFileLineSnippet
LOW…i_startup_trend_analysis_agent/startup_trends_agent.py56 # Step 1: Collect news
LOW…i_startup_trend_analysis_agent/startup_trends_agent.py60 # Step 2: Summarize articles
LOW…i_startup_trend_analysis_agent/startup_trends_agent.py64 # Step 3: Analyze trends
LOW…rash_course/10_tracing_observability/custom_tracing.py25 # Step 1: Research
LOW…rash_course/10_tracing_observability/custom_tracing.py32 # Step 2: Analysis
LOW…rash_course/10_tracing_observability/custom_tracing.py39 # Step 3: Summary
LOW…/10_tracing_observability/10_2_custom_tracing/agent.py25 # Step 1: Research
LOW…/10_tracing_observability/10_2_custom_tracing/agent.py32 # Step 2: Analysis
LOW…/10_tracing_observability/10_2_custom_tracing/agent.py39 # Step 3: Summary
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py96 market_researcher, # Step 1: Market research (with search capabilities)
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py97 swot_analyzer, # Step 2: SWOT analysis
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py98 strategy_formulator, # Step 3: Strategy development
LOW…e/9_multi_agent_patterns/9_1_sequential_agent/agent.py99 implementation_planner # Step 4: Implementation planning
LOWrag_tutorials/qwen_local_rag/qwen_local_rag_agent.py386 # Step 2: Choose search strategy based on force_web_search toggle
LOWrag_tutorials/qwen_local_rag/qwen_local_rag_agent.py405 # Step 3: Use web search if:
LOWrag_tutorials/qwen_local_rag/qwen_local_rag_agent.py422 # Step 4: Generate response using the RAG agent
LOW…torials/deepseek_local_rag_agent/deepseek_rag_agent.py390 # Step 2: Choose search strategy based on force_web_search toggle
LOW…torials/deepseek_local_rag_agent/deepseek_rag_agent.py409 # Step 3: Use web search if:
LOW…torials/deepseek_local_rag_agent/deepseek_rag_agent.py426 # Step 4: Generate response using the RAG agent
LOWrag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py382 # Step 1: Rewrite the query for better retrieval
LOWrag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py395 # Step 2: Choose search strategy based on force_web_search toggle
LOWrag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py414 # Step 3: Use web search if:
LOWrag_tutorials/gemini_agentic_rag/agentic_rag_gemini.py431 # Step 4: Generate response using the RAG agent
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py258 # Step 1: Initial semantic search
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py271 # Step 2: Multi-hop expansion
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py287 # Step 3: Build context with source tracking
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py303 # Step 4: Generate answer with citation requirements
LOW…s/knowledge_graph_rag_citations/knowledge_graph_rag.py323 # Step 5: Extract and verify citations
LOW…fraud_investigation_agent/fraud_investigation_agent.py201 # Step 1: GET page to extract ASP.NET ViewState tokens
LOW…fraud_investigation_agent/fraud_investigation_agent.py212 # Step 2: Trigger the search
LOW…fraud_investigation_agent/fraud_investigation_agent.py221 # Step 3: Parse CSV rows embedded in the response
LOW…fraud_investigation_agent/fraud_investigation_agent.py289 # Step 1: Resolve to PIN via Cook County address dataset
LOW…fraud_investigation_agent/fraud_investigation_agent.py318 # Step 2: Try residential characteristics
LOW…fraud_investigation_agent/fraud_investigation_agent.py345 # Step 3: Try commercial valuation (Cook County PINs are 14 digits)
LOW…fraud_investigation_agent/fraud_investigation_agent.py373 # Step 4: Assessed values fallback (no sqft)
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py482 # Step 1: Discover companies
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py504 # Step 2: For each company, find contacts and research
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py519 # Step 3: Find decision maker contacts
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py540 # Step 4: Research company details
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py575 # Step 5: Generate personalized email
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py629 # Step 1: Target Company Category Selection
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py663 # Step 2: Your Information
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py694 # Step 3: Service Type and Targeting
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py720 # Step 4: Target Department Selection
LOW…nt_apps/ai_deep_research_agent/deep_research_openai.py128 # Step 1: Initial Research
LOW…nt_apps/ai_deep_research_agent/deep_research_openai.py137 # Step 2: Enhance the report
LOW…i_agents/multi_agent_apps/devpulse_ai/streamlit_app.py110 # Step 1: Collection
LOW…i_agents/multi_agent_apps/devpulse_ai/streamlit_app.py143 # Step 2: Analysis
LOW…i_agents/multi_agent_apps/devpulse_ai/streamlit_app.py156 # Step 3: Synthesis
LOW…l_estate_agent_team/local_ai_real_estate_agent_team.py259 # Step 1: Property Search with Direct Firecrawl Integration
LOW…l_estate_agent_team/local_ai_real_estate_agent_team.py283 # Step 2: Market Analysis
LOW…l_estate_agent_team/local_ai_real_estate_agent_team.py305 # Step 3: Property Valuation
LOW…l_estate_agent_team/local_ai_real_estate_agent_team.py360 # Step 4: Final Synthesis
LOW…ai_real_estate_agent_team/ai_real_estate_agent_team.py260 # Step 1: Property Search with Direct Firecrawl Integration
LOW…ai_real_estate_agent_team/ai_real_estate_agent_team.py285 # Step 2: Market Analysis
LOW…ai_real_estate_agent_team/ai_real_estate_agent_team.py307 # Step 3: Property Valuation
LOW…ai_real_estate_agent_team/ai_real_estate_agent_team.py362 # Step 4: Final Synthesis
Redundant / Tautological Comments42 hits · 44 pts
SeverityFileLineSnippet
LOWmcp_ai_agents/ai_travel_planner_mcp_agent_team/app.py208 # Check if API keys are provided (both OpenAI and Google Maps are required)
LOW…nced_llm_apps/cursor_ai_experiments/ai_web_scrapper.py37 # Display the result
LOW…ials/local_chatgpt_with_memory/local_chatgpt_memory.py50 # Check if user ID has changed
LOW…ization_tools/toonify_token_optimization/quick_test.py38 # Display results
LOW…zation_tools/toonify_token_optimization/toonify_app.py232 # Display results
LOW…ation_tools/toonify_token_optimization/toonify_demo.py152 # Check if API keys are available
LOW…h_X_tutorials/chat_with_youtube_videos/chat_youtube.py163 # Check if we have a new video URL or no transcript loaded yet
LOW…pps/gpt_oss_critique_improvement_loop/streamlit_app.py195 # Display results
LOW…rter_ai_agents/openai_research_agent/research_agent.py189 # Check if the result is a ResearchPlan object or a string
LOW…rter_ai_agents/openai_research_agent/research_agent.py276# Display results in the Report tab
LOW…i_startup_trend_analysis_agent/startup_trends_agent.py68 # Display results - if incase you want to use this furthur, you can uncomment the below 2 lines to get t
LOW…ata_visualisation_agent/ai_data_visualisation_agent.py157 # Display results/visualizations
LOW…ata_visualisation_agent/ai_data_visualisation_agent.py160 if hasattr(result, 'png') and result.png: # Check if PNG data is available
LOWrag_tutorials/qwen_local_rag/qwen_local_rag_agent.py310# Check if RAG is enabled
LOWrag_tutorials/rag_chain/app.py46 # Check if files are uploaded
LOW…torials/deepseek_local_rag_agent/deepseek_rag_agent.py327# Check if RAG is enabled
LOWrag_tutorials/ai_blog_search/app.py313 # Check if API keys are set
LOW…ials/agentic_rag_with_reasoning/rag_reasoning_agent.py50# Check if API keys are provided
LOWrag_tutorials/agentic_rag_gpt5/agentic_rag_gpt5.py58# Check if API key is provided
LOWrag_tutorials/vision_rag/vision_rag.py270 # Check if embedding already exists for this index
LOWrag_tutorials/vision_rag/vision_rag.py429 # Check if already processed this session (simple name check)
LOW…_game_playing_agent_apps/ai_tic_tac_toe_agent/utils.py35 # Check if position is already occupied
LOW…s/ai_email_gtm_reachout_agent/ai_email_gtm_reachout.py837 # Check if API keys are configured
LOW…_insight_fire1_agent/ai_startup_insight_fire1_agent.py204 # Check if extraction was successful
LOW…ts/single_agent_apps/ai_meeting_agent/meeting_agent.py16# Check if all API keys are set
LOW…_agent_apps/ai_agent_governance/ai_agent_governance.py97 # Check if action involves file paths
LOW…_agent_apps/ai_agent_governance/ai_agent_governance.py120 # Check if path is in allowed paths
LOW…_agent_apps/ai_agent_governance/ai_agent_governance.py146 # Check if action involves URLs or domains
LOW…_agent_apps/ai_agent_governance/ai_agent_governance.py170 # Check if domain is allowed
LOW…pps/multi_agent_trust_layer/multi_agent_trust_layer.py346 # Check if agent has any valid delegation allowing this action
LOW…ntelligence_agent/product_launch_intelligence_agent.py294 # Display results
LOW…ntelligence_agent/product_launch_intelligence_agent.py356 # Display results
LOW…ntelligence_agent/product_launch_intelligence_agent.py418 # Display results
LOW…nts/multi_agent_apps/ai_home_renovation_agent/tools.py352 # Check if we have any version of this asset
LOWadvanced_ai_agents/multi_agent_apps/devpulse_ai/main.py131 # Output results
LOW…ams/multimodal_coding_agent_team/ai_coding_agent_o3.py135 # Set timeout to 30 seconds for code execution
LOW…ms/ai_game_design_agent_team/game_design_agent_team.py92 # Check if API key is provided
LOW…l_estate_agent_team/local_ai_real_estate_agent_team.py795 # Display results
LOW…ai_real_estate_agent_team/ai_real_estate_agent_team.py812 # Display results
LOW…ps/agent_teams/ai_legal_agent_team/legal_agent_team.py155 # Check if this file has already been processed
LOW…ps/agent_teams/ai_legal_agent_team/legal_agent_team.py344 # Display results in tabs
LOW…nt_team/local_ai_legal_agent_team/local_legal_agent.py218 # Display results in tabs
Docstring Block Structure6 hits · 30 pts
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HIGHrag_tutorials/hybrid_search_rag/main.py24Initializes and returns a RAGLiteConfig object with the specified API keys and database URL. This function sets the
HIGHrag_tutorials/local_hybrid_search_rag/local_main.py23Initializes and returns a RAGLiteConfig object based on provided settings. This function constructs a RAGLiteConfig
HIGH…game_playing_agent_apps/ai_tic_tac_toe_agent/agents.py41 Creates and returns the appropriate model instance based on the provider. Args: provider: The model pr
HIGH…gotiation_battle_simulator/backend/config/scenarios.py190Get a scenario by ID. Args: scenario_id: The scenario identifier Returns: The scen
HIGHawesome_agent_skills/python-expert/SKILL.md116Brief description of function purpose. More detailed explanation if needed, describing the behavior, algori
HIGHawesome_agent_skills/python-expert/AGENTS.md325Process user data according to the provided configuration. Takes raw user data and applies transformations, val
Over-Commented Block24 hits · 24 pts
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LOWmcp_ai_agents/browser_mcp_agent/mcp_agent.config.yaml21
LOW…ing_agent/4_2_function_tools/utility_agent/__init__.py1# Utility Agent Module
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt1# This file was autogenerated by uv via the following command:
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt21blinker==1.9.0
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt41distro==1.9.0
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt61 # via httpcore
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt81jiter==0.8.2
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt101 # pandas
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt121pip==25.0.1
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt141 # ollama
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt161 # agno
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt181 # streamlit
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt201 # groq
LOW…aying_agent_apps/ai_tic_tac_toe_agent/requirements.txt221 # anthropic
LOW…_speech_trainer_agent/backend/agents/feedback_agent.py61# prompt = f"Analyze the following transcript:\n\n{transcript}"
LOW…eech_trainer_agent/backend/agents/coordinator_agent.py61 markdown=True,
LOW…h_trainer_agent/backend/agents/voice_analysis_agent.py41
LOW…rainer_agent/backend/agents/facial_expression_agent.py41)
LOW…trainer_agent/backend/agents/content_analysis_agent.py41# # Sample transcript from the Voice Analysis Agent
LOW…ai_negotiation_battle_simulator/frontend/next-env.d.ts1/// <reference types="next" />
LOW…_teams/ai_travel_planner_agent_team/backend/broswer.py21# instructions="Generate structured output in the specified schema format. Parse input data and format according to
LOW…ai_travel_planner_agent_team/backend/models/trip_db.py81 # Relationship (optional)
LOW…el_planner_agent_team/backend/services/plan_service.py161
LOW…lls/self-improving-agent-skills/frontend/next-env.d.ts1/// <reference types="next" />
AI Slop Vocabulary11 hits · 23 pts
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MEDIUMmcp_ai_agents/multi_mcp_agent/multi_mcp_agent.py70 # Create the agent with comprehensive instructions
MEDIUM…arter_ai_agents/mixture_of_agents/mixture-of-agents.py27 aggregator_system_prompt = """You have been provided with a set of responses from various open-source models to the
MEDIUM…rter_ai_agents/openai_research_agent/research_agent.py215 for i in range(15): # Check more times to allow for more comprehensive research
MEDIUM…_course/9_multi_agent_orchestration/agents_as_tools.py105 """Create a comprehensive article about the benefits of renewable energy.
MEDIUM…multi_agent_orchestration/9_2_agents_as_tools/agent.py105 """Create a comprehensive article about the benefits of renewable energy.
MEDIUMrag_tutorials/rag_agent_cohere/rag_agent_cohere.py208 HumanMessage(content=f"""Please thoroughly research the question: '{query}' and provide a detail
MEDIUM…e_meal_planning_agent/ai_recipe_meal_planning_agent.py178 """Create comprehensive weekly meal plan with nutrition and shopping list."""
MEDIUM…egotiation_battle_simulator/frontend/package-lock.json11140 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",
MEDIUM…l_estate_agent_team/local_ai_real_estate_agent_team.py74 # Create comprehensive prompt with specific schema guidance
MEDIUM…ai_real_estate_agent_team/ai_real_estate_agent_team.py75 # Create comprehensive prompt with specific schema guidance
MEDIUM…ent_teams/multimodal_uiux_feedback_agent_team/tools.py113 # Build edit prompt with UI/UX best practices
Synthetic Comment Markers3 hits · 15 pts
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HIGH…_agents/ai_medical_imaging_agent/ai_medical_imaging.py151 "Note: This analysis is generated by AI and should be reviewed by "
HIGH…agent_teams/ai_sales_intelligence_agent_team/README.md257└── comparison_infographic_20260104_143105.png # AI-generated comparison visual
HIGH…t_skills/code-reviewer/rules/performance-n-plus-one.md130 // Return in same order as requested
Slop Phrases6 hits · 12 pts
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MEDIUM…ials/local_chatgpt_with_memory/local_chatgpt_memory.py29 # Alternatively, you can use "snowflake-arctic-embed:latest"
MEDIUM…_and_podcast_agents/beifong/integrations/slack/chat.py19# you can use ngrok to port forward local url to https and replace this local url with ngrok url
LOW…nt_teams/ai_teaching_agent_team/teaching_agent_team.py137 f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."
LOW…nt_teams/ai_teaching_agent_team/teaching_agent_team.py142 f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."
LOW…nt_teams/ai_teaching_agent_team/teaching_agent_team.py147 f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."
LOW…nt_teams/ai_teaching_agent_team/teaching_agent_team.py152 f"the topic is: {st.session_state['topic']},Don't forget to add the Google Doc link in your response."
Fake / Example Data5 hits · 5 pts
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LOW…i_sdk_crash_course/2_structured_output_agent/README.md32│ "customer_name": "John Doe", │
LOW…pps/multi_agent_trust_layer/multi_agent_trust_layer.py677 organization="Acme Corp",
LOW…pps/multi_agent_trust_layer/multi_agent_trust_layer.py686 organization="Acme Corp",
LOW…pps/multi_agent_trust_layer/multi_agent_trust_layer.py695 organization="Acme Corp",
LOW…avel_planner_agent_team/backend/services/db_service.py117 {"email": "user@example.com"}
Example Usage Blocks7 hits · 4 pts
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LOW…rash_course/8_handoffs_delegation/advanced_handoffs.py55# Example usage
LOW…k_crash_course/8_handoffs_delegation/basic_handoffs.py53# Example usage
LOW…urse/8_handoffs_delegation/8_1_basic_handoffs/agent.py53# Example usage
LOW…e/8_handoffs_delegation/8_2_advanced_handoffs/agent.py55# Example usage
LOW…_speech_trainer_agent/backend/agents/feedback_agent.py54# # Example usage
LOW…eech_trainer_agent/backend/agents/coordinator_agent.py66# # Example usage
LOW…trainer_agent/backend/agents/content_analysis_agent.py39# # Example usage
Cross-Language Confusion1 hit · 2 pts
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HIGH…me_playing_agent_apps/ai_chess_agent/ai_chess_agent.py56 st.session_state.board.push(chess_move)
Overly Generic Function Names1 hit · 1 pts
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LOW…t_apps/ai_news_and_podcast_agents/beifong/scheduler.py59def execute_task(task_id, command):