MervinPraison/PraisonAI

Pattern Findings

The scanner identified 42758 distinct pattern matches across 27 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.

Hyper-Verbose Identifiers21098 hits · 22122 pts

Severity	File	Line	Snippet	Context
LOW	examples/guardrail_example_fixed.py	13	def validate_length_guardrailresult(output: TaskOutput) -> GuardrailResult:	CODE
LOW	examples/agent_centric_api.py	118	def example_backward_compatible():	CODE
LOW	examples/agent_centric_api.py	196	def example_knowledge_sources():	CODE
LOW	examples/provider-registry/isolated_registry_example.py	56	def demonstrate_collision_problem():	CODE
LOW	examples/provider-registry/isolated_registry_example.py	79	def demonstrate_isolated_solution():	CODE
LOW	examples/provider-registry/isolated_registry_example.py	112	def demonstrate_parallel_agents():	CODE
LOW	examples/provider-registry/isolated_registry_example.py	149	def demonstrate_shared_vs_isolated():	CODE
LOW	examples/context/08_comprehensive_benchmark.py	98	def benchmark_cache_effectiveness():	CODE
LOW	examples/context/08_comprehensive_benchmark.py	135	def benchmark_parallel_execution():	CODE
LOW	examples/context/02_parallel_vs_sequential.py	31	def parallel_search_with_fast_context(queries: list) -> dict:	CODE
LOW	examples/python/dict_config_example.py	15	def example_dict_output_config():	CODE
LOW	examples/python/dict_config_example.py	31	def example_dict_execution_config():	CODE
LOW	examples/python/dict_config_example.py	47	def example_dict_validation_error():	CODE
LOW	examples/python/dict_config_example.py	64	def example_array_preset_override():	CODE
LOW	examples/python/dict_config_example.py	80	def example_base_url_api_key_separate():	CODE
LOW	examples/python/specialized_agents_example.py	39	def example_multi_agent_pipeline():	CODE
LOW⚡	examples/python/fast_context_example.py	39	def example_search_with_patterns():	CODE
LOW	examples/python/fast_context_example.py	60	def example_get_context_for_agent():	CODE
LOW	examples/python/fast_context_example.py	80	def example_agent_with_fast_context():	CODE
LOW	examples/python/agent_autonomy_example.py	142	def example_doom_loop_detection():	CODE
LOW	examples/python/agent_autonomy_example.py	173	def example_verification_hooks():	CODE
LOW	examples/python/agent_autonomy_example.py	203	def example_subagent_delegation():	CODE
LOW	examples/python/agent_autonomy_example.py	256	def example_run_autonomous_method():	CODE
LOW	examples/python/message_steering_example.py	54	def threaded_message_steering():	CODE
LOW	examples/python/sandlock_security_demo.py	13	async def demonstrate_sandlock_security():	CODE
LOW	examples/python/n8n_integration_example.py	89	def setup_api_server_with_agents(agents):	STRING
LOW⚡	examples/python/conditional_branching_example.py	127	def contains_condition_example():	CODE
LOW⚡	examples/python/conditional_branching_example.py	239	def nested_conditions_example():	CODE
LOW⚡	examples/python/nested_workflows_example.py	74	def parallel_inside_loop_example():	CODE
LOW⚡	examples/python/nested_workflows_example.py	125	def route_inside_loop_example():	CODE
LOW⚡	examples/python/nested_workflows_example.py	190	def three_level_nesting_example():	CODE
LOW	examples/python/failover_example.py	103	def cost_optimization_example():	CODE
LOW	examples/python/lite_agent_example.py	83	def example_anthropic_adapter():	CODE
LOW	examples/python/large_context_knowledge.py	252	def demo_hierarchical_summarizer(corpus_path: str):	CODE
LOW	examples/python/toolsets_example.py	97	def demo_mixed_tools_and_toolsets():	CODE
LOW	examples/python/toolsets_example.py	120	def demo_multi_agent_with_toolsets():	CODE
LOW	examples/python/sandbox_example.py	53	def demonstrate_result_handling():	CODE
LOW	examples/python/tools/searxng/searxng-search.py	80	def custom_searxng_url_example():	CODE
LOW	examples/python/tools/searxng/searxng-search.py	103	def multi_agent_research_example():	CODE
LOW	…ia_Content_Agents/News_And_Podcast_Aggregator_Agent.py	46	def format_search_results_for_podcast(search_results: List[dict]) -> tuple[str, List[str]]:	CODE
LOW	…/Finance_Market_Job_Agents/Financial_Coaching_Agent.py	23	def format_search_results_for_podcast(search_results):	CODE
LOW	…s/python/tools/trafilatura/custom_trafilatura_tools.py	34	def _check_and_import_trafilatura(self):	CODE
LOW	…amples/python/tools/trafilatura/trafilatura_example.py	184	async def available_methods_example():	CODE
LOW	…/python/guardrails/comprehensive-guardrails-example.py	50	def professional_tone_guardrail(task_output: TaskOutput) -> Tuple[bool, Any]:	CODE
LOW	…/python/guardrails/comprehensive-guardrails-example.py	65	def factual_accuracy_guardrail(task_output: TaskOutput) -> Tuple[bool, Any]:	CODE
LOW	examples/python/general/workflow_example_detailed.py	27	def random_data_of_individuals() -> List[Dict]:	CODE
LOW	examples/python/general/workflow_example_detailed.py	45	def process_data_of_individuals(data: Union[List[Dict], Dict, str]) -> Dict:	CODE
LOW	examples/python/general/human_approval_example.py	130	def demo_manual_approval_configuration():	CODE
LOW	examples/python/handoff/handoff_unified_config.py	86	def demo_programmatic_handoff():	CODE
LOW	examples/python/camera/camera-multi-agent.py	44	def analyze_with_multiple_agents():	CODE
LOW	examples/python/agents/multi-provider-agent.py	65	def example_cost_optimized_workflow():	CODE
LOW	examples/python/agents/multi-provider-agent.py	131	def example_auto_agents_multi_provider():	CODE
LOW	examples/python/agents/math-agent.py	102	def solve_math_problem_workflow():	CODE
LOW	examples/python/agents/context-agent.py	28	def demonstrate_basic_context_generation():	CODE
LOW	examples/python/agents/context-agent.py	129	def demonstrate_context_agent_as_tool():	CODE
LOW	examples/python/agents/context-agent.py	173	def show_context_engineering_benefits():	CODE
LOW	…amples/python/stateful/06_advanced_state_operations.py	165	def calculate_derived_metrics() -> Dict[str, Any]:	CODE
LOW	…amples/python/stateful/06_advanced_state_operations.py	214	def handle_state_transactions() -> str:	CODE
LOW	…amples/python/stateful/06_advanced_state_operations.py	344	def aggregate_distributed_state() -> str:	CODE
LOW⚡	…/models/googlegemini/gemini-internal-tools-combined.py	118	def show_configuration_options():	STRING
21038 more matches not shown…

Decorative Section Separators3699 hits · 12710 pts

Severity	File	Line	Snippet	Context
MEDIUM	docker/docker-compose.yml	25	# ─── Legacy services (kept for backward compatibility) ─────────────────	COMMENT
MEDIUM	examples/provider-registry/custom_provider_example.py	28	# ---------------------------------	COMMENT
MEDIUM	examples/provider-registry/custom_provider_example.py	48	# --------------------------	COMMENT
MEDIUM	examples/provider-registry/custom_provider_example.py	102	# -----------------------------------------	COMMENT
MEDIUM	examples/trace/custom_sink.py	27	# =============================================================================	COMMENT
MEDIUM	examples/trace/custom_sink.py	29	# =============================================================================	COMMENT
MEDIUM	examples/trace/custom_sink.py	57	# =============================================================================	COMMENT
MEDIUM	examples/trace/custom_sink.py	59	# =============================================================================	COMMENT
MEDIUM	examples/trace/custom_sink.py	97	# =============================================================================	COMMENT
MEDIUM	examples/trace/custom_sink.py	99	# =============================================================================	COMMENT
MEDIUM	examples/trace/custom_sink.py	128	# =============================================================================	COMMENT
MEDIUM	examples/trace/custom_sink.py	130	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/security_example.py	23	# ── 1. Enable all security features in one line ───────────────────────────────	COMMENT
MEDIUM⚡	examples/python/security_example.py	27	# ── 2. Use Agent normally — no extra parameters ───────────────────────────────	COMMENT
MEDIUM⚡	examples/python/security_example.py	34	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	examples/python/security_example.py	36	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/python/security_example.py	50	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/python/security_example.py	52	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/python/security_example.py	63	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/python/security_example.py	65	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	examples/python/fast_context_example.py	14	# ==================================	COMMENT
MEDIUM⚡	examples/python/fast_context_example.py	37	# ===============================	COMMENT
MEDIUM	examples/python/fast_context_example.py	58	# ================================	COMMENT
MEDIUM	examples/python/fast_context_example.py	78	# =============================================	COMMENT
MEDIUM	examples/python/fast_context_example.py	109	# =======================	COMMENT
MEDIUM	examples/python/fast_context_example.py	135	# =========================	COMMENT
MEDIUM	examples/python/fast_context_example.py	161	# ===========================	COMMENT
MEDIUM	examples/python/fast_context_example.py	192	# =============================================	COMMENT
MEDIUM	examples/python/fast_context_example.py	218	# ==================	COMMENT
MEDIUM	examples/python/fast_context_example.py	247	# ===========================	COMMENT
MEDIUM	examples/python/bot_email_example.py	29	# ── Example 1: Minimal — Bot() wrapper (recommended) ──────────────	COMMENT
MEDIUM	examples/python/bot_email_example.py	47	# ── Example 2: Custom configuration ───────────────────────────────	COMMENT
MEDIUM	examples/python/bot_email_example.py	84	# ── Example 3: Direct EmailBot with custom handlers ──────────────	STRING
MEDIUM	examples/python/bot_email_example.py	125	# ── Example 4: Multi-platform with BotOS ─────────────────────────	COMMENT
MEDIUM	examples/python/bot_email_example.py	141	# ── Example 5: Probe connectivity ─────────────────────────────────	COMMENT
MEDIUM	examples/python/bot_email_example.py	159	# ── Example 6: YAML config (for praisonai bot CLI) ───────────────	COMMENT
MEDIUM	examples/python/bot_email_example.py	178	# ── Main ──────────────────────────────────────────────────────────	STRING
MEDIUM	examples/python/conditional_branching_example.py	19	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	21	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	72	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	74	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/conditional_branching_example.py	123	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/conditional_branching_example.py	125	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	174	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	176	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/conditional_branching_example.py	235	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/conditional_branching_example.py	237	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	322	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	324	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	373	# =============================================================================	COMMENT
MEDIUM	examples/python/conditional_branching_example.py	375	# =============================================================================	COMMENT
MEDIUM	examples/python/nested_workflows_example.py	18	# =============================================================================	COMMENT
MEDIUM	examples/python/nested_workflows_example.py	20	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/nested_workflows_example.py	70	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/nested_workflows_example.py	72	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/nested_workflows_example.py	121	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/nested_workflows_example.py	123	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/nested_workflows_example.py	186	# =============================================================================	COMMENT
MEDIUM⚡	examples/python/nested_workflows_example.py	188	# =============================================================================	COMMENT
MEDIUM	examples/python/nested_workflows_example.py	236	# =============================================================================	COMMENT
3639 more matches not shown…

Empty Error Handlers1312 hits · 6412 pts

Severity	File	Line	Snippet	Context
HIGH	examples/multi_agent/shared_db_session.py	15	except Exception:	CODE
HIGH	examples/tools/example_tools_discover.py	22	except ImportError:	CODE
HIGH	examples/python/performance_monitoring_demo.py	169	except Exception:	CODE
HIGH	…s/python/tools/trafilatura/custom_trafilatura_tools.py	77	except ValueError:	CODE
HIGH	examples/python/concepts/knowledge-agents-task.py	58	except Exception:	CODE
HIGH	examples/python/eval/recipe_optimization_loop.py	80	except:	CODE
HIGH	examples/python/eval/recipe_optimization_loop.py	97	except:	CODE
HIGH	examples/terminal_bench/praisonai_wrapper_agent.py	176	except (json.JSONDecodeError, ValueError):	CODE
HIGH	examples/terminal_bench/praisonai_external_agent.py	191	except Exception:	CODE
HIGH	examples/consolidated_params/basic_workflow.py	31	except Exception:	CODE
HIGH	scripts/c8_release_smoke_real_api.py	354	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/_version.py	34	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/tool_resolver.py	452	except AttributeError:	CODE
HIGH	src/praisonai-code/praisonai_code/tool_resolver.py	488	except AttributeError:	CODE
HIGH	src/praisonai-code/praisonai_code/tool_resolver.py	529	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/tool_resolver.py	773	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/tool_resolver.py	804	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/tool_resolver.py	903	except Exception: # pragma: no cover — defensive	CODE
HIGH	src/praisonai-code/praisonai_code/tool_resolver.py	1017	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/env.py	190	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/env.py	235	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/env.py	304	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/env.py	159	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/env.py	338	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	34	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	145	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	199	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	227	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	240	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	290	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	296	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	81	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	272	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	279	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/descriptor.py	162	except FileNotFoundError:	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/descriptor.py	164	except OSError:	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/descriptor.py	131	except OSError:	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/server.py	109	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/server.py	114	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/server.py	59	except ValueError:	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/server.py	457	except (BrokenPipeError, ConnectionResetError, OSError):	CODE
HIGH	src/praisonai-code/praisonai_code/runtime/client.py	139	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/cli/unified_schema.py	451	except ValidationError:	CODE
HIGH	src/praisonai-code/praisonai_code/cli/app.py	51	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/cli/app.py	1080	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/cli/app.py	897	except Exception:	CODE
HIGH	src/praisonai-code/praisonai_code/cli/app.py	481	except (ImportError, AttributeError):	CODE
HIGH	src/praisonai-code/praisonai_code/cli/ui/__init__.py	149	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/cli/ui/__init__.py	156	except ImportError:	CODE
HIGH	src/praisonai-code/praisonai_code/cli/ui/mg_backend.py	173	except (ValueError, OSError):	CODE
HIGH	src/praisonai-code/praisonai_code/cli/ui/mg_backend.py	188	except Exception:	CODE
HIGH	…ode/praisonai_code/cli/configuration/model_resolver.py	110	except Exception:	CODE
HIGH	…ode/praisonai_code/cli/configuration/model_resolver.py	220	except Exception:	CODE
HIGH	…ode/praisonai_code/cli/configuration/model_resolver.py	206	except Exception:	CODE
HIGH	…i-code/praisonai_code/cli/configuration/credentials.py	231	except OSError:	CODE
HIGH	…i-code/praisonai_code/cli/configuration/credentials.py	236	except OSError:	CODE
HIGH	…isonai-code/praisonai_code/cli/configuration/loader.py	36	except ImportError:	CODE
HIGH	…isonai-code/praisonai_code/cli/configuration/loader.py	44	except ImportError:	CODE
HIGH	…isonai-code/praisonai_code/cli/configuration/loader.py	104	except ImportError:	CODE
HIGH	…isonai-code/praisonai_code/cli/configuration/loader.py	263	except Exception:	CODE
1252 more matches not shown…

Excessive Try-Catch Wrapping6024 hits · 5756 pts

Severity	File	Line	Snippet	Context
LOW	examples/endpoints_example.py	41	except Exception:	CODE
MEDIUM	examples/endpoints_example.py	60	print(f"Error: {result.stderr}")	CODE
MEDIUM	examples/endpoints_example.py	79	print(f"Error: {result.stderr}")	CODE
MEDIUM	examples/endpoints_example.py	103	print(f"Error: {result.stderr}")	CODE
LOW	examples/run_all_examples.py	35	except Exception as e:	CODE
MEDIUM	examples/benchmark/benchmark_example.py	127	print("Error: OPENAI_API_KEY environment variable not set")	CODE
LOW	examples/multi_agent/shared_db_session.py	15	except Exception:	CODE
LOW	examples/middleware/basic_middleware.py	38	except Exception as e:	CODE
MEDIUM	examples/tools/external/hackernews/tool.py	29	print(f"Error: {stories[0]['error']}")	CODE
MEDIUM	examples/tools/external/wikipedia/tool.py	29	print(f"Error: {results[0]['error']}")	CODE
MEDIUM	examples/tools/external/wikipedia/tool.py	43	print(f"Error: {summary['error']}")	CODE
MEDIUM	examples/tools/external/wikipedia/tool.py	56	print(f"Error: {page['error']}")	CODE
MEDIUM	examples/tools/external/duckduckgo/tool.py	29	print(f"Error: {results[0]['error']}")	CODE
MEDIUM	examples/tools/external/duckduckgo/tool.py	46	print(f"Error: {news[0]['error']}")	CODE
MEDIUM	examples/tools/external/duckduckgo/tool.py	63	print(f"Error: {images[0]['error']}")	CODE
MEDIUM	examples/tools/external/firecrawl/tool.py	20	print("Error: FIRECRAWL_API_KEY environment variable not set")	CODE
MEDIUM	examples/tools/external/firecrawl/tool.py	35	print(f"Error: {result['error']}")	CODE
MEDIUM	examples/tools/external/exa/tool.py	20	print("Error: EXA_API_KEY environment variable not set")	CODE
MEDIUM	examples/tools/external/exa/tool.py	35	print(f"Error: {results[0]['error']}")	CODE
MEDIUM	examples/tools/external/postgres/tool.py	34	print(f"Error: {tables['error']}")	CODE
MEDIUM	examples/tools/external/postgres/tool.py	48	print(f"Error: {result['error']}")	CODE
MEDIUM	examples/tools/external/arxiv/tool.py	29	print(f"Error: {results[0]['error']}")	CODE
MEDIUM	examples/tools/external/tavily/tool.py	19	print("Error: TAVILY_API_KEY environment variable not set")	CODE
MEDIUM	examples/tools/external/tavily/tool.py	34	print(f"Error: {results['error']}")	CODE
MEDIUM	examples/tools/external/jina/tool.py	29	print(f"Error: {result['error']}")	CODE
MEDIUM	examples/tools/external/serper/tool.py	20	print("Error: SERPER_API_KEY environment variable not set")	CODE
MEDIUM	examples/tools/external/serper/tool.py	35	print(f"Error: {results[0]['error']}")	CODE
LOW	examples/context/00_agent_fast_context_basic.py	64	except Exception as e:	CODE
MEDIUM	examples/context/13_agent_with_context_management.py	26	print("Error: OPENAI_API_KEY environment variable not set")	CODE
LOW	examples/context/04_agent_integration.py	78	except Exception as e:	CODE
LOW	examples/capabilities/assistants_example.py	15	except Exception as e:	CODE
LOW	examples/capabilities/vector_stores_example.py	18	except Exception as e:	CODE
LOW	examples/capabilities/files_example.py	15	except Exception as e:	CODE
LOW	examples/capabilities/rerank_example.py	28	except Exception as e:	CODE
MEDIUM	examples/capabilities/rerank_example.py	30	print(f"Error: {e}")	CODE
LOW	examples/capabilities/batches_example.py	15	except Exception as e:	CODE
MEDIUM	examples/python/sandbox_remote.py	89	print(f"Error (expected timeout): {result.error}")	STRING
LOW	examples/python/sandbox_remote.py	94	except Exception as e:	STRING
LOW	examples/python/sandbox_remote.py	160	except Exception as e:	STRING
LOW	examples/python/sandbox_remote.py	203	except Exception as e:	CODE
LOW	examples/python/sandbox_remote.py	235	except Exception as e:	STRING
LOW	examples/python/sandbox_remote.py	277	except Exception as e:	STRING
MEDIUM	examples/python/bot_email_example.py	155	print(f"Error: {result.error}")	CODE
LOW	examples/python/agent_autonomy_example.py	297	except Exception as e:	CODE
LOW	examples/python/sandlock_security_demo.py	49	except Exception as e:	CODE
LOW	examples/python/sandlock_security_demo.py	66	except Exception as e:	CODE
LOW	examples/python/sandlock_security_demo.py	79	except Exception as e:	CODE
MEDIUM	examples/python/sandlock_security_demo.py	92	print(f"Error: {result.error}")	STRING
LOW	examples/python/n8n_integration_example.py	162	except Exception as e:	CODE
LOW	examples/python/n8n_integration_example.py	197	except Exception as e:	CODE
LOW	examples/python/n8n_integration_example.py	262	except Exception as e:	CODE
LOW	examples/python/gateway_server_prototype.py	132	except Exception as e:	CODE
LOW	examples/python/gateway_server_prototype.py	165	except Exception as e:	CODE
LOW	examples/python/mcp_server_example.py	65	except Exception as e:	CODE
LOW	examples/python/mcp_server_example.py	106	except Exception as e:	CODE
LOW	examples/python/managed_agent_example.py	168	except Exception as e:	CODE
LOW	examples/python/performance_monitoring_demo.py	169	except Exception:	CODE
LOW	examples/python/ui/mcp-streamlit-simple.py	21	except Exception as e:	CODE
LOW	examples/python/ui/mcp-streamlit-simple.py	36	except Exception as e:	CODE
LOW	examples/python/ui/mcp-streamlit-airbnb.py	83	except Exception as e:	CODE
5964 more matches not shown…

Unused Imports3656 hits · 3298 pts

Severity	File	Line	Context
LOW	examples/workflow_output_modes.py	16	CODE
LOW	examples/middleware/basic_middleware.py	8	CODE
LOW	examples/middleware/basic_middleware.py	8	CODE
LOW	examples/middleware/basic_middleware.py	8	CODE
LOW	examples/middleware/basic_middleware.py	8	CODE
LOW	examples/provider-registry/custom_provider_example.py	15	CODE
LOW	examples/tools/example_tools_discover.py	15	CODE
LOW	examples/tools/example_tools_discover.py	20	CODE
LOW	examples/tools/xquik_tweet_search_tool.py	7	CODE
LOW	examples/context/09_context_budgeting.py	19	CODE
LOW	examples/context/05_monitoring.py	8	CODE
LOW	examples/context/15_recursive_context.py	14	CODE
LOW	examples/context/00_agent_fast_context_basic.py	18	CODE
LOW	examples/context/03_multi_memory.py	9	CODE
LOW	examples/context/02_parallel_vs_sequential.py	12	CODE
LOW	examples/context/02_parallel_vs_sequential.py	14	CODE
LOW	examples/context/12_multi_agent_context.py	18	CODE
LOW	examples/context/12_multi_agent_context.py	20	CODE
LOW	examples/context/12_multi_agent_context.py	21	CODE
LOW	examples/context/12_multi_agent_context.py	21	CODE
LOW	examples/context/12_multi_agent_context.py	21	CODE
LOW	examples/trace/custom_sink.py	19	CODE
LOW	examples/capabilities/audio_example.py	7	CODE
LOW	examples/capabilities/audio_example.py	7	CODE
LOW	examples/capabilities/vector_stores_example.py	7	CODE
LOW	examples/python/sandbox_remote.py	11	CODE
LOW	examples/python/sandlock_security_demo.py	10	CODE
LOW	examples/python/n8n_integration_example.py	23	CODE
LOW	examples/python/gateway_server_prototype.py	9	CODE
LOW	examples/python/bot_run_control_example.py	14	CODE
LOW	examples/python/ui/mcp-streamlit-airbnb.py	5	CODE
LOW	examples/python/ui/streamlit-agents.py	3	CODE
LOW	examples/python/ui/gradio-agents.py	3	CODE
LOW	examples/python/tasks/advanced-task-management.py	20	CODE
LOW	examples/python/tools/langchain/google-search.py	2	CODE
LOW	examples/python/tools/langchain/jina-search.py	4	CODE
LOW	examples/python/tools/searxng/searxng-search.py	172	CODE
LOW	…amples/python/tools/trafilatura/trafilatura_example.py	16	CODE
LOW	examples/python/tools/e2b/app.py	2	CODE
LOW	examples/python/tools/e2b/single_agent.py	2	CODE
LOW	…es/python/guardrails/production-guardrails-patterns.py	9	CODE
LOW	examples/python/general/advanced-callback-systems.py	9	CODE
LOW	examples/python/general/human_approval_example.py	29	CODE
LOW	examples/python/general/memory_example.py	2	CODE
LOW	examples/python/general/memory_example.py	3	CODE
LOW	examples/python/general/async_example_full.py	3	CODE
LOW	examples/python/general/example_custom_tools.py	3	CODE
LOW	examples/python/general/prompt_chaining.py	3	CODE
LOW	examples/python/general/prompt_chaining.py	4	CODE
LOW	examples/python/general/prompt_chaining.py	4	CODE
LOW	…mples/python/general/async_example_full_multigroups.py	3	CODE
LOW	examples/python/general/tools-class.py	5	CODE
LOW	examples/python/general/memory_simple.py	1	CODE
LOW	examples/python/general/memory_simple.py	2	CODE
LOW	examples/python/general/example_callback.py	2	CODE
LOW	examples/python/general/example_callback.py	2	CODE
LOW	examples/python/general/example_callback.py	2	CODE
LOW	examples/python/general/example_callback.py	2	CODE
LOW	examples/python/general/example_callback.py	12	CODE
LOW	examples/python/general/example_callback.py	13	CODE
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Cross-File Repetition381 hits · 1905 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	0	add two numbers together. args: a: first number b: second number returns: the sum of a and b	STRING
HIGH	src/praisonai/README.md	0	add two numbers together. args: a: first number b: second number returns: the sum of a and b	STRING
HIGH	src/praisonai-agents/README.md	0	add two numbers together. args: a: first number b: second number returns: the sum of a and b	STRING
HIGH	examples/tools/external/hackernews/tool.py	0	arxiv tool example. this example demonstrates how to use the arxiv tool with praisonai agents. requirements: pip install	STRING
HIGH	examples/tools/external/wikipedia/tool.py	0	arxiv tool example. this example demonstrates how to use the arxiv tool with praisonai agents. requirements: pip install	STRING
HIGH	examples/tools/external/calculator/tool.py	0	arxiv tool example. this example demonstrates how to use the arxiv tool with praisonai agents. requirements: pip install	STRING
HIGH	examples/tools/external/duckduckgo/tool.py	0	arxiv tool example. this example demonstrates how to use the arxiv tool with praisonai agents. requirements: pip install	STRING
HIGH	examples/tools/external/arxiv/tool.py	0	arxiv tool example. this example demonstrates how to use the arxiv tool with praisonai agents. requirements: pip install	STRING
HIGH	examples/python/tools/e2b/app.py	0	a function to demonstrate running python code dynamically using e2b_code_interpreter.	STRING
HIGH	examples/python/tools/e2b/single_agent.py	0	a function to demonstrate running python code dynamically using e2b_code_interpreter.	STRING
HIGH	examples/python/general/code_agents_example.py	0	a function to demonstrate running python code dynamically using e2b_code_interpreter.	STRING
HIGH	src/praisonai-agents/tests/code_agents_example.py	0	a function to demonstrate running python code dynamically using e2b_code_interpreter.	STRING
HIGH	examples/python/general/example_sequential.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles an	STRING
HIGH	examples/python/general/example_callback.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles an	STRING
HIGH	src/praisonai-agents/tests/example_sequential.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles an	STRING
HIGH	src/praisonai-agents/tests/example_callback.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles an	STRING
HIGH	examples/python/general/example_sequential.py	0	you are an expert at a technology research group, skilled in identifying trends and analyzing complex data.	STRING
HIGH	examples/python/general/example_callback.py	0	you are an expert at a technology research group, skilled in identifying trends and analyzing complex data.	STRING
HIGH	src/praisonai-agents/tests/example_sequential.py	0	you are an expert at a technology research group, skilled in identifying trends and analyzing complex data.	STRING
HIGH	src/praisonai-agents/tests/example_callback.py	0	you are an expert at a technology research group, skilled in identifying trends and analyzing complex data.	STRING
HIGH	examples/python/general/example_sequential.py	0	you are a content strategist known for making complex tech topics interesting and easy to understand.	STRING
HIGH	examples/python/general/example_callback.py	0	you are a content strategist known for making complex tech topics interesting and easy to understand.	STRING
HIGH	src/praisonai-agents/tests/example_sequential.py	0	you are a content strategist known for making complex tech topics interesting and easy to understand.	STRING
HIGH	src/praisonai-agents/tests/example_callback.py	0	you are a content strategist known for making complex tech topics interesting and easy to understand.	STRING
HIGH	examples/python/general/example_sequential.py	0	analyze 2024's ai advancements. find major trends, new technologies, and their effects.	STRING
HIGH	examples/python/general/example_callback.py	0	analyze 2024's ai advancements. find major trends, new technologies, and their effects.	STRING
HIGH	src/praisonai-agents/tests/example_sequential.py	0	analyze 2024's ai advancements. find major trends, new technologies, and their effects.	STRING
HIGH	src/praisonai-agents/tests/example_callback.py	0	analyze 2024's ai advancements. find major trends, new technologies, and their effects.	STRING
HIGH	examples/python/general/example_sequential.py	0	create a json object with a title of "my task" and content of "my content".	STRING
HIGH	examples/python/general/example_callback.py	0	create a json object with a title of "my task" and content of "my content".	STRING
HIGH	src/praisonai-agents/tests/example_sequential.py	0	create a json object with a title of "my task" and content of "my content".	STRING
HIGH	src/praisonai-agents/tests/example_callback.py	0	create a json object with a title of "my task" and content of "my content".	STRING
HIGH	examples/python/general/workflow_example_basic.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles, u	STRING
HIGH	examples/python/general/example_custom_tools.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles, u	STRING
HIGH	src/praisonai-agents/tests/workflow_example_basic.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles, u	STRING
HIGH	src/praisonai-agents/tests/example_custom_tools.py	0	perform a search using duckduckgo. args: query (str): the search query. returns: list: a list of search result titles, u	STRING
HIGH	examples/python/general/workflow_example_basic.py	0	validate the collected data. check if: 1. at least 5 results are returned. 2. each result contains a title and a url. re	STRING
HIGH	examples/python/general/example_custom_tools.py	0	validate the collected data. check if: 1. at least 5 results are returned. 2. each result contains a title and a url. re	STRING
HIGH	src/praisonai-agents/tests/workflow_example_basic.py	0	validate the collected data. check if: 1. at least 5 results are returned. 2. each result contains a title and a url. re	STRING
HIGH	src/praisonai-agents/tests/example_custom_tools.py	0	validate the collected data. check if: 1. at least 5 results are returned. 2. each result contains a title and a url. re	STRING
HIGH	examples/python/general/multimodal.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	examples/python/agents/video-agent.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	examples/python/agents/image-to-text-agent.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	examples/python/agents/image-agent.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	src/praisonai-agents/tests/multimodal.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	src/praisonai-agents/tests/video-agent.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	src/praisonai-agents/tests/image-to-text-agent.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	src/praisonai-agents/tests/image-understanding-agent.py	0	you are an expert in computer vision and image analysis. you excel at describing images, detecting objects, and understa	STRING
HIGH	examples/python/general/multimodal.py	0	watch this video and provide: 1. a summary of the main events 2. key objects and people visible 3. any text or important	STRING
HIGH	examples/python/agents/video-agent.py	0	watch this video and provide: 1. a summary of the main events 2. key objects and people visible 3. any text or important	STRING
HIGH	src/praisonai-agents/tests/multimodal.py	0	watch this video and provide: 1. a summary of the main events 2. key objects and people visible 3. any text or important	STRING
HIGH	src/praisonai-agents/tests/video-agent.py	0	watch this video and provide: 1. a summary of the main events 2. key objects and people visible 3. any text or important	STRING
HIGH	examples/python/providers/moonshot/moonshot_example.py	0	write a haiku about artificial intelligence and its impact on society. then explain the symbolism in your haiku.	STRING
HIGH	…mples/python/providers/together/together_ai_example.py	0	write a haiku about artificial intelligence and its impact on society. then explain the symbolism in your haiku.	STRING
HIGH	…es/python/providers/huggingface/huggingface_example.py	0	write a haiku about artificial intelligence and its impact on society. then explain the symbolism in your haiku.	STRING
HIGH	examples/python/providers/mistral/mistral_example.py	0	write a haiku about artificial intelligence and its impact on society. then explain the symbolism in your haiku.	STRING
HIGH	examples/python/providers/cohere/cohere_example.py	0	analyze the potential market opportunities for a new ai-powered productivity tool targeting remote workers. include mark	STRING
HIGH	…ples/python/providers/databricks/databricks_example.py	0	analyze the potential market opportunities for a new ai-powered productivity tool targeting remote workers. include mark	STRING
HIGH	…amples/python/providers/sagemaker/sagemaker_example.py	0	analyze the potential market opportunities for a new ai-powered productivity tool targeting remote workers. include mark	STRING
HIGH	…mples/python/providers/together/together_ai_example.py	0	research and provide insights on the latest developments in renewable energy technology, focusing on solar and wind powe	STRING
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Self-Referential Comments562 hits · 1687 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/workflow_output_modes.py	20	# Create a simple agent	COMMENT
MEDIUM	examples/background/basic_background.py	25	# Create a background runner with config (used standalone, not passed to Agent)	COMMENT
MEDIUM	examples/background/basic_background.py	28	# Create an Agent	COMMENT
MEDIUM	examples/context/00_agent_fast_context_basic.py	25	# Create an agent with context management enabled	COMMENT
MEDIUM	examples/context/02_session_tracking.py	22	# Define the plan	COMMENT
MEDIUM	examples/context/13_agent_with_context_management.py	44	# Create an agent	COMMENT
MEDIUM	examples/context/04_agent_integration.py	24	# Create an agent with context management enabled	COMMENT
MEDIUM	examples/capabilities/messages_example.py	9	# Create a message (Anthropic-style)	COMMENT
MEDIUM	examples/capabilities/realtime_example.py	9	# Create a realtime session	COMMENT
MEDIUM	examples/python/agent_autonomy_example.py	179	# Create a simple mock verification hook	COMMENT
MEDIUM	examples/python/agent_autonomy_example.py	218	# Create a subagent using the public profile API	COMMENT
MEDIUM	examples/python/bot_commands_example.py	28	# Create an agent	COMMENT
MEDIUM	examples/python/linear_agent_example.py	13	# Create an agent with Linear tools and coding capabilities	COMMENT
MEDIUM	examples/python/bot_example.py	45	# Create the agent that will handle messages	COMMENT
MEDIUM	examples/python/toolsets_example.py	44	# Create a research agent with research toolset	COMMENT
MEDIUM	examples/python/toolsets_example.py	57	# Create a safe agent with minimal tools	COMMENT
MEDIUM	examples/python/toolsets_example.py	83	# Create an agent with the custom toolset	COMMENT
MEDIUM	examples/python/bots/agent_approval_example.py	6	# Create a security reviewer agent	COMMENT
MEDIUM	examples/python/bots/agent_approval_example.py	16	# Create a worker agent that uses the reviewer for approvals	COMMENT
MEDIUM	examples/python/ui/mcp-streamlit-simple.py	25	# Create the input field	COMMENT
MEDIUM	examples/python/ui/streamlit-agents.py	12	# Create the input field	COMMENT
MEDIUM	examples/python/ui/gradio-agents.py	17	# Create a simple Gradio interface	STRING
MEDIUM	examples/python/tools/searxng/searxng-search.py	38	# Create a research agent	COMMENT
MEDIUM	examples/python/tools/searxng/searxng-search.py	49	# Create a task	COMMENT
MEDIUM	examples/python/tools/cli/app.py	45	# Create a complex task that tests various system operations	COMMENT
MEDIUM⚡	…n/tools/exa-tool/rag_examples/agentic_rag/rag_agent.py	9	# Create the RAG agent with web search capabilities	COMMENT
MEDIUM	…amples/python/tools/trafilatura/trafilatura_example.py	109	# Create a research agent with custom Trafilatura tools	COMMENT
MEDIUM	…amples/python/tools/trafilatura/trafilatura_example.py	119	# Create a task for content analysis	COMMENT
MEDIUM	examples/python/scheduled_agents/news_checker_live.py	81	# Create the agent with web search capability	COMMENT
MEDIUM	examples/python/scheduled_agents/news_checker_live.py	93	# Define the task	COMMENT
MEDIUM⚡	examples/python/scheduled_agents/news_checker_agent.py	54	# Create the agent with web search capability	COMMENT
MEDIUM⚡	examples/python/scheduled_agents/news_checker_agent.py	64	# Define the task	COMMENT
MEDIUM⚡	examples/python/scheduled_agents/simple_test.py	21	# Create a mock agent	COMMENT
MEDIUM	examples/python/general/advanced-callback-systems.py	37	# Create a research agent with callback monitoring	COMMENT
MEDIUM	examples/python/general/advanced-callback-systems.py	45	# Create a simple task	COMMENT
MEDIUM	examples/python/general/async_example_full.py	114	# Create a single Agents instance with both agents	COMMENT
MEDIUM	examples/python/general/structured_agents_example.py	9	# Create a researcher agent	COMMENT
MEDIUM	examples/python/general/structured_agents_example.py	20	# Create an analyst agent	COMMENT
MEDIUM	examples/python/general/structured_response_example.py	30	# Create an agent with search capabilities	COMMENT
MEDIUM	examples/python/general/structured_response_example.py	40	# Create the analysis prompt	COMMENT
MEDIUM	examples/python/general/langchain_example.py	6	# Create an agent with both tools	COMMENT
MEDIUM	examples/python/general/prompt_chaining.py	66	# Create the workflow manager	COMMENT
MEDIUM	examples/python/general/tools-class.py	90	# Create an agent with the tool	COMMENT
MEDIUM	examples/python/handoff/handoff_basic.py	50	# Create a triage agent with typed handoffs	COMMENT
MEDIUM	examples/python/handoff/handoff_unified_config.py	92	# Create a simple agent for programmatic handoff	COMMENT
MEDIUM	examples/python/handoff/handoff_unified_config.py	132	# Create a chain: Analyst -> Researcher -> Writer	COMMENT
MEDIUM	examples/python/handoff/handoff_customer_service.py	104	# Create main customer service agent with handoffs	COMMENT
MEDIUM	examples/python/a2a/a2a-server.py	19	# Create an agent with tools	COMMENT
MEDIUM	examples/python/social_media/social_media_crosspost.py	72	# Create a social media manager agent	COMMENT
MEDIUM	examples/python/workflows/workflow_checkpoints.py	11	# Create a multi-step workflow	COMMENT
MEDIUM	examples/python/workflows/workflow_mixed_steps.py	12	# Create an agent	COMMENT
MEDIUM	examples/python/workflows/task_callbacks.py	11	# Create an agent	COMMENT
MEDIUM	examples/python/workflows/workflow_branching.py	10	# Create a workflow with branching	COMMENT
MEDIUM	examples/python/workflows/workflow_loops.py	10	# Create a workflow with loop	COMMENT
MEDIUM	examples/python/agents/multi-provider-agent.py	18	# Create a router agent that automatically selects models	COMMENT
MEDIUM	examples/python/agents/searxng-agent.py	19	# Create a search agent with SearxNG capabilities	COMMENT
MEDIUM	examples/python/agents/context-agent.py	33	# Create a ContextAgent using the factory function	COMMENT
MEDIUM	…amples/python/stateful/06_advanced_state_operations.py	79	# Create a summary	COMMENT
MEDIUM	examples/python/stateful/session-example.py	15	# Create a session with persistent storage	COMMENT
MEDIUM	examples/python/stateful/session-example.py	23	# Create an agent within the session context	COMMENT
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Deep Nesting1853 hits · 1513 pts

Severity	File	Line	Context
LOW	examples/run_all_examples.py	12	CODE
LOW	examples/tools/example_pandas_tool.py	32	CODE
LOW	examples/python/n8n_integration_example.py	287	CODE
LOW	examples/python/gateway_server_prototype.py	137	CODE
LOW	…s/python/tools/trafilatura/custom_trafilatura_tools.py	259	CODE
LOW	…amples/python/tools/trafilatura/trafilatura_example.py	70	CODE
LOW	examples/python/memory/graph-knowledge-example.py	15	CODE
LOW	examples/python/memory/gemini-embedding-example.py	25	CODE
LOW	examples/python/general/workflow_example_detailed.py	45	CODE
LOW	examples/python/general/memory_example.py	5	CODE
LOW	examples/python/camera/camera-video-analysis.py	45	CODE
LOW	examples/python/camera/camera-continuous.py	84	CODE
LOW	examples/python/custom_tools/latency_tracker_tool.py	147	CODE
LOW	examples/python/mongodb/mongodb_knowledge_example.py	28	CODE
LOW	…amples/python/mongodb/mongodb_comprehensive_example.py	31	CODE
LOW	examples/python/mongodb/mongodb_memory_example.py	28	CODE
LOW	examples/python/mongodb/mongodb_tools_example.py	30	CODE
LOW	examples/python/api/secondary-market-research-api.py	266	CODE
LOW	…python/monitoring/07_hierarchical_agents_monitoring.py	69	CODE
LOW	examples/python/monitoring/09_streaming_monitoring.py	97	CODE
LOW	…ples/python/usecases/analysis/hackathon-judge-agent.py	36	CODE
LOW	…es/python/usecases/analysis/code-analysis-streamlit.py	129	CODE
LOW	…/python/usecases/analysis/hackathon-judge-streamlit.py	47	CODE
LOW	examples/doctor/ci_integration.py	15	CODE
LOW	examples/terminal_bench/praisonai_installed_agent.py	241	CODE
LOW	examples/terminal_bench/test_agent_comparison.py	206	CODE
LOW	examples/terminal_bench/praisonai_wrapper_agent.py	137	CODE
LOW	examples/checkpoints/basic_checkpoints.py	23	CODE
LOW	examples/agent_tools/agent_centric_example.py	26	CODE
LOW	examples/knowledge/compression_demo.py	125	CODE
LOW	examples/registry/registry_example.py	69	CODE
LOW	examples/serve/a2a_server_client.py	96	CODE
LOW	examples/serve/endpoints_unified_client.py	36	CODE
LOW	examples/serve/agents_as_api_router.py	102	CODE
LOW	examples/serve/agents_as_api_router.py	119	CODE
LOW	…ookbooks/Industry_Templates/transportation_template.py	309	CODE
LOW	…s/cookbooks/Industry_Templates/agriculture_template.py	481	CODE
LOW	src/praisonai-code/praisonai_code/tool_resolver.py	364	CODE
LOW	src/praisonai-code/praisonai_code/tool_resolver.py	410	CODE
LOW	src/praisonai-code/praisonai_code/tool_resolver.py	552	CODE
LOW	src/praisonai-code/praisonai_code/tool_resolver.py	719	CODE
LOW	src/praisonai-code/praisonai_code/tool_resolver.py	811	CODE
LOW	src/praisonai-code/praisonai_code/tool_resolver.py	1063	CODE
LOW	src/praisonai-code/praisonai_code/llm/env.py	240	CODE
LOW	src/praisonai-code/praisonai_code/llm/credentials.py	52	CODE
LOW	src/praisonai-code/praisonai_code/llm/credentials.py	208	CODE
LOW	src/praisonai-code/praisonai_code/llm/credentials.py	251	CODE
LOW	src/praisonai-code/praisonai_code/llm/local_detect.py	152	CODE
LOW	src/praisonai-code/praisonai_code/llm/catalogue.py	246	CODE
LOW	src/praisonai-code/praisonai_code/llm/catalogue.py	434	CODE
LOW	…sonai-code/praisonai_code/integration/context_files.py	538	CODE
LOW	src/praisonai-code/praisonai_code/runtime/server.py	242	CODE
LOW	src/praisonai-code/praisonai_code/runtime/client.py	92	CODE
LOW	src/praisonai-code/praisonai_code/cli/config_loader.py	148	CODE
LOW	src/praisonai-code/praisonai_code/cli/config_loader.py	277	CODE
LOW	src/praisonai-code/praisonai_code/cli/unified_schema.py	572	CODE
LOW	…/praisonai-code/praisonai_code/cli/approval_backend.py	90	CODE
LOW	src/praisonai-code/praisonai_code/cli/app.py	752	CODE
LOW	src/praisonai-code/praisonai_code/cli/app.py	400	CODE
LOW	src/praisonai-code/praisonai_code/cli/app.py	676	CODE
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Redundant / Tautological Comments730 hits · 1007 pts

Severity	File	Line	Snippet	Context
LOW	docker/quick-start.sh	32	# Check if Docker is installed	COMMENT
LOW	docker/quick-start.sh	49	# Check if .env file exists, create from template if not	COMMENT
LOW	examples/endpoints_example.py	142	# Check if server is running	COMMENT
LOW	examples/context/11_context_optimization.py	162	# Check if tool pairs are preserved	COMMENT
LOW	examples/context/13_agent_with_context_management.py	81	# Check if optimization needed	COMMENT
LOW⚡	examples/python/fast_context_example.py	29	# Print results	COMMENT
LOW	examples/python/gateway_server_prototype.py	149	# Check if this is a droppable event type	COMMENT
LOW	examples/python/ui/mcp-streamlit-airbnb.py	189	# Display result	STRING
LOW	examples/python/tools/jira_agent_example.py	28	# Check if JIRA credentials are available	COMMENT
LOW	examples/python/tools/searxng/searxng-search.py	170	# Check if requests is available	COMMENT
LOW	…tool/rag_examples/agentic_rag_gpt5/agentic_rag_gpt5.py	52	# Check if API key is provided	STRING
LOW	examples/python/memory/graph-memory-agent.py	230	# Check if required environment variables are set	COMMENT
LOW	examples/python/input/streamlit_ui_input.py	137	# Display results	COMMENT
LOW	examples/python/general/workflow_example_detailed.py	237	# Print results	COMMENT
LOW	examples/python/general/example_sequential.py	106	# Print results and error summary	COMMENT
LOW	examples/python/general/memory_example.py	22	# # Check if database exists	COMMENT
LOW	examples/python/general/multimodal.py	56	# Print results	COMMENT
LOW	examples/python/general/autonomous-agent.py	102	# Print results	COMMENT
LOW	examples/python/general/parallelisation.py	88	# Print results	COMMENT
LOW	examples/python/general/orchestrator-workers.py	105	# Print results	COMMENT
LOW	examples/python/general/prompt_chaining.py	77	# Print results	COMMENT
LOW	examples/python/general/evaluator-optimiser.py	65	# Print results	COMMENT
LOW	examples/python/camera/camera-multi-agent.py	145	# Display results by agent	COMMENT
LOW	examples/python/camera/camera-continuous.py	110	# Display results	COMMENT
LOW	…amples/python/stateful/06_advanced_state_operations.py	119	# Check if cache is still valid	COMMENT
LOW	examples/python/stateful/workflow-state-example.py	197	# Check if keys exist	COMMENT
LOW	examples/python/stateful/workflow-state-example.py	213	# Increment counters	COMMENT
LOW	examples/python/stateful/05_loop_control_with_state.py	64	# Check if we have retries	COMMENT
LOW	examples/python/stateful/05_loop_control_with_state.py	115	# Check if more retries needed	COMMENT
LOW	examples/python/stateful/05_loop_control_with_state.py	158	# Check if more pages	COMMENT
LOW	examples/python/stateful/05_loop_control_with_state.py	196	# Check if more items to validate	COMMENT
LOW	…amples/python/stateful/04_session_state_persistence.py	37	# Increment counters	COMMENT
LOW	…amples/python/stateful/04_session_state_persistence.py	62	# Check if we need to continue	STRING
LOW	…amples/python/stateful/04_session_state_persistence.py	100	# Check if complete	COMMENT
LOW	examples/python/stateful/01_basic_state_management.py	171	# Check if state exists	COMMENT
LOW	examples/python/mcp/remote-mcp-oauth.py	16	# Check if authenticated	COMMENT
LOW	examples/python/custom_tools/minimal_latency_example.py	50	# Display results	COMMENT
LOW	examples/python/cli/git_integration_example.py	14	# Check if it's a git repo	COMMENT
LOW	examples/python/cli/slash_commands_example.py	27	# Check if input is a command	COMMENT
LOW	…/python/token-metrics/05_advanced_agent_integration.py	127	# Display results	COMMENT
LOW	examples/python/eval/recipe_optimization_loop.py	145	# Check if threshold met	COMMENT
LOW⚡	…python/managed-agents/provider/runtime_local_ollama.py	11	# Check if Ollama daemon is running	COMMENT
LOW	…amples/python/monitoring/10_comprehensive_dashboard.py	135	# Assign agents to tasks	COMMENT
LOW	…ython/monitoring/02_multi_agent_workflow_monitoring.py	95	# Assign agents to tasks	COMMENT
LOW	examples/python/usecases/research-assistant.py	181	# Print results	COMMENT
LOW	examples/python/usecases/healthcare-diagnosis.py	153	# Print results	COMMENT
LOW	examples/python/usecases/code-review.py	97	# Print results	COMMENT
LOW	examples/python/usecases/quantum-optimiser.py	186	# Print results	COMMENT
LOW	examples/python/usecases/climate-impact.py	204	# Print results	COMMENT
LOW	examples/python/usecases/domain-context-solution.py	306	# Output results	STRING
LOW	examples/python/usecases/emergency-response.py	128	# Print results	COMMENT
LOW	examples/python/usecases/medicine-protocol.py	206	# Print results	COMMENT
LOW	examples/python/usecases/smart-city.py	175	# Print results	COMMENT
LOW	examples/python/usecases/adaptive-learning.py	121	# Print results	COMMENT
LOW	examples/python/usecases/crypto-validator.py	222	# Print results	COMMENT
LOW	examples/python/usecases/multilingual-content.py	150	# Print results	COMMENT
LOW	examples/python/usecases/fraud-detection.py	125	# Print results	COMMENT
LOW	examples/python/usecases/neural-architecture.py	191	# Print results	COMMENT
LOW	examples/python/usecases/disaster-recovery.py	401	# Print results	COMMENT
LOW	examples/python/usecases/predictive-maintenance.py	170	# Print results	COMMENT
670 more matches not shown…

Docstring Block Structure200 hits · 1000 pts

Severity	File	Line	Snippet	Context
HIGH	examples/python/custom_tools/hosted_server.py	116	Create a Starlette application for serving the MCP server. Args: debug: Enable deb	STRING
HIGH	src/praisonai-code/praisonai_code/_registry.py	199	Resolve a plugin name to its class. Args: name: Plugin name Returns:	STRING
HIGH	src/praisonai-code/praisonai_code/_registry.py	254	Create an instance of the specified plugin. Args: name: Plugin name args, *kw	STRING
HIGH	src/praisonai-code/praisonai_code/_registry.py	324	Get a plugin by attribute name for __getattr__ dispatch. Args: module_name: Module name req	STRING
HIGH	src/praisonai-code/praisonai_code/_safe_loader.py	31	Load a user-supplied .py file with the same opt-in tool_resolver enforces. Args: module_path: Path to the .	STRING
HIGH	src/praisonai-code/praisonai_code/_safe_loader.py	107	Load a user-supplied .py file, raising LocalToolsDisabled if disabled. Args: module_path: Path to the .py f	STRING
HIGH	src/praisonai-code/praisonai_code/llm/credentials.py	307	Shared first-run credential gate for LLM-bound interactive commands. Consolidates the onboarding logic previously d	STRING
HIGH	src/praisonai-code/praisonai_code/llm/catalogue.py	761	Validate a model ID and return the normalized ID. Args: model_id: Model ID to vali	STRING
HIGH	src/praisonai-code/praisonai_code/cli/config_loader.py	282	Load configuration using the unified schema with strong validation. Args: config_file: Optional pa	STRING
HIGH	…aisonai-code/praisonai_code/cli/configuration/oauth.py	183	Run the RFC 8628 device-authorization flow. Args: config: Provider OAuth config (must have ``device_au	STRING
HIGH	…aisonai-code/praisonai_code/cli/configuration/oauth.py	441	Run the appropriate OAuth flow for ``provider`` and return tokens. Args: provider: Provider name.	STRING
HIGH	…i-code/praisonai_code/cli/features/config_hierarchy.py	275	Load and merge configuration from all sources. Args: validate: If True, validate c	STRING
HIGH	…nai-code/praisonai_code/cli/features/recipe_creator.py	835	Generate tools.py content with required tool imports. Args: tools: List of tool na	STRING
HIGH	…ai-code/praisonai_code/cli/features/external_agents.py	163	Get an integration instance by name. Args: name: Integration name (claude, gemini,	STRING
HIGH	…praisonai-code/praisonai_code/cli/features/thinking.py	33	Resolve a reasoning-effort level to an extended-thinking token budget. Args: level: One of off, minimal, lo	STRING
HIGH	src/praisonai-code/praisonai_code/cli/features/mcp.py	115	Parse MCP command string into command, args, and environment. Args: command: Full	STRING
HIGH	…ai-code/praisonai_code/cli/features/queue/scheduler.py	99	Submit a run to the queue. Args: run: The run to submit. check_duplica	STRING
HIGH	…c/praisonai-code/praisonai_code/cli/utils/env_utils.py	73	Substitute ${VAR} references with environment variable values. This is the canonical implementation for environ	STRING
HIGH	…c/praisonai-code/praisonai_code/cli/utils/env_utils.py	166	Interpolate ``${VAR}``, ``{env:VAR}`` and ``{file:./path}`` in a value. Applied uniformly across config/YAML surfac	STRING
HIGH	…c/praisonai-code/praisonai_code/cli/utils/env_utils.py	257	Resolve a single environment variable reference. Args: value: String that may contain ${VAR} reference	STRING
HIGH	…praisonai-code/praisonai_code/cli_backends/registry.py	77	Resolve a CLI backend by ID with optional configuration overrides. Args: backend_id: Backend identifier	STRING
HIGH	…praisonai-code/praisonai_code/cli_backends/__init__.py	27	Resolve a YAML/Python cli_backend value (str \| dict \| instance) to a CliBackendProtocol. Unified resolver that	STRING
HIGH	src/praisonai-bot/praisonai_bot/_async_bridge.py	261	Run a coroutine synchronously using the background loop. IMPORTANT: This function cannot be called from wi	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/delivery.py	681	Resolve a target string to (platform, channel_id, thread_id). Args: target: Target specifi	STRING
HIGH	…aisonai-bot/praisonai_bot/bots/_outbound_resilience.py	156	Execute ``send_func`` with retry/backoff and DLQ park on failure. Args: send_func: Zero-arg async c	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_outbound_media.py	199	Validate an agent-supplied outbound media path before upload. The path is model-controlled, so this guard is the ex	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_media.py	215	Validate inbound media and return a local file path for the agent. Args: data_or_path_or_url: One of	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_registry.py	477	Resolve a platform name to its adapter class (lazy import). Args: name: Platform identifier. Returns:	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_config_schema.py	1741	Validate a raw YAML dict against the unified gateway config schema. Args: raw: Parsed YAML dictionary	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_config_schema.py	1774	Validate a raw YAML dict against the bot config schema. Legacy function for backward compatibility. Ar	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_config_schema.py	1791	Load and validate a gateway.yaml or bot.yaml file. This is the canonical loader for all bot/gateway configurati	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_config_schema.py	1827	Load and validate a bot.yaml file. Legacy function for backward compatibility. Args: path: Pat	STRING
HIGH	src/praisonai-bot/praisonai_bot/bots/_resilience.py	561	Deliver a message with bounded exponential backoff retry. This wrapper ensures reliable delivery of bot respons	STRING
HIGH	…c/praisonai-bot/praisonai_bot/cli/features/approval.py	20	Resolve a CLI --approval flag value to an approval backend instance. Args: value: One of the backend names	STRING
HIGH	src/praisonai-bot/praisonai_bot/gateway/server.py	5542	Register an agent with the gateway. Args: agent: The agent instance to register	STRING
HIGH	src/praisonai-bot/praisonai_bot/gateway/admin.py	511	Provision a working ``bot.yaml`` + ``.env`` non-interactively (Issue #3985). The argument-driven library entry the	STRING
HIGH	src/praisonai-bot/praisonai_bot/gateway/origin_check.py	17	Check if the WebSocket origin is allowed. Args: origin: The Origin header value from the WebSocket requ	STRING
HIGH	src/praisonai/praisonai/_async_bridge.py	366	Run a coroutine synchronously using the background loop. IMPORTANT: This function cannot be called from wi	STRING
HIGH	src/praisonai/praisonai/agents_generator.py	850	Get the appropriate framework adapter for the given framework. Args: framework: Na	STRING
HIGH	src/praisonai/praisonai/agents_generator.py	1676	Generates a crew of agents and initiates tasks based on the provided configuration. Parameters:	STRING
HIGH	src/praisonai/praisonai/auto.py	472	") return _TOPIC_TAG_RE.sub("(topic-tag)", topic) def _topic_requests_code_execution(self) -> bool:	STRING
HIGH	src/praisonai/praisonai/tools/skill_manage.py	534	Manage agent skills - create, edit, and organize reusable knowledge. This tool allows agents to persist procedu	STRING
HIGH	src/praisonai/praisonai/llm/registry.py	113	Resolve a provider by name, creating an instance. Args: name: Provider name	STRING
HIGH	src/praisonai/praisonai/capabilities/fine_tuning.py	40	Create a fine-tuning job. Args: training_file: ID of the training file model: Base model t	STRING
HIGH	src/praisonai/praisonai/recipe/registry.py	266	Publish a recipe bundle to the registry. Args: bundle_path: Path to .praison bundl	STRING
HIGH	src/praisonai/praisonai/recipe/registry.py	382	Pull a recipe from the registry. Args: name: Recipe name version: Vers	STRING
HIGH	src/praisonai/praisonai/recipe/bridge.py	76	Resolve a recipe name into a fully executable ResolvedRecipe. Args: name: Recipe name or path	STRING
HIGH	src/praisonai/praisonai/recipe/policy.py	202	Check if a tool is allowed. Args: tool_id: Tool identifier mode: Execu	STRING
HIGH	src/praisonai/praisonai/recipe/policy.py	407	Check if a tool is allowed by policy. Args: tool_id: Tool identifier policy: Policy pack (	STRING
HIGH	src/praisonai/praisonai/recipe/history.py	270	Get a run from history. Args: run_id: Run ID to retrieve Retu	STRING
HIGH	src/praisonai/praisonai/recipe/history.py	383	Export a run as a JSON bundle. Args: run_id: Run ID to export output_p	STRING
HIGH	src/praisonai/praisonai/_dev/parity/_paths.py	33	Locate the monorepo root. Args: start: Optional directory to begin walking up from. Defaults to the	STRING
HIGH	src/praisonai/praisonai/_dev/parity/topic_normalizer.py	67	Normalize a topic name for comparison. Transformations applied: 1. Convert to lowercase 2. Replace	STRING
HIGH	src/praisonai/praisonai/scheduler/agent_scheduler.py	650	Create AgentScheduler from a blueprint template. Blueprints are parameterized automation templates wit	STRING
HIGH	…praisonai/praisonai/scheduler/async_agent_scheduler.py	724	Create AsyncAgentScheduler from a blueprint template. Async twin of :meth:`AgentScheduler.from_bluepri	STRING
HIGH	src/praisonai/praisonai/scheduler/shared.py	147	Parse schedule expression and return interval in seconds. The shared grammar (keywords, ``*/N{m,h,s}``	STRING
HIGH	src/praisonai/praisonai/scheduler/yaml_loader.py	16	Load agents.yaml file and extract agent and schedule configuration. Args: yaml_path: Path to agent	STRING
HIGH	src/praisonai/praisonai/scheduler/yaml_loader.py	121	Create a PraisonAI Agent instance from configuration. Args: agent_config: Agent configuration dict	STRING
HIGH	src/praisonai/praisonai/scheduler/base.py	24	Execute a task. Args: task: Task description or instruction R	STRING
HIGH	src/praisonai/praisonai/scheduler/base.py	52	Execute the agent with given task. Args: task: Task description for the agent	STRING
140 more matches not shown…

Modern AI Meta-Vocabulary357 hits · 968 pts

Severity	File	Line	Snippet	Context
MEDIUM	api.md	319	# RAG	COMMENT
MEDIUM	README.md	432	\| 🛡️ \| Guardrails — input/output validation \| [Docs](https://docs.praison.ai/docs/concepts/guardrails) \|	CODE
MEDIUM	README.md	868	\| Guardrails \| [Example](examples/python/guardrails/comprehensive-guardrails-example.py) \| [📖](https://docs.praison.ai/d	CODE
MEDIUM	examples/tools/external/tavily/tool.py	45	# Example 2: Search context for RAG	COMMENT
MEDIUM	examples/context/14_agent_context_param.py	183	# Create multi-agent system with context management	COMMENT
MEDIUM	examples/guardrails/00_agent_guardrails_basic.py	18	# Enable guardrails with a validator function	COMMENT
MEDIUM	examples/python/specialized_agents_example.py	51	# Define multi-agent pipeline in YAML	COMMENT
MEDIUM	examples/python/large_context_knowledge.py	99	# Get context window for different models	COMMENT
MEDIUM⚡	…n/tools/exa-tool/rag_examples/agentic_rag/rag_agent.py	9	# Create the RAG agent with web search capabilities	COMMENT
MEDIUM	…tools/exa-tool/rag_examples/agentic_rag_gpt5/README.md	1	# 🧠 Agentic RAG with GPT-5	COMMENT
MEDIUM	…/python/guardrails/comprehensive-guardrails-example.py	19	# Define function-based guardrails for different validation types	COMMENT
MEDIUM	…/python/guardrails/comprehensive-guardrails-example.py	119	# Create tasks with specific guardrails	COMMENT
MEDIUM	…/python/guardrails/comprehensive-guardrails-example.py	182	# Execute tasks with guardrails	COMMENT
MEDIUM	…es/python/guardrails/production-guardrails-patterns.py	36	# Create production-ready agent with guardrails	COMMENT
MEDIUM	examples/python/memory/graph-memory-agent.py	151	# Run the multi-agent system with graph memory	COMMENT
MEDIUM	examples/python/general/memory_example.py	165	# Also check ChromaDB if using RAG	STRING
MEDIUM	examples/python/camera/camera-multi-agent.py	117	# Run multi-agent analysis	COMMENT
MEDIUM	examples/python/camera/README.md	50	### 3. `camera-multi-agent.py` - Multi-Agent Analysis	COMMENT
MEDIUM	examples/python/agents/code-agent.py	120	# Example 1: Run the multi-agent workflow	COMMENT
MEDIUM	examples/python/rag/agent_vs_auto_rag.py	62	# Using Agent directly - always uses RAG when knowledge is configured	STRING
MEDIUM	examples/python/rag/rag_basic.py	42	# Create agent with RAG	STRING
MEDIUM	examples/python/rag/rag_basic.py	56	# Query with RAG	STRING
MEDIUM	examples/python/mongodb/mongodb_knowledge_example.py	123	# Initialize the multi-agent system with MongoDB knowledge	STRING
MEDIUM	examples/python/mongodb/mongodb_memory_example.py	89	# Initialize the multi-agent system with MongoDB memory	STRING
MEDIUM	examples/python/mongodb/mongodb_tools_example.py	111	# Initialize the multi-agent system with MongoDB tools	STRING
MEDIUM	examples/python/concepts/reasoning-extraction.py	252	# Basic chain of thought demonstration	COMMENT
MEDIUM	examples/js/guardrails/content-guardrails.ts	24	// Use built-in guardrails	COMMENT
MEDIUM	examples/terminal_bench/test_real_agentic.py	95	# Test 3: Real agentic test (MANDATORY)	COMMENT
MEDIUM	examples/observability/multi_agent_tracing.py	45	# Trace the multi-agent workflow	COMMENT
MEDIUM	examples/rag/hybrid_search.py	262	# Example 2: Hybrid RAG in action	COMMENT
MEDIUM	examples/rag/rag_multi_agent.py	114	# Run the multi-agent workflow	COMMENT
MEDIUM	examples/rag/chunking_strategies.py	262	# Example 2: RAG with section chunks	COMMENT
MEDIUM	examples/rag/knowledge_graph.py	297	# Example 4: Graph RAG patterns	COMMENT
MEDIUM⚡	examples/rag/README.md	1	# RAG Examples	COMMENT
MEDIUM⚡	examples/rag/README.md	5	## Core RAG Concepts	COMMENT
MEDIUM⚡	examples/rag/README.md	15	## Advanced RAG Patterns	COMMENT
MEDIUM	examples/rag/README.md	39	### Multi-Agent RAG (`rag_multi_agent.py`)	COMMENT
MEDIUM	examples/rag/README.md	50	### RAG Evaluation (`rag_evaluation.py`)	COMMENT
MEDIUM⚡	examples/rag/README.md	66	# Basic RAG	COMMENT
MEDIUM⚡	examples/rag/README.md	69	# Auto RAG with intelligent decisions	COMMENT
MEDIUM⚡	examples/rag/README.md	75	# RAG with citations	COMMENT
MEDIUM⚡	examples/rag/external_sources.py	334	# Example 1: Web-augmented RAG	COMMENT
MEDIUM⚡	examples/rag/external_sources.py	337	# Example 2: Database-augmented RAG	COMMENT
MEDIUM⚡	examples/rag/external_sources.py	340	# Example 3: API-augmented RAG	COMMENT
MEDIUM	examples/rag/reranking.py	237	# Example 2: RAG with reranking	COMMENT
MEDIUM	examples/rag/multi_document.py	264	# Example 1: Basic multi-document RAG	COMMENT
MEDIUM⚡	examples/rag/basic_retrieval.py	85	# Simulate retrieved context (in real RAG, this comes from vector search)	COMMENT
MEDIUM⚡	examples/rag/basic_retrieval.py	95	# Build prompt with context (RAG pattern)	STRING
MEDIUM	examples/rag/basic_retrieval.py	120	# Example 1: Basic RAG with knowledge base	COMMENT
MEDIUM	examples/ag2/ag2_multi_agent.yaml	8	# This example demonstrates AG2's GroupChat multi-agent coordination.	COMMENT
MEDIUM	examples/persistence/knowledge_chroma.py	63	# Chat - agent uses knowledge for RAG	STRING
MEDIUM	examples/yaml/video_heygen_elevenlabs.yaml	3	# Sequential multi-agent workflow:	COMMENT
MEDIUM	examples/yaml/hybrid-workflow.yaml	15	# Define agents for multi-agent workflow steps	COMMENT
MEDIUM	examples/yaml/workflows/remote_sandbox_workflow.yaml	7	# writer creates is there for the reader. Thinking and orchestration still run	COMMENT
MEDIUM	…amples/consolidated_params/basic_workflow_agentlike.py	5	# Workflow with agent-like params (knowledge, web, guardrails, reflection)	COMMENT
MEDIUM	…amples/consolidated_params/basic_workflow_agentlike.py	21	knowledge=["docs/"], # Enable RAG	CODE
MEDIUM	…amples/consolidated_params/basic_workflow_agentlike.py	23	guardrails=True, # Enable guardrails	CODE
MEDIUM	examples/serve/agents_as_api_router.py	74	# Create multi-agent system	COMMENT
MEDIUM	examples/vector/lancedb_wow.py	11	# Chat - agent uses knowledge for RAG	COMMENT
MEDIUM	examples/vector/lancedb_real_wow.py	11	# Chat - agent uses knowledge for RAG	COMMENT
297 more matches not shown…

Modern Structural Boilerplate895 hits · 889 pts

Severity	File	Line	Snippet	Context
LOW	examples/python/gateway_server_prototype.py	28	logger = logging.getLogger(__name__)	CODE
LOW	examples/python/custom_tools/hosted_server.py	30	logger = logging.getLogger(__name__)	CODE
LOW	examples/python/concepts/knowledge-agents-task.py	10	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ugin_template/src/praisonai_example_plugin/__init__.py	115	__all__ = [	CODE
LOW	examples/cookbooks/Industry_Templates/__init__.py	32	__all__ = [	CODE
LOW	src/praisonai-code/praisonai_code/tool_registry.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/praisonai-code/praisonai_code/tool_registry.py	59	def set_resolver(self, resolver) -> None:	CODE
LOW	src/praisonai-code/praisonai_code/__init__.py	17	__all__ = ["__version__"]	CODE
LOW	src/praisonai-code/praisonai_code/_registry.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/praisonai-code/praisonai_code/tool_resolver.py	49	logger = logging.getLogger(__name__)	CODE
LOW	src/praisonai-code/praisonai_code/_safe_loader.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/praisonai-code/praisonai_code/llm/__init__.py	20	__all__ = [	CODE
LOW	…sonai-code/praisonai_code/integration/context_files.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/praisonai-code/praisonai_code/runtime/__init__.py	28	__all__ = [	CODE
LOW	src/praisonai-code/praisonai_code/cli/config_loader.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…c/praisonai-code/praisonai_code/cli/schema_provider.py	23	__all__ = ['rag_schema_provider']	CODE
LOW	src/praisonai-code/praisonai_code/cli/_paths.py	28	__all__ = [	CODE
LOW⚡	src/praisonai-code/praisonai_code/cli/app.py	60	def _setup_langextract_observability(*, verbose: bool = False) -> None:	CODE
LOW	src/praisonai-code/praisonai_code/cli/app.py	25	def _setup_langfuse_observability(*, verbose: bool = False) -> None:	CODE
LOW	src/praisonai-code/praisonai_code/cli/ui/__init__.py	20	__all__ = [	CODE
LOW	…onai-code/praisonai_code/cli/configuration/__init__.py	22	__all__ = [	CODE
LOW	…isonai-code/praisonai_code/cli/configuration/loader.py	216	def _set_dotted_value(data: Dict[str, Any], key: str, value: Any) -> None:	CODE
LOW	…onai-code/praisonai_code/cli/configuration/resolver.py	1228	def _set_nested(self, d: Dict[str, Any], path: List[str], value: Any) -> None:	CODE
LOW	…onai-code/praisonai_code/cli/features/sdk_knowledge.py	495	__all__ = [	STRING
LOW	…ai-code/praisonai_code/cli/features/git_attribution.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…aisonai-code/praisonai_code/cli/features/shell_exec.py	53	logger = logging.getLogger(__name__)	CODE
LOW	…aisonai-code/praisonai_code/cli/features/shell_exec.py	55	__all__ = [	CODE
LOW	…/praisonai-code/praisonai_code/cli/features/metrics.py	12	logger = logging.getLogger(__name__)	CODE
LOW⚡	…praisonai-code/praisonai_code/cli/features/repo_map.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	…ai-code/praisonai_code/cli/features/git_integration.py	20	logger = logging.getLogger(__name__)	CODE
LOW	…ai-code/praisonai_code/cli/features/context_manager.py	79	def set_model(self, model: str) -> None:	CODE
LOW⚡	…ai-code/praisonai_code/cli/features/context_manager.py	188	def set_monitor_path(self, path: str) -> None:	CODE
LOW⚡	…ai-code/praisonai_code/cli/features/context_manager.py	193	def set_monitor_format(self, format: str) -> None:	CODE
LOW⚡	…ai-code/praisonai_code/cli/features/context_manager.py	198	def set_monitor_frequency(self, frequency: str) -> None:	CODE
LOW⚡	…isonai-code/praisonai_code/cli/features/at_mentions.py	464	__all__ = [	CODE
LOW⚡	…sonai-code/praisonai_code/cli/features/cost_tracker.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…sonai-code/praisonai_code/cli/features/cli_profiler.py	328	__all__ = [	CODE
LOW	…i-code/praisonai_code/cli/features/config_hierarchy.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…nai-code/praisonai_code/cli/features/recipe_creator.py	31	logger = logging.getLogger(__name__)	CODE
LOW	…nai-code/praisonai_code/cli/features/recipe_creator.py	1007	__all__ = ['RecipeCreator']	STRING
LOW	…raisonai_code/cli/features/interactive_test_harness.py	17	logger = logging.getLogger(__name__)	CODE
LOW	…aisonai-code/praisonai_code/cli/features/safe_shell.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…nai-code/praisonai_code/cli/features/slash_commands.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…nai-code/praisonai_code/cli/features/slash_commands.py	629	def set_context(self, context: CommandContext) -> None:	CODE
LOW	…ode/praisonai_code/cli/features/interactive_runtime.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…raisonai-code/praisonai_code/cli/features/audit_cli.py	13	logger = logging.getLogger(__name__)	CODE
LOW	…sonai-code/praisonai_code/cli/features/fast_context.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…onai-code/praisonai_code/cli/features/display_jsonl.py	173	__all__ = ["JsonlDisplay", "create_jsonl_display"]	CODE
LOW	…ai-code/praisonai_code/cli/features/csv_test_runner.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…praisonai-code/praisonai_code/cli/features/__init__.py	48	__all__ = [	CODE
LOW	…-code/praisonai_code/cli/features/code_intelligence.py	17	logger = logging.getLogger(__name__)	CODE
LOW⚡	…i-code/praisonai_code/cli/features/sandbox_executor.py	26	logger = logging.getLogger(__name__)	CODE
LOW	…onai-code/praisonai_code/cli/features/autonomy_mode.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…onai-code/praisonai_code/cli/features/autonomy_mode.py	223	def set_mode(self, mode: AutonomyMode) -> None:	CODE
LOW	…onai-code/praisonai_code/cli/features/autonomy_mode.py	470	def set_mode(self, mode: str) -> None:	CODE
LOW	…aisonai-code/praisonai_code/cli/features/yaml_utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…aisonai-code/praisonai_code/cli/features/yaml_utils.py	313	__all__ = [	CODE
LOW	…raisonai-code/praisonai_code/cli/features/auto_mode.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…aisonai_code/cli/features/interactive_core_headless.py	22	logger = logging.getLogger(__name__)	CODE
LOW	…ai-code/praisonai_code/cli/features/lsp_diagnostics.py	12	logger = logging.getLogger(__name__)	CODE
835 more matches not shown…

Cross-Language Confusion117 hits · 694 pts

Severity	File	Line	Snippet	Context
HIGH	examples/python/sandbox_remote.py	64	result = await sandbox.run_command("uname -a && uptime")	STRING
HIGH	examples/python/sandbox_remote.py	154	result = await sandbox.run_command("nvidia-smi \|\| echo 'No GPU info available'")	STRING
HIGH	examples/python/n8n_integration_example.py	213	"session_id": "{{ $json.session_id \|\| workflow.id }}"	CODE
HIGH	examples/terminal_bench/praisonai_installed_agent.py	69	command="apt-get update && apt-get install -y python3 python3-pip curl git",	CODE
HIGH	examples/terminal_bench/praisonai_installed_agent.py	206	command = " ".join(cmd_args) + "; cat /tmp/praisonai_metrics.json 2>/dev/null \|\| true"	STRING
HIGH	examples/terminal_bench/praisonai_code_agent.py	64	command="apt-get update && apt-get install -y python3 python3-pip \|\| true",	CODE
HIGH	examples/terminal_bench/praisonai_code_agent.py	64	command="apt-get update && apt-get install -y python3 python3-pip \|\| true",	CODE
HIGH	examples/terminal_bench/test_agent_comparison.py	279	"rm -rf test_workspace numbers.txt words.txt readme.txt 2>/dev/null; true"	CODE
HIGH	examples/terminal_bench/praisonai_wrapper_agent.py	70	command="apt-get update && apt-get install -y python3 python3-pip curl git",	CODE
HIGH	examples/terminal_bench/praisonai_external_agent.py	140	" find /app -name 'test_*.py' \| head -3 && cd /app && python3 -m pytest -v 2>&1 \| tail -40 \|\| true	CODE
HIGH	examples/terminal_bench/praisonai_external_agent.py	140	" find /app -name 'test_*.py' \| head -3 && cd /app && python3 -m pytest -v 2>&1 \| tail -40 \|\| true	CODE
HIGH	examples/mcp/gbr_pair.py	8	- gbr-agent v0.6.0+ (`gbr-agent pair && gbr-agent run`)	STRING
HIGH	examples/mcp/gbr_pair.py	49	gbr-agent pair && gbr-agent run	CODE
HIGH	…raisonai-code/praisonai_code/cli/features/audit_cli.py	157	"fix": "pip install pip-audit && pip-audit",	CODE
HIGH⚡	…aisonai-code/praisonai_code/cli/features/os_sandbox.py	50	# (pty allocation, /dev/null, temp files created by compilers and test runners).	COMMENT
HIGH⚡	…sonai-code/praisonai_code/cli/features/queue/worker.py	297	await buffer.push(stream_chunk)	CODE
HIGH	…sonai-code/praisonai_code/cli/features/queue/worker.py	329	await buffer.push(final_chunk)	CODE
HIGH	…/praisonai-code/praisonai_code/cli/commands/publish.py	124	then runs: rm -rf dist && uv lock && uv build && uv publish	STRING
HIGH⚡	…/praisonai-code/tests/unit/test_credential_env_blob.py	102	# A non-object provider entry (e.g. null) would crash credential lookup	COMMENT
HIGH⚡	…i-code/tests/unit/test_interactive_approval_pattern.py	56	req = _req("shell_command", "bash", command="cd /tmp && rm -rf x")	CODE
HIGH⚡	…i-code/tests/unit/test_interactive_approval_pattern.py	58	assert pattern == "shell_command:cd /tmp && rm -rf x"	CODE
HIGH	src/praisonai-bot/praisonai_bot/_browser_bridge.py	51	"Install with: pip install praisonai-browser && playwright install chromium"	CODE
HIGH	src/praisonai-bot/praisonai_bot/cli/features/onboard.py	735	_restart_cmd = "schtasks /End /TN PraisonAIGateway && schtasks /Run /TN PraisonAIGateway"	CODE
HIGH⚡	src/praisonai-bot/praisonai_bot/gateway/forensics.py	176	"--ppid 1 2>/dev/null \|\| ps aux 2>/dev/null \| head -n 40; "	CODE
HIGH⚡	src/praisonai-bot/praisonai_bot/gateway/forensics.py	177	"echo '## load'; cat /proc/loadavg 2>/dev/null; "	CODE
HIGH⚡	src/praisonai-bot/tests/unit/test_guarded_subprocess.py	64	# stdin is /dev/null, so a command that reads it gets EOF immediately	COMMENT
HIGH⚡	src/praisonai/tests/unit/_dev/test_signature_parity.py	1413	if (config.ifDefault === undefined) {	STRING
HIGH⚡	src/praisonai/tests/unit/_dev/test_signature_parity.py	1418	if (config.fromProperty !== undefined) {	STRING
HIGH⚡	src/praisonai/tests/unit/_dev/test_signature_parity.py	1422	if (config.model != null) {	STRING
HIGH⚡	src/praisonai/tests/unit/_dev/test_signature_parity.py	1425	if (config.guarded && Array.isArray(config.guarded)) {	STRING
HIGH⚡	src/praisonai/tests/unit/_dev/test_signature_parity.py	1492	"""`if (config.x !== undefined) this.x = config.x;` keeps `private x = true`."""	STRING
HIGH⚡	src/praisonai/tests/unit/_dev/test_signature_parity.py	1515	"""`if (config.x && Array.isArray(config.x)) { ...use it... }` decides no	STRING
HIGH	src/praisonai/tests/unit/_dev/test_signature_parity.py	677	constructor(config: DetectorOptions \| null = null) {	STRING
HIGH	src/praisonai/tests/unit/cli/test_shell_exec.py	42	("a \|\| b", "\|\|"),	CODE
HIGH	src/praisonai/tests/unit/cli/test_shell_exec.py	52	("git commit -m 'fix: a && b'", None),	CODE
HIGH⚡	…aisonai/praisonai/endpoints/providers/openai_compat.py	478	# Only add tool_calls if they exist (OpenAI schema doesn't allow null)	COMMENT
HIGH	…c/praisonai/praisonai/_dev/parity/signatures/schema.py	22	"default": <JSON literal> \| "<source text>" \| null,	STRING
HIGH	…c/praisonai/praisonai/_dev/parity/signatures/schema.py	23	"default_kind": "literal" \| "expr" \| null,	STRING
HIGH	src/praisonai/scripts/release.py	150	print(" cd src/praisonai && uv publish")	CODE
HIGH⚡	src/praisonai/scripts/bump_version.py	132	print(" 1. Run: cd src/praisonai && uv lock")	CODE
HIGH⚡	src/praisonai/scripts/bump_version.py	133	print(" 2. Run: cd src/praisonai && uv build")	CODE
HIGH⚡	src/praisonai/scripts/bump_version.py	134	print(f" 3. Commit changes: git add -A && git commit -m 'Bump version to {new_version}'")	CODE
HIGH⚡	src/praisonai/scripts/bump_version.py	136	print(" 5. Publish: cd src/praisonai && uv publish")	CODE
HIGH	src/praisonai/scripts/bump_and_release.py	35	cd src/praisonai && uv publish	STRING
HIGH	src/praisonai/scripts/bump_and_release.py	687	print(" cd src/praisonai && uv publish")	CODE
HIGH	…c/praisonai-sandbox/praisonai_sandbox/compute/tenki.py	396	"sudo apt-get update -y && sudo apt-get install -y python3-pip; fi && "	CODE
HIGH	…c/praisonai-sandbox/praisonai_sandbox/compute/tenki.py	412	"sudo apt-get update -y && sudo apt-get install -y npm; fi && "	CODE
HIGH	…/praisonai-sandbox/praisonai_sandbox/compute/docker.py	662	cmd = f"apt-get update -qq && apt-get install -y -qq {' '.join(apt_pkgs)}"	CODE
HIGH	src/praisonai-train/praisonai_train/train/_llamacpp.py	27	"`cmake -B build && cmake --build build`) or download a release, then either add "	CODE
HIGH	src/praisonai-train/praisonai_train/remote/runner.py	268	"nvidia-smi --query-gpu=name --format=csv,noheader 2>/dev/null \|\| true"	CODE
HIGH	src/praisonai-train/praisonai_train/remote/runner.py	348	f"setsid sh -c {shlex.quote(inner)} </dev/null; "	CODE
HIGH	src/praisonai-train/praisonai_train/remote/runner.py	392	f" [ \"$code\" = 0 ] && echo completed \|\| echo \"failed (exit $code)\"; "	CODE
HIGH	src/praisonai-train/praisonai_train/remote/runner.py	394	f" kill -0 $(cat {shlex.quote(run.pid_path)}) 2>/dev/null; then "	CODE
HIGH	src/praisonai-train/praisonai_train/remote/runner.py	447	f" if ! kill -0 $pid 2>/dev/null; then echo not-running; "	CODE
HIGH	src/praisonai-train/praisonai_train/remote/runner.py	454	f" kill -TERM -\"$g\" 2>/dev/null; "	CODE
HIGH	src/praisonai-browser/praisonai_browser/benchmark.py	434	print("❌ Extension not found. Build it with: cd ~/praisonai-chrome-extension && npm run build")	CODE
HIGH	…raisonai-browser/praisonai_browser/playwright_agent.py	62	"Playwright required: pip install playwright && playwright install chromium"	CODE
HIGH⚡	…raisonai-browser/praisonai_browser/playwright_agent.py	103	if (el.offsetParent === null) return;	CODE
HIGH⚡	…raisonai-browser/praisonai_browser/playwright_agent.py	105	if (rect.width === 0 \|\| rect.height === 0) return;	CODE
HIGH⚡	…raisonai-browser/praisonai_browser/playwright_agent.py	107	elements.push({	CODE
57 more matches not shown…

Over-Commented Block702 hits · 606 pts

Severity	File	Line	Snippet	Context
LOW	install.sh	1	#!/bin/sh	COMMENT
LOW	…es/python/tools/exa-tool/github_repo_analyzer_agent.py	1	# # -- coding: utf-8 --	COMMENT
LOW	…hon/tools/exa-tool/Flow_Intelligent_Agent_PraisonAI.py	1	# praisonai: skip=true	COMMENT
LOW	…thon/tools/exa-tool/personalized_learning_assistant.py	1	# ===============================	COMMENT
LOW	…thon/tools/exa-tool/personalized_learning_assistant.py	21	# !pip install praisonaiagents openai transformers	COMMENT
LOW	examples/python/tools/exa-tool/learning_assistant.py	1	# ===============================	COMMENT
LOW	examples/python/tools/exa-tool/learning_assistant.py	21	# !pip install praisonaiagents openai transformers	COMMENT
LOW	…ia_Content_Agents/News_And_Podcast_Aggregator_Agent.py	1	# praisonai: skip=true	COMMENT
LOW	examples/python/memory/gemini-embedding-example.py	101	# agents=[researcher, retriever],	COMMENT
LOW	examples/python/general/auto_agents_example.py	41	# praisonai workflow auto "Research from multiple sources" --pattern parallel	COMMENT
LOW	examples/python/mcp/mcp-transports-overview.py	21	# # 1. stdio Transport - Local subprocess	COMMENT
LOW	examples/python/mcp/multiple-mcp-servers.py	81	)	COMMENT
LOW	examples/python/mcp/mcp-security.py	21	# # Agent with authentication	COMMENT
LOW	examples/python/cli/git_integration_example.py	41	# commit = handler.commit() # Auto-generates message	COMMENT
LOW	examples/terminal_bench/job_code_smoke.yaml	1	# Harbor Job Configuration — `praisonai code` smoke test on Terminal-Bench 2.1	COMMENT
LOW	examples/embedding/agent_with_embedding.py	141	# example_agent_with_knowledge()	COMMENT
LOW	examples/workflows/file-actions-demo.yaml	1	# Example: File-Based Actions (Option A)	COMMENT
LOW	examples/mcp/cli_tools_example.sh	1	#!/bin/bash	COMMENT
LOW	examples/ag2/ag2_bedrock.yaml	1	framework: ag2	COMMENT
LOW	examples/compare/cli_compare_basic.py	21	modes = parse_modes("basic,tools,planning")	COMMENT
LOW	examples/yaml/message_steering_example.yaml	41		COMMENT
LOW	examples/yaml/bot.yaml	1	# Example: Single-bot YAML configuration for PraisonAI	COMMENT
LOW	examples/yaml/bot.yaml	21	name: "My Assistant"	COMMENT
LOW	examples/yaml/video_heygen_elevenlabs.yaml	1	# HeyGen + ElevenLabs Video Generation Workflow	COMMENT
LOW	examples/yaml/gateway.yaml	61	# mode: web	COMMENT
LOW	examples/yaml/toolsets_workflow.yaml	141	# content_creation:	COMMENT
LOW	examples/yaml/agentmail-bot.yaml	1	# PraisonAI AgentMail Bot Configuration (Zero-Code)	COMMENT
LOW	examples/yaml/agents_workflow.yaml	1	# Extended agents.yaml with Workflow Patterns	COMMENT
LOW	examples/yaml/workflows/remote_sandbox_workflow.yaml	1	# Run a whole workflow's shell/file tools inside ONE shared remote sandbox.	COMMENT
LOW	examples/serve/serve.yaml	1	# PraisonAI Recipe Server Configuration	COMMENT
LOW	examples/serve/serve.yaml	21	# Performance	COMMENT
LOW	examples/vector/pgvector_real_wow.py	21	print("PASSED: PGVector with Agent")	COMMENT
LOW	examples/async_runs/cli_submit_poll_result.sh	1	#!/bin/bash	COMMENT
LOW	examples/async_runs/sse_stream.sh	1	#!/bin/bash	COMMENT
LOW	examples/async_runs/cancel.sh	1	#!/bin/bash	COMMENT
LOW	examples/async_runs/idempotency.sh	1	#!/bin/bash	COMMENT
LOW	scripts/c7_wrapper_import_allowlist.txt	1	# Files allowed to contain lazy ``from praisonai.*`` imports in praisonai-code.	COMMENT
LOW	.github/workflows/agents-suite.yml	1	# Why this exists	COMMENT
LOW	.github/workflows/agents-suite.yml	81	# praisonai-sandbox is a MONOREPO sibling, not a third-party optional.	COMMENT
LOW	.github/workflows/agents-suite.yml	101	# offline. Present because some modules bail at import without a key.	COMMENT
LOW	.github/workflows/agents-suite.yml	121	# Three traps worth knowing before adding a test here, each of which	COMMENT
LOW	.github/workflows/desktop-release.yml	1	# Build the desktop app for macOS, Windows and Linux, and attach it to the	COMMENT
LOW	.github/workflows/desktop-release.yml	61	bundles: nsis	COMMENT
LOW	.github/workflows/desktop-release.yml	181	# Tauri deletes the app bundle once the DMG is built -- the build log	COMMENT
LOW	.github/workflows/mobile-platforms.yml	1	# The mobile package's PLATFORM builds: a real iOS app and a real Android app.	COMMENT
LOW	.github/workflows/mobile-platforms.yml	21	# needs a signing keystore, which is likewise the	COMMENT
LOW	.github/workflows/mobile-platforms.yml	41	paths: &watched	COMMENT
LOW	.github/workflows/mobile-platforms.yml	101	# here runs praisonai-ts's own `prepare` -> `rimraf dist`. On a	COMMENT
LOW	.github/workflows/test-core.yml	121	- shard: agents-core	COMMENT
LOW	.github/workflows/praisonai-ts-webview.yml	1	# Can praisonai-ts still be loaded in a webview?	COMMENT
LOW	.github/workflows/praisonai-ts-tests.yml	1	# Does praisonai-ts still pass its own tests?	COMMENT
LOW	.github/workflows/mobile.yml	1	# The mobile package's tests.	COMMENT
LOW	.github/workflows/mobile.yml	21	# CANNOT do: node:test runs in Node, where a `crypto` import	COMMENT
LOW	.github/workflows/mobile.yml	101	# Runs the gate's own suite, which proves each check can FAIL -- a	COMMENT
LOW	.github/workflows/mobile.yml	201	#	COMMENT
LOW	.github/workflows/parity-gate.yml	1	name: Parity Gate	COMMENT
LOW	.github/workflows/mobile-web.yml	1	# The mobile package's WEB build: built, booted in a real browser, and	COMMENT
LOW	src/praisonai-code/praisonai_code/cli/app.py	381	command = self._resolve_command(ctx, name)	COMMENT
LOW	src/praisonai-code/praisonai_code/cli/app.py	901	if ctx.invoked_subcommand is None:	COMMENT
LOW	…ode/praisonai_code/cli/configuration/model_resolver.py	221	pass	COMMENT
642 more matches not shown…

Structural Annotation Overuse237 hits · 418 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/python/processes/advanced-workflow-patterns.py	128	# Step 1: Intake and Classification	COMMENT
LOW⚡	examples/python/processes/advanced-workflow-patterns.py	136	# Step 2: Route to appropriate specialist based on type	COMMENT
LOW	examples/python/processes/advanced-workflow-patterns.py	161	# Step 3: Quality Review with conditional routing	COMMENT
LOW	examples/python/processes/advanced-workflow-patterns.py	196	# Step 5: Finalization and Coordination	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	41	# Step 1: Function - validates input	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	44	# Step 2: Agent - analyzes content	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	47	# Step 3: Task with action string	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	53	# Step 4: Function - formats output	COMMENT
LOW⚡	examples/python/agents/context-agent.py	141	# Step 1: Context analysis	COMMENT
LOW⚡	examples/python/agents/context-agent.py	146	# Step 2: Generate implementation blueprint	COMMENT
LOW⚡	examples/python/agents/context-agent.py	151	# Step 3: Generate comprehensive PRP	COMMENT
LOW⚡	examples/python/agents/context-agent.py	156	# Step 4: Create validation framework	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	40	# Step 1: Create the CSV file (or use your existing one)	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	43	# Step 2: Create an agent to process URLs	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	53	# Step 3: Create a task that will loop through the CSV	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	62	# Step 4: Run the agents	COMMENT
LOW⚡	examples/python/concepts/reasoning-extraction.py	77	# Step 1: Present a complex problem	COMMENT
LOW	examples/python/concepts/reasoning-extraction.py	95	# Step 2: Extract reasoning patterns	COMMENT
LOW	examples/python/eval/recipe_optimization_loop.py	117	# Step 1: Create recipe (once)	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	50	// Step 1: Embed all documents	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	63	// Step 2: Search function	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	77	// Step 3: Test queries	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	97	// Step 4: Show document similarity matrix	COMMENT
LOW	examples/knowledge/scope_isolation_example.py	44	# Step 1: Agent A ingests knowledge under user_id=U1	STRING
LOW⚡	examples/knowledge/scope_isolation_example.py	60	# Step 2: Agent B queries under user_id=U2 - should NOT find	STRING
LOW⚡	examples/knowledge/scope_isolation_example.py	81	# Step 3: Agent B queries under user_id=U1 - should find	STRING
LOW	examples/knowledge/scope_isolation_example.py	98	# Step 4: Full Agent chat test with scope	STRING
LOW	examples/yaml/nested_workflow.yaml	37	# Step 1: Process each batch with nested item loop	COMMENT
LOW⚡	examples/yaml/nested_workflow.yaml	50	# Step 2: Quality check with conditional branching	COMMENT
LOW⚡	examples/yaml/nested_workflow.yaml	54	# Step 3: Conditional approval based on quality score	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	24	# Step 1: Deterministic - Bump version	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	29	# Step 2: Agent - Generate changelog	COMMENT
LOW	examples/yaml/agent-centric-job-workflow.yaml	43	# Step 3: Judge - Quality check	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	56	# Step 4: Approve - Human approval gate	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	63	# Step 5: Deterministic - Build	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	67	# Step 6: Deterministic - Publish (conditional)	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	82	# Step 1: Classify the request	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	86	# Step 2: Route to appropriate handler based on classification	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	93	# Step 3: Parallel research on multiple aspects	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	101	# Step 4: Loop over specific topics	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	107	# Step 5: Aggregate all findings	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	38	# Step 1: Deterministic - Check environment	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	42	# Step 2: Agent - Generate release notes	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	51	# Step 3: Parallel - Run multiple checks simultaneously	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	58	# Step 4: Multi-agent workflow step	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	64	# Step 5: Judge - Quality gate	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	75	# Step 6: Approve - Human approval gate	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	82	# Step 7: Deterministic - Build	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	87	# Step 8: Final notification	COMMENT
LOW⚡	examples/yaml/workflows/workflow_robustness.yaml	43	# Step 1: Research (critical step)	COMMENT
LOW⚡	examples/yaml/workflows/workflow_robustness.yaml	50	# Step 2: Enrichment (optional step - workflow continues if this fails)	COMMENT
LOW⚡	examples/yaml/workflows/workflow_robustness.yaml	58	# Step 3: Writing (critical step)	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	79	# Step 1: Classify the request	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	83	# Step 2: Route to appropriate handler	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	90	# Step 3: Parallel research	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	98	# Step 4: Loop over topics	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	104	# Step 5: Aggregate findings	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	108	# Step 6: Evaluator-optimizer	COMMENT
LOW	examples/yaml/pr-reviewer/README.md	44	### Step 1: Copy Agent Configuration	COMMENT
LOW	examples/yaml/pr-reviewer/README.md	53	### Step 2: Create GitHub Workflow	COMMENT
177 more matches not shown…

Verbosity Indicators214 hits · 380 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/python/processes/advanced-workflow-patterns.py	128	# Step 1: Intake and Classification	COMMENT
LOW⚡	examples/python/processes/advanced-workflow-patterns.py	136	# Step 2: Route to appropriate specialist based on type	COMMENT
LOW	examples/python/processes/advanced-workflow-patterns.py	161	# Step 3: Quality Review with conditional routing	COMMENT
LOW	examples/python/processes/advanced-workflow-patterns.py	196	# Step 5: Finalization and Coordination	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	41	# Step 1: Function - validates input	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	44	# Step 2: Agent - analyzes content	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	47	# Step 3: Task with action string	COMMENT
LOW⚡	examples/python/workflows/workflow_mixed_steps.py	53	# Step 4: Function - formats output	COMMENT
LOW⚡	examples/python/agents/context-agent.py	141	# Step 1: Context analysis	COMMENT
LOW⚡	examples/python/agents/context-agent.py	146	# Step 2: Generate implementation blueprint	COMMENT
LOW⚡	examples/python/agents/context-agent.py	151	# Step 3: Generate comprehensive PRP	COMMENT
LOW⚡	examples/python/agents/context-agent.py	156	# Step 4: Create validation framework	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	40	# Step 1: Create the CSV file (or use your existing one)	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	43	# Step 2: Create an agent to process URLs	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	53	# Step 3: Create a task that will loop through the CSV	COMMENT
LOW⚡	examples/python/concepts/simple-csv-url-processor.py	62	# Step 4: Run the agents	COMMENT
LOW⚡	examples/python/concepts/reasoning-extraction.py	77	# Step 1: Present a complex problem	COMMENT
LOW	examples/python/concepts/reasoning-extraction.py	95	# Step 2: Extract reasoning patterns	COMMENT
LOW	examples/python/eval/recipe_optimization_loop.py	117	# Step 1: Create recipe (once)	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	50	// Step 1: Embed all documents	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	63	// Step 2: Search function	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	77	// Step 3: Test queries	COMMENT
LOW	examples/js/embeddings/embed-docs.ts	97	// Step 4: Show document similarity matrix	COMMENT
LOW	examples/knowledge/scope_isolation_example.py	44	# Step 1: Agent A ingests knowledge under user_id=U1	STRING
LOW⚡	examples/knowledge/scope_isolation_example.py	60	# Step 2: Agent B queries under user_id=U2 - should NOT find	STRING
LOW⚡	examples/knowledge/scope_isolation_example.py	81	# Step 3: Agent B queries under user_id=U1 - should find	STRING
LOW	examples/knowledge/scope_isolation_example.py	98	# Step 4: Full Agent chat test with scope	STRING
LOW	examples/yaml/nested_workflow.yaml	37	# Step 1: Process each batch with nested item loop	COMMENT
LOW⚡	examples/yaml/nested_workflow.yaml	50	# Step 2: Quality check with conditional branching	COMMENT
LOW⚡	examples/yaml/nested_workflow.yaml	54	# Step 3: Conditional approval based on quality score	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	24	# Step 1: Deterministic - Bump version	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	29	# Step 2: Agent - Generate changelog	COMMENT
LOW	examples/yaml/agent-centric-job-workflow.yaml	43	# Step 3: Judge - Quality check	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	56	# Step 4: Approve - Human approval gate	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	63	# Step 5: Deterministic - Build	COMMENT
LOW⚡	examples/yaml/agent-centric-job-workflow.yaml	67	# Step 6: Deterministic - Publish (conditional)	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	82	# Step 1: Classify the request	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	86	# Step 2: Route to appropriate handler based on classification	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	93	# Step 3: Parallel research on multiple aspects	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	101	# Step 4: Loop over specific topics	COMMENT
LOW⚡	examples/yaml/agents_workflow.yaml	107	# Step 5: Aggregate all findings	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	38	# Step 1: Deterministic - Check environment	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	42	# Step 2: Agent - Generate release notes	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	51	# Step 3: Parallel - Run multiple checks simultaneously	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	58	# Step 4: Multi-agent workflow step	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	64	# Step 5: Judge - Quality gate	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	75	# Step 6: Approve - Human approval gate	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	82	# Step 7: Deterministic - Build	COMMENT
LOW⚡	examples/yaml/hybrid-workflow.yaml	87	# Step 8: Final notification	COMMENT
LOW⚡	examples/yaml/workflows/workflow_robustness.yaml	43	# Step 1: Research (critical step)	COMMENT
LOW⚡	examples/yaml/workflows/workflow_robustness.yaml	50	# Step 2: Enrichment (optional step - workflow continues if this fails)	COMMENT
LOW⚡	examples/yaml/workflows/workflow_robustness.yaml	58	# Step 3: Writing (critical step)	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	79	# Step 1: Classify the request	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	83	# Step 2: Route to appropriate handler	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	90	# Step 3: Parallel research	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	98	# Step 4: Loop over topics	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	104	# Step 5: Aggregate findings	COMMENT
LOW⚡	examples/yaml/workflows/complete_workflow.yaml	108	# Step 6: Evaluator-optimizer	COMMENT
LOW	…es/cookbooks/Industry_Templates/healthcare_template.py	265	# Step 1: Vital signs capture with validation	COMMENT
LOW⚡	…es/cookbooks/Industry_Templates/healthcare_template.py	292	# Step 2: EMR retrieval with consent check	COMMENT
154 more matches not shown…

AI Slop Vocabulary162 hits · 345 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/python/performance_monitoring_demo.py	240	# Generate comprehensive performance report	COMMENT
MEDIUM	examples/python/tools/cli/app.py	48	description="""Perform a comprehensive system analysis by executing the following operations in sequence:	CODE
MEDIUM	…Code_Analysis_Agents/Game_Playing_Agent_Tic_Tac_Toe.py	14	# Set up key (robust, CI-safe)	COMMENT
MEDIUM	…arch_Knowledge_QA_Agents/Domain_Deep_Research_Agent.py	14	# Set up key (robust, CI-safe)	COMMENT
LOW	…arch_Knowledge_QA_Agents/Domain_Deep_Research_Agent.py	30	# For demo/CI, just return a dummy report	COMMENT
MEDIUM	examples/python/tools/e2b/agents.yaml	18	instructions: # Canonical Specializes in crawling websites to gather comprehensive data, ensuring	CODE
MEDIUM	…mples/python/general/async_example_full_multigroups.py	149	description="""As a Research Synthesizer, analyze the search results and create a comprehensive summary. Your ta	CODE
MEDIUM	…mples/python/general/async_example_full_multigroups.py	175	expected_output="""A comprehensive research synthesis containing:	CODE
MEDIUM	examples/python/camera/camera-multi-agent.py	107	description="""Provide comprehensive scene analysis:	CODE
MEDIUM	…es/python/agents/autoagents-hierarchical-generation.py	32	description="""Plan a comprehensive market research project for electric vehicles:	CODE
MEDIUM⚡	examples/python/agents/context-agent.py	151	# Step 3: Generate comprehensive PRP	COMMENT
MEDIUM	examples/python/agents/context-agent.py	190	# Generate comprehensive context	COMMENT
MEDIUM	…amples/python/stateful/06_advanced_state_operations.py	402	"""Generate comprehensive report on advanced state operations"""	STRING
MEDIUM	examples/python/stateful/05_loop_control_with_state.py	204	"""Generate comprehensive report on all loop operations"""	STRING
MEDIUM	…amples/python/custom_tools/example_latency_tracking.py	103	# Get comprehensive metrics	COMMENT
MEDIUM	…amples/python/mongodb/mongodb_comprehensive_example.py	117	# Create comprehensive business tasks	COMMENT
MEDIUM	…amples/python/mongodb/mongodb_comprehensive_example.py	120	description="""Set up comprehensive business data infrastructure:	CODE
MEDIUM	…amples/python/mongodb/mongodb_comprehensive_example.py	172	description="""Generate comprehensive business report:	STRING
MEDIUM	…amples/python/mongodb/mongodb_comprehensive_example.py	186	# Initialize the comprehensive business system	STRING
MEDIUM	…amples/python/mongodb/mongodb_comprehensive_example.py	197	# Execute the comprehensive business pipeline	STRING
LOW	examples/python/save_output/05_output_config_file.py	10	# Method 1: Simplest - just pass a file path string	COMMENT
MEDIUM	…amples/python/concepts/context-engineering-workflow.py	64	# 2. Context Engineering Agent - Generates comprehensive context	STRING
MEDIUM	…amples/python/concepts/context-engineering-workflow.py	162	# Generate comprehensive context using ContextAgent	STRING
LOW	examples/python/token-metrics/02_session_metrics.py	10	# Create multiple agents - just add metrics=True to enable tracking	COMMENT
MEDIUM	examples/python/token-metrics/02_session_metrics.py	50	# Run all tasks - comprehensive metrics will auto-display!	COMMENT
MEDIUM	…mples/python/token-metrics/04_telemetry_integration.py	15	# Get comprehensive metrics	COMMENT
MEDIUM	…/python/token-metrics/05_advanced_agent_integration.py	146	# Create diverse agents for comprehensive testing	COMMENT
MEDIUM	examples/python/api/secondary-market-research-api.py	313	# Extract results from each task with comprehensive logging	COMMENT
MEDIUM	…amples/python/managed-agents/provider/all_providers.py	1	"""All compute providers — comprehensive test across Local, Docker, E2B, and Modal.	STRING
MEDIUM	…amples/python/monitoring/10_comprehensive_dashboard.py	28	"""Collect comprehensive performance data for dashboard."""	STRING
MEDIUM	…amples/python/monitoring/10_comprehensive_dashboard.py	93	"""Simulate complex multi-agent workflow for comprehensive data."""	STRING
MEDIUM	…amples/python/monitoring/10_comprehensive_dashboard.py	215	"""Generate comprehensive dashboard report."""	STRING
MEDIUM	…amples/python/monitoring/10_comprehensive_dashboard.py	269	"""Display comprehensive performance dashboard."""	STRING
MEDIUM	…amples/python/monitoring/10_comprehensive_dashboard.py	381	"""Main function for comprehensive performance dashboard."""	STRING
MEDIUM	…ython/monitoring/02_multi_agent_workflow_monitoring.py	112	# Display comprehensive performance analysis	COMMENT
MEDIUM⚡	…ples/python/monitoring/05_error_handling_monitoring.py	88	"""Process a batch of operations with comprehensive error handling."""	STRING
MEDIUM	examples/python/usecases/analysis/cv-analysis.py	66	description="""Review all analyses and provide a comprehensive evaluation of the CV.	CODE
MEDIUM	…ples/python/usecases/analysis/hackathon-judge-agent.py	42	description="""Analyze this hackathon project video demonstration and provide a comprehensive evaluation:	CODE
MEDIUM	…/python/usecases/analysis/hackathon-judge-streamlit.py	55	description="""Analyze this hackathon project video demonstration and provide a comprehensive evaluation:	CODE
MEDIUM	examples/rag/auto_retrieval.py	14	# Sample knowledge base: Software development best practices as text strings	COMMENT
MEDIUM	examples/execution/00_agent_execution_basic.py	23	# Thorough execution - more iterations, comprehensive responses	COMMENT
MEDIUM	examples/yaml/workflows/complete_workflow.yaml	2	# Demonstrates all workflow patterns in a single comprehensive workflow	COMMENT
MEDIUM	.github/workflows/test-comprehensive.yml	23	# Run comprehensive tests weekly on Sundays at 3 AM UTC	COMMENT
MEDIUM	.github/workflows/terminal-bench-smoke.yml	4	# small verified Terminal-Bench 2.1 subset via the Harbor harness.	COMMENT
MEDIUM	.github/actions/claude-code-action/action.yml	224	# Create comprehensive prompt	COMMENT
MEDIUM	…c/praisonai-code/praisonai_code/cli/features/skills.py	449	prompt = f"""Create a comprehensive SKILL.md file for an Agent Skill with the following details:	STRING
MEDIUM	…ai-code/praisonai_code/cli/features/csv_test_runner.py	423	# Import harness (lazy)	COMMENT
MEDIUM	…ai-code/praisonai_code/cli/features/csv_test_runner.py	426	# Create harness	COMMENT
MEDIUM	…nai-code/praisonai_code/cli/features/recipe_prompts.py	8	# Common issue patterns and their fixes - comprehensive patterns	COMMENT
LOW	src/praisonai-code/praisonai_code/cli/features/debug.py	283	# General query - just return status	COMMENT
LOW	…nai-code/praisonai_code/cli/features/doctor/handler.py	446	# For now, just add comments rather than removing cli_backend	COMMENT
MEDIUM	…praisonai-code/praisonai_code/cli/legacy/praison_ai.py	1604	# Doctor command - comprehensive health checks and diagnostics	COMMENT
MEDIUM	…c/praisonai-code/praisonai_code/cli/commands/config.py	429	"""Run comprehensive configuration diagnostics."""	STRING
MEDIUM	src/praisonai-code/praisonai_code/cli/commands/test.py	30	# test harness never re-declares the terminal fallback literal.	COMMENT
MEDIUM⚡	…aisonai-code/tests/unit/test_code_agent_loop_budget.py	460	# (d) the smoke gate must be able to install its harness	COMMENT
MEDIUM	src/praisonai-bot/praisonai_bot/daemon/windows.py	164	# Try Scheduled Task first (more robust)	COMMENT
MEDIUM	src/praisonai-bot/tests/unit/test_botos_admission.py	88	# Wait for the steady state instead of a fixed sleep (CI-robust):	COMMENT
MEDIUM	…i-bot/tests/unit/gateway/test_exec_approval_durable.py	177	# of wall-clock timing (robust under any test event loop).	COMMENT
MEDIUM⚡	…-bot/tests/unit/gateway/test_server_request_channel.py	71	# Test harness: a gateway with a connected, session-bound client that records	COMMENT
LOW⚡	src/praisonai/tests/unit/test_templates.py	1247	# Should not raise, just return status	COMMENT
102 more matches not shown…

Magic Placeholder Names64 hits · 335 pts

Severity	File	Line	Snippet	Context
HIGH	README.md	97	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	examples/tools/external/firecrawl/tool.py	7	export FIRECRAWL_API_KEY=your_api_key	STRING
HIGH	examples/tools/external/exa/tool.py	7	export EXA_API_KEY=your_api_key	STRING
HIGH	examples/tools/external/tavily/tool.py	7	export TAVILY_API_KEY=your_api_key	STRING
HIGH	examples/tools/external/serper/tool.py	7	export SERPER_API_KEY=your_api_key	STRING
HIGH	examples/python/n8n_integration_example.py	17	export N8N_API_KEY="your-api-key" # optional for local testing	STRING
HIGH⚡	…n/tools/exa-tool/rag_examples/agentic_rag/rag_agent.py	6	print("Please set your OpenAI API key: export OPENAI_API_KEY='your-api-key-here'")	CODE
HIGH	…tools/exa-tool/rag_examples/agentic_rag_gpt5/README.md	35	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	…tools/exa-tool/rag_examples/agentic_rag_gpt5/README.md	39	OPENAI_API_KEY=your-api-key-here	CODE
HIGH	examples/python/memory/gemini-embeddings.md	49	export GOOGLE_API_KEY='your-api-key'	CODE
HIGH	examples/python/memory/gemini-embeddings.md	93	os.environ["GOOGLE_API_KEY"] = "your-api-key"	CODE
HIGH	examples/python/memory/gemini-embedding-example.py	17	export GOOGLE_API_KEY='your-api-key'	STRING
HIGH	examples/python/memory/gemini-embedding-example.py	31	print("Please set it with: export GOOGLE_API_KEY='your-api-key'")	CODE
HIGH	examples/python/providers/evolink/evolink_example.py	13	"export EVOLINK_API_KEY=your_api_key"	CODE
HIGH	examples/python/stateful/README.md	72	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	examples/python/mcp/multiple-mcp-servers.py	99	# env={"BRAVE_API_KEY": "your-api-key-here"}	COMMENT
HIGH	…/models/googlegemini/gemini-internal-tools-combined.py	23	# import os; os.environ["GEMINI_API_KEY"] = "your-api-key-here"	COMMENT
HIGH	…on/models/googlegemini/README_GEMINI_INTERNAL_TOOLS.md	26	export GEMINI_API_KEY="your-api-key-here"	CODE
HIGH	…on/models/googlegemini/README_GEMINI_INTERNAL_TOOLS.md	156	export GEMINI_API_KEY="your-api-key"	CODE
HIGH	…es/python/models/googlegemini/gemini-code-execution.py	22	# import os; os.environ["GEMINI_API_KEY"] = "your-api-key-here"	COMMENT
HIGH	…es/python/models/googlegemini/gemini-code-execution.py	80	os.environ["GEMINI_API_KEY"] = "your-api-key"	CODE
HIGH	…les/python/models/googlegemini/gemini-google-search.py	21	# import os; os.environ["GEMINI_API_KEY"] = "your-api-key-here"	COMMENT
HIGH	…mples/python/models/googlegemini/gemini-url-context.py	22	# import os; os.environ["GEMINI_API_KEY"] = "your-api-key-here"	COMMENT
HIGH	…mples/python/models/googlegemini/gemini-url-context.py	91	os.environ["GEMINI_API_KEY"] = "your-api-key"	CODE
HIGH	examples/python/monitoring/README.md	171	export OPENAI_API_KEY="your-api-key-here"	CODE
HIGH	…es/python/usecases/README-secondary-market-research.md	179	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	examples/js/server-adapters/express-server.ts	8	* export OPENAI_API_KEY=your-api-key	COMMENT
HIGH	examples/js/mcp/filesystem-mcp.ts	8	* export OPENAI_API_KEY=your-api-key	COMMENT
HIGH	examples/js/rag/basic-rag.ts	8	* export OPENAI_API_KEY=your-api-key	COMMENT
HIGH	examples/js/multimodal/image-analysis.ts	8	* export OPENAI_API_KEY=your-api-key	COMMENT
HIGH	examples/typescript/tools/tavily-search.ts	8	* export TAVILY_API_KEY=your-api-key	COMMENT
HIGH	examples/typescript/tools/tavily-search.ts	9	* export OPENAI_API_KEY=your-api-key	COMMENT
HIGH	examples/typescript/tools/exa-search.ts	8	* export EXA_API_KEY=your-api-key	COMMENT
HIGH	examples/typescript/tools/exa-search.ts	9	* export OPENAI_API_KEY=your-api-key	COMMENT
HIGH	examples/yaml/workflows/example_usage.py	13	print("export OPENAI_API_KEY='your-api-key'")	CODE
HIGH	examples/routing/routellm_workflow.py	6	2. export OPENAI_API_KEY=your-api-key	STRING
HIGH	examples/routing/routellm_example.py	8	2. export OPENAI_API_KEY=your-api-key	STRING
HIGH	examples/routing/routellm_multi_agent.py	6	2. export OPENAI_API_KEY=your-api-key	STRING
HIGH	src/praisonai/setup.sh	427	print_message "You can set it by running: export OPENAI_API_KEY='your-api-key'"	CODE
HIGH	src/praisonai/README.md	97	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	src/praisonai/praisonai/cli/features/recipe.py	990	OPENAI_API_KEY=your-api-key	CODE
HIGH	src/praisonai/praisonai/suite_runner/cli_docs_source.py	41	re.compile(r'your[-_]?'), # your_api_key, your-file	CODE
HIGH	…/praisonai/praisonai/persistence/knowledge/pinecone.py	25	api_key="your-api-key",	STRING
HIGH	src/praisonai/examples/python/recipes_jobs/README.md	9	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	…praisonai/examples/python/recipes_background/README.md	9	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	…/praisonai/examples/python/recipes_scheduler/README.md	9	export OPENAI_API_KEY="your-api-key"	CODE
HIGH	src/praisonai-sandbox/praisonai_sandbox/novita.py	35	os.environ["NOVITA_API_KEY"] = "your-api-key"	STRING
HIGH	src/praisonai-sandbox/praisonai_sandbox/e2b.py	35	os.environ["E2B_API_KEY"] = "your-api-key"	STRING
HIGH	src/praisonai-ts/README.md	185	export OPENAI_API_KEY='your-api-key'	CODE
HIGH	src/praisonai-ts/README.md	230	export OPENAI_API_KEY='your-api-key'	CODE
HIGH	src/praisonai-ts/README.md	239	export OPENAI_API_KEY='your-api-key'	CODE
HIGH	src/praisonai-ts/src/cli/commands/providers.ts	211	await pretty.dim(` export ${providerInfo.envKey}=your-api-key`);	CODE
HIGH	src/praisonai-ts/src/cli/commands/providers.ts	291	await pretty.info(`Set it with: export ${providerInfo.envKey}=your-api-key`);	CODE
HIGH	src/praisonai-ts/src/cli/commands/observability.ts	240	await pretty.dim(` export ${tool.envKey}=your-api-key`);	CODE
HIGH	src/praisonai-agents/README.md	97	export OPENAI_API_KEY="your-api-key"	CODE
HIGH⚡	src/praisonai-agents/test_user_code_pattern.py	105	print("Please set it with: export OPENAI_API_KEY='your-api-key-here'")	CODE
HIGH	…agents/test_self_reflection_with_tools_verification.py	109	print("Set it with: export OPENAI_API_KEY='your-api-key-here'")	CODE
HIGH	src/praisonai-agents/test_gemini_embedding.py	152	print(" Set it with: export GOOGLE_API_KEY='your-api-key'")	CODE
HIGH	src/praisonai-agents/tests/test_youdotcom_tools.py	34	print(" To run full tests, set: export YDC_API_KEY=your_api_key")	CODE
HIGH⚡	src/praisonai-agents/tests/deep_research_example.py	339	print(" export OPENAI_API_KEY='your-api-key'")	CODE
4 more matches not shown…

AI Structural Patterns295 hits · 253 pts

Severity	File	Line	Context
LOW	examples/provider-registry/isolated_registry_example.py	120	CODE
LOW	examples/python/performance_monitoring_demo.py	228	CODE
LOW	…ol/Health_Fitness_Agents/Air_Quality_Analysis_Agent.py	67	CODE
LOW	…s/python/tools/trafilatura/custom_trafilatura_tools.py	257	CODE
LOW	examples/python/handoff/handoff_advanced.py	98	CODE
LOW	examples/python/agents/code-agent.py	101	CODE
LOW	examples/python/custom_tools/hosted_server.py	87	CODE
LOW	examples/python/usecases/climate-impact.py	25	CODE
LOW	src/praisonai-code/praisonai_code/cli/app.py	752	CODE
LOW	…ode/praisonai_code/cli/features/session_checkpoints.py	234	CODE
LOW	…c/praisonai-code/praisonai_code/cli/features/skills.py	93	CODE
LOW	…onai-code/praisonai_code/cli/features/knowledge_cli.py	129	CODE
LOW	…onai-code/praisonai_code/cli/features/knowledge_cli.py	298	CODE
LOW	…/praisonai-code/praisonai_code/cli/features/handoff.py	194	CODE
LOW	…ode/praisonai_code/cli/features/interactive_runtime.py	560	CODE
LOW	…ai-code/praisonai_code/cli/features/csv_test_runner.py	311	CODE
LOW	src/praisonai-code/praisonai_code/cli/features/jobs.py	52	CODE
LOW	…praisonai-code/praisonai_code/cli/features/examples.py	569	CODE
LOW	…raisonai-code/praisonai_code/cli/features/knowledge.py	42	CODE
LOW	…sonai-code/praisonai_code/cli/features/queue/worker.py	95	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/auth.py	285	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/run.py	1448	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/run.py	2125	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/run.py	2294	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/run.py	2816	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/run.py	3109	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/run.py	3335	CODE
LOW	…raisonai-code/praisonai_code/cli/commands/decisions.py	80	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/code.py	138	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/code.py	671	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/test.py	147	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/test.py	343	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/up.py	120	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/acp.py	18	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/chat.py	54	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/chat.py	509	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/debug.py	19	CODE
LOW	…raisonai-code/praisonai_code/cli/commands/retrieval.py	181	CODE
LOW	src/praisonai-code/praisonai_code/cli/commands/loop.py	22	CODE
LOW	…/praisonai-code/praisonai_code/cli/commands/tracker.py	759	CODE
LOW	…sonai-bot/praisonai_bot/bots/_presentation_approval.py	82	CODE
LOW	src/praisonai-bot/praisonai_bot/bots/_outbox.py	164	CODE
LOW	src/praisonai-bot/praisonai_bot/bots/whatsapp.py	157	CODE
LOW	src/praisonai-bot/praisonai_bot/bots/_session.py	190	CODE
LOW	src/praisonai-bot/praisonai_bot/bots/_session.py	1064	CODE
LOW	src/praisonai-bot/praisonai_bot/bots/_protocol_mixin.py	973	CODE
LOW	src/praisonai-bot/praisonai_bot/bots/botos.py	135	CODE
LOW	src/praisonai-bot/praisonai_bot/integration/host_app.py	80	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/features/gateway.py	297	CODE
LOW	…c/praisonai-bot/praisonai_bot/cli/features/bots_cli.py	680	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/gateway.py	126	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/gateway.py	1293	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/gateway.py	2519	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/gateway.py	2581	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/bot.py	23	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/bot.py	126	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/bot.py	203	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/bot.py	284	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/bot.py	361	CODE
LOW	src/praisonai-bot/praisonai_bot/cli/commands/bot.py	433	CODE
235 more matches not shown…

Hallucination Indicators15 hits · 120 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	src/praisonai-agents/test_posthog_detailed.py	129	print(f" POSTHOG_AVAILABLE: {telemetry.logger.parent.manager.loggerDict.get('posthog', 'Not found')}")	CODE
CRITICAL	src/praisonai-agents/tests/unit/test_managed_backend.py	525	mock_client.beta.sessions.events.send.assert_called_once_with(	CODE
CRITICAL	…ai-agents/tests/unit/streaming/test_stream_fallback.py	103	agent._Agent__openai_client.sync_client.chat.completions.create.assert_called_once()	CODE
CRITICAL	…/praisonai-agents/praisonaiagents/llm/openai_client.py	2904	response = self.sync_client.beta.chat.completions.parse(	CODE
CRITICAL	…/praisonai-agents/praisonaiagents/llm/openai_client.py	2938	response = await self.async_client.beta.chat.completions.parse(	CODE
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	5115	final_response = await self._openai_client.async_client.chat.completions.create(	CODE
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	5578	completion = self._openai_client.sync_client.chat.completions.create(**completion_args)	CODE
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	5865	for followup_chunk in self._openai_client.sync_client.chat.completions.create(	CODE
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	3999	reflection_response = self._openai_client.sync_client.beta.chat.completions.parse(	STRING
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	4720	reflection_response = await self._openai_client.async_client.beta.chat.completions.p	STRING
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	4844	response = await self._openai_client.async_client.chat.completions.create(	STRING
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	4858	response = await self._openai_client.async_client.chat.completions.create(	STRING
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	4880	response = await self._openai_client.async_client.chat.completions.create(	STRING
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	4923	reflection_response = await self._openai_client.async_client.beta.chat.completions.p	STRING
CRITICAL	…c/praisonai-agents/praisonaiagents/agent/chat_mixin.py	4956	new_response = await self._openai_client.async_client.chat.completions.create(	STRING

Fake / Example Data86 hits · 96 pts

Severity	File	Line	Snippet	Context
LOW	examples/python/usecases/emergency-response.py	118	"location": "123 Main St",	CODE
LOW⚡	examples/security/security_example.py	154	"name": "John Doe",	CODE
LOW	examples/js/databases/redis-example.ts	26	await redis.hset('profile:123', 'phone', '555-1234');	CODE
LOW	examples/knowledge/large_corpus_strategy_demo.py	77	Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE
LOW	examples/knowledge/large_corpus_strategy_demo.py	77	Lorem ipsum dolor sit amet, consectetur adipiscing elit.	CODE
LOW⚡	…es/cookbooks/Industry_Templates/healthcare_template.py	119	{"name": "Jane Doe", "relationship": "spouse", "phone": "555-0123"}	CODE
LOW⚡	…es/cookbooks/Industry_Templates/healthcare_template.py	119	{"name": "Jane Doe", "relationship": "spouse", "phone": "555-0123"}	CODE
LOW	examples/mcp_server/mcp_elicitation_example.py	34	"name": "John Doe",	CODE
LOW	…sonai-bot/praisonai_bot/bots/_presentation_renderer.py	302	"placeholder": {	CODE
LOW	…sonai-bot/praisonai_bot/bots/_presentation_renderer.py	420	"placeholder": block.placeholder or "Select an option",	CODE
LOW	src/praisonai-bot/praisonai_bot/gateway/pairing.py	125	# Quote the username so principals containing spaces (e.g. "John Doe")	COMMENT
LOW	src/praisonai-bot/tests/unit/test_botos_yaml.py	36	"telegram": {"token": "fake-token"},	CODE
LOW⚡	src/praisonai-bot/tests/unit/bots/test_agentmail_bot.py	202	headers = {"from": "user@example.com", "subject": "Hello"}	CODE
LOW⚡	src/praisonai-bot/tests/unit/bots/test_agentmail_bot.py	222	assert is_blocked_sender("user@example.com") is False	CODE
LOW⚡	src/praisonai-bot/tests/unit/bots/test_agentmail_bot.py	228	assert extract_email_address("user@example.com") == "user@example.com"	CODE
LOW	src/praisonai-bot/tests/unit/bots/test_agentmail_bot.py	355	channel_id="user@example.com",	CODE
LOW	src/praisonai-bot/tests/unit/bots/test_agentmail_bot.py	376	channel_id="user@example.com",	CODE
LOW⚡	src/praisonai-bot/tests/unit/bots/test_email_bot.py	208	msg["From"] = "user@example.com"	CODE
LOW⚡	src/praisonai-bot/tests/unit/bots/test_email_bot.py	242	assert bot._is_blocked_sender("user@example.com") is False	CODE
LOW	src/praisonai-bot/tests/unit/cli/test_gateway_config.py	114	channels={"telegram": {"token": "fake-token"}},	CODE
LOW	src/praisonai-bot/tests/unit/cli/test_gateway_config.py	144	channels={"telegram": {"token": "fake-token"}},	CODE
LOW	src/praisonai-bot/tests/unit/cli/test_gateway_config.py	282	channels={"telegram": {"token": "fake-token"}},	CODE
LOW	src/praisonai-bot/tests/unit/cli/test_gateway_config.py	330	channels={"telegram": {"token": "fake-token"}},	CODE
LOW	src/praisonai-bot/tests/unit/cli/test_gateway_config.py	351	"channels": {"telegram": {"token": "fake-token"}},	CODE
LOW	src/praisonai-bot/tests/unit/cli/test_gateway_config.py	395	"channels": {"telegram": {"token": "fake-token"}},	CODE
LOW	src/praisonai-bot/tests/unit/cli/test_gateway_config.py	429	"channels": {"telegram": {"token": "fake-token"}},	CODE
LOW⚡	src/praisonai/tests/unit/test_discord_approval.py	23	backend = DiscordApproval(token="fake-token", channel_id="123")	CODE
LOW⚡	src/praisonai/tests/unit/test_discord_approval.py	29	backend = DiscordApproval(token="fake-token", channel_id="123")	CODE
LOW⚡	src/praisonai/tests/unit/test_discord_approval.py	35	backend = DiscordApproval(token="fake-token", channel_id="123")	CODE
LOW⚡	src/praisonai/tests/unit/test_telegram_approval.py	24	backend = TelegramApproval(token="fake-token", chat_id="123")	CODE
LOW⚡	src/praisonai/tests/unit/test_telegram_approval.py	30	backend = TelegramApproval(token="fake-token", chat_id="123")	CODE
LOW⚡	src/praisonai/tests/unit/test_telegram_approval.py	37	backend = TelegramApproval(token="fake-token", chat_id="123")	CODE
LOW	src/praisonai/tests/unit/cli/test_git_integration.py	133	["git", "config", "user.email", "test@test.com"],	CODE
LOW	src/praisonai/tests/unit/cli/test_git_integration.py	156	["git", "config", "user.email", "test@test.com"],	CODE
LOW	src/praisonai/tests/unit/cli/test_git_integration.py	180	["git", "config", "user.email", "test@test.com"],	CODE
LOW	src/praisonai/tests/unit/cli/test_git_integration.py	208	["git", "config", "user.email", "test@test.com"],	CODE
LOW	src/praisonai/tests/unit/cli/test_git_integration.py	344	["git", "config", "user.email", "test@test.com"],	CODE
LOW	src/praisonai/tests/integration/test_bot_protocol.py	29	return TelegramBot(token="fake-token", agent=MockAgent())	CODE
LOW	src/praisonai/tests/integration/test_bot_protocol.py	70	return DiscordBot(token="fake-token", agent=MockAgent())	CODE
LOW	src/praisonai/tests/integration/test_bot_protocol.py	97	return SlackBot(token="fake-token", agent=MockAgent())	CODE
LOW	src/praisonai/tests/integration/test_bot_protocol.py	124	return WhatsAppBot(token="fake-token", phone_number_id="123", agent=MockAgent(), verify_token="v")	CODE
LOW	src/praisonai/praisonai/ui/config/translations/mr.json	125	"placeholder": "\u0924\u0941\u092e\u091a\u093e \u092e\u0947\u0938\u0947\u091c \u0907\u0925\u0947	CODE
LOW	src/praisonai/praisonai/ui/config/translations/bn.json	125	"placeholder": "\u098f\u0996\u09be\u09a8\u09c7 \u0986\u09aa\u09a8\u09be\u09b0 \u09ac\u09be\u09b0	CODE
LOW	src/praisonai/praisonai/ui/config/translations/ta.json	125	"placeholder": "\u0b89\u0b99\u0bcd\u0b95\u0bb3\u0bcd \u0b9a\u0bc6\u0baf\u0bcd\u0ba4\u0bbf\u0baf\	CODE
LOW	…/praisonai/praisonai/ui/config/translations/zh-CN.json	123	"placeholder": "\u5728\u8fd9\u91cc\u8f93\u5165\u60a8\u7684\u6d88\u606f..."	CODE
LOW	src/praisonai/praisonai/ui/config/translations/ml.json	125	"placeholder": "\u0d28\u0d3f\u0d19\u0d4d\u0d19\u0d33\u0d41\u0d1f\u0d46 \u0d38\u0d28\u0d4d\u0d26\	CODE
LOW	src/praisonai/praisonai/ui/config/translations/kn.json	125	"placeholder": "\u0ca8\u0cbf\u0cae\u0ccd\u0cae \u0cb8\u0c82\u0ca6\u0cc7\u0cb6\u0cb5\u0ca8\u0ccd\	CODE
LOW	src/praisonai/praisonai/ui/config/translations/gu.json	125	"placeholder": "\u0aa4\u0aae\u0abe\u0ab0\u0acb \u0ab8\u0a82\u0aa6\u0ac7\u0ab6\u0acb \u0a85\u0ab9	CODE
LOW	src/praisonai/praisonai/ui/config/translations/hi.json	125	"placeholder": "\u0905\u092a\u0928\u093e \u0938\u0902\u0926\u0947\u0936 \u092f\u0939\u093e\u0901	CODE
LOW	src/praisonai/praisonai/ui/config/translations/te.json	125	"placeholder": "\u0c2e\u0c40 \u0c38\u0c02\u0c26\u0c47\u0c36\u0c3e\u0c28\u0c4d\u0c28\u0c3f \u0c07	CODE
LOW	…/praisonai/praisonai/ui/config/translations/he-IL.json	125	"placeholder": "\u05db\u05ea\u05d5\u05d1 \u05d4\u05d5\u05d3\u05e2\u05d4 \u05db\u05d0\u05df..."	CODE
LOW	…/praisonai/praisonai/ui/config/translations/en-US.json	123	"placeholder": "Type your message here..."	CODE
LOW	src/praisonai-rust/praisonai/src/bots/mod.rs	14	//! .display_name("John Doe");	COMMENT
LOW	src/praisonai-rust/praisonai/src/bots/mod.rs	525	.display_name("John Doe")	CODE
LOW	src/praisonai-rust/praisonai/src/bots/mod.rs	530	assert_eq!(user.display_name, Some("John Doe".to_string()));	CODE
LOW	…raisonai-ts/tests/unit/agent/structured-output.test.ts	60	// expect(result.structured.name).toBe('John Doe');	COMMENT
LOW	src/praisonai-agents/tests/unit/test_jira_tools.py	90	mock_issue.fields.assignee.displayName = "John Doe"	CODE
LOW	src/praisonai-agents/tests/unit/test_jira_tools.py	110	assert "John Doe" in result	CODE
LOW	src/praisonai-agents/tests/unit/test_jira_tools.py	141	mock_issue1.fields.assignee.displayName = "John Doe"	CODE
LOW	src/praisonai-agents/tests/unit/test_jira_tools.py	197	mock_issue.fields.assignee.displayName = "John Doe"	CODE
26 more matches not shown…

Example Usage Blocks42 hits · 64 pts

Severity	File	Line	Snippet	Context
LOW	examples/python/general/structured_response_example.py	77	# Example usage	STRING
LOW	examples/python/handoff/handoff_basic.py	70	# Example usage	COMMENT
LOW	examples/python/handoff/handoff_advanced.py	116	# Example usage	COMMENT
LOW	examples/python/concepts/chat-with-pdf.py	34	# Example usage	COMMENT
LOW	examples/python/usecases/secondary-market-research.py	285	# Example usage	COMMENT
LOW⚡	…ples/python/usecases/analysis/hackathon-judge-agent.py	129	# Example usage	COMMENT
LOW	…mples/python/usecases/analysis/code-analysis-agents.py	101	# Example usage	STRING
LOW	examples/workflows/publish-pypi.yaml	2	# Usage:	COMMENT
LOW	examples/workflows/file-actions-demo.yaml	13	# Usage:	COMMENT
LOW	examples/workflows/yaml-actions-demo.yaml	6	# Usage:	COMMENT
LOW	examples/mcp/cli_tools_example.sh	10	# Usage:	COMMENT
LOW	examples/yaml/bot.yaml	3	# Usage:	COMMENT
LOW	examples/yaml/a2ui-canvas.yaml	3	# Usage:	COMMENT
LOW	examples/yaml/video_heygen_elevenlabs.yaml	9	# Usage:	COMMENT
LOW	examples/yaml/agentmail-bot.yaml	5	# Usage:	COMMENT
LOW	examples/yaml/agent-with-mcp.yaml	6	# Usage:	COMMENT
LOW	…es/cookbooks/Industry_Templates/healthcare_template.py	452	# Example usage	COMMENT
LOW	…ookbooks/Industry_Templates/transportation_template.py	566	# Example usage	COMMENT
LOW	…s/cookbooks/Industry_Templates/agriculture_template.py	514	# Example usage	COMMENT
LOW	…amples/cookbooks/Industry_Templates/energy_template.py	355	# Example usage	COMMENT
LOW	…cookbooks/Industry_Templates/manufacturing_template.py	273	# Example usage	COMMENT
LOW	examples/async_runs/cli_submit_poll_result.sh	13	# Usage:	COMMENT
LOW	examples/async_runs/sse_stream.sh	9	# Usage:	COMMENT
LOW	examples/async_runs/cancel.sh	9	# Usage:	COMMENT
LOW	examples/async_runs/idempotency.sh	10	# Usage:	COMMENT
LOW	src/praisonai/examples/recipe_runtime_example.yaml	83	# Example usage	COMMENT
LOW	src/praisonai/examples/mcp/cli_tools_example.sh	10	# Usage:	COMMENT
LOW	src/praisonai/scripts/verify_tui_real_keys.sh	7	# Usage:	COMMENT
LOW⚡	src/praisonai-agents/tests/hackathon-judge-agent.py	127	# Example usage	COMMENT
LOW	src/praisonai-agents/tests/code-analysis-agents.py	94	# Example usage	STRING
LOW⚡	…c/praisonai-agents/tests/hackathon-judge-agent-code.py	127	# Example usage	COMMENT
LOW	…/praisonai-agents/tests/structured_response_example.py	78	# Example usage	STRING
LOW	…praisonai-agents/praisonaiagents/tools/spider_tools.py	508	# Example usage	COMMENT
LOW	…/praisonai-agents/praisonaiagents/tools/shell_tools.py	632	# Example usage	COMMENT
LOW⚡	…praisonai-agents/praisonaiagents/tools/tavily_tools.py	558	# Example usage	COMMENT
LOW	…c/praisonai-agents/praisonaiagents/tools/file_tools.py	581	# Example usage	COMMENT
LOW⚡	…sonai-agents/praisonaiagents/tools/duckduckgo_tools.py	76	# Example usage	COMMENT
LOW⚡	…isonai-agents/praisonaiagents/tools/youdotcom_tools.py	499	# Example usage	COMMENT
LOW	…aisonai-agents/praisonaiagents/tools/crawl4ai_tools.py	672	# Example usage	COMMENT
LOW	src/praisonai-agents/praisonaiagents/tools/exa_tools.py	703	# Example usage	COMMENT
LOW	…raisonai-agents/praisonaiagents/tools/searxng_tools.py	94	# Example usage	COMMENT
LOW	…agents/praisonaiagents/tools/train/data/generatecot.py	457	# Usage example:	COMMENT

Overly Generic Function Names45 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	examples/python/performance_monitoring_demo.py	52	def process_data(data_size: int):	CODE
LOW	examples/python/performance_monitoring_demo.py	280	print(" def my_function():")	CODE
LOW	examples/python/general/autonomous-agent.py	12	def perform_action(state: str):	CODE
LOW	examples/python/custom_tools/hosted_server.py	61	def handle_request(self, request_data: Dict[str, Any]) -> Dict[str, Any]:	CODE
LOW	…amples/python/monitoring/08_custom_tools_monitoring.py	24	def process_data(data: str, operation: str = "analyze") -> str:	CODE
LOW	examples/terminal_bench/test_agent_comparison.py	66	def run_task(self, task: dict) -> dict:	CODE
LOW	examples/terminal_bench/test_agent_comparison.py	118	def run_task(self, task: dict) -> dict:	CODE
LOW	examples/checkpoints/basic_checkpoints.py	68	new_file.write_text("def helper():\n return 'I help!'\n")	CODE
LOW	examples/eval/performance_example.py	47	def my_function():	CODE
LOW	…aisonai-code/tests/unit/test_project_tool_discovery.py	40	def helper():	CODE
LOW	src/praisonai/tests/unit/test_decorator_simple.py	31	def test_function(message="test"):	CODE
LOW	src/praisonai/tests/unit/test_decorator_enforcement.py	27	def test_function(command: str) -> str:	CODE
LOW	src/praisonai/tests/unit/test_agent_refactor.py	223	def my_function():	CODE
LOW⚡	src/praisonai/tests/unit/agent/test_type_casting.py	35	def test_function(count: int) -> str:	CODE
LOW	src/praisonai/tests/unit/agent/test_type_casting.py	51	def test_function(price: float) -> str:	CODE
LOW	src/praisonai/tests/unit/agent/test_type_casting.py	65	def test_function(enabled: bool) -> str:	CODE
LOW	src/praisonai/tests/unit/agent/test_type_casting.py	87	def test_function(count: int, price: float, enabled: bool, name: str) -> str:	CODE
LOW	src/praisonai/tests/unit/agent/test_type_casting.py	117	def test_function(value):	CODE
LOW	src/praisonai/tests/unit/agent/test_type_casting.py	132	def test_function(count: int) -> str:	CODE
LOW	src/praisonai/tests/unit/agent/test_type_casting.py	148	def test_function(count: int) -> str:	CODE
LOW	src/praisonai/tests/unit/agent/test_type_casting.py	163	def test_function(optional_count: int = None) -> str:	CODE
LOW⚡	src/praisonai/tests/unit/cli/test_repo_map.py	49	signature="def my_function(x, y):"	CODE
LOW⚡	src/praisonai/tests/unit/cli/test_repo_map.py	51	assert symbol.signature == "def my_function(x, y):"	CODE
LOW	src/praisonai/tests/unit/cli/test_repo_map.py	191	def my_function(x, y):	CODE
LOW⚡	src/praisonai/praisonai/profiler.py	992	def my_function():	STRING
LOW	src/praisonai/praisonai/profiler.py	25	def my_function():	STRING
LOW	src/praisonai/praisonai/profiler.py	1250	def my_function():	STRING
LOW	src/praisonai/praisonai/recipe/server.py	219	def handle_request(	CODE
LOW⚡	src/praisonai-agents/test_all_optimizations.py	25	def test_function(x: int) -> int:	CODE
LOW	src/praisonai-agents/08_custom_tools_monitoring.py	24	def process_data(data: str, operation: str = "analyze") -> str:	CODE
LOW	src/praisonai-agents/performance_monitoring_demo.py	50	def process_data(data_size: int):	CODE
LOW	src/praisonai-agents/performance_monitoring_demo.py	279	print(" def my_function():")	CODE
LOW	src/praisonai-agents/tests/autonomous-agent.py	12	def perform_action(state: str):	CODE
LOW	src/praisonai-agents/tests/telemetry_example.py	128	def process_data(data):	CODE
LOW⚡	src/praisonai-agents/tests/test_tool_schema_parity.py	86	def test_function(query: str, count: int = 1) -> str:	CODE
LOW	src/praisonai-agents/tests/test_workflow_patterns.py	907	def process_data(ctx: WorkflowContext) -> StepResult:	CODE
LOW	…aisonai-agents/tests/unit/runtime/test_turn_context.py	206	def test_function(query: str) -> str:	CODE
LOW⚡	src/praisonai-agents/tests/unit/rag/test_summarizer.py	73	f.write("def helper():\n return True")	CODE
LOW	…nit/process/test_decision_routing_strips_whitespace.py	32	def execute_task(self, task, context=None, **kw):	CODE
LOW	…nai-agents/tests/integration/test_large_context_e2e.py	136	f.write("# Utilities\ndef helper(): return True")	CODE
LOW	src/praisonai-agents/praisonaiagents/agents/agents.py	2265	def execute_task(self, task_id):	CODE
LOW	src/praisonai-agents/praisonaiagents/agents/agents.py	2309	def run_task(self, task_id):	CODE
LOW	…/praisonai-agents/praisonaiagents/utils/deprecation.py	151	def my_function(old_param=None, new_param=None):	STRING
LOW	…sonai-agents/praisonaiagents/agent/message_steering.py	210	def run_task():	STRING
LOW	…gents/praisonaiagents/telemetry/performance_monitor.py	119	def my_function():	STRING

Synthetic Comment Markers4 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	examples/python/save_output/05_output_config_file.py	30	Generated by AI	COMMENT
HIGH	…c/praisonai-code/praisonai_code/cli/features/skills.py	153	# Use AI-generated content	COMMENT
HIGH	src/praisonai-agents/test_issue_896_demo.py	11	Author: Generated by Claude Code	STRING
HIGH	…sonai-agents/praisonaiagents/config/feature_configs.py	783	# Example: "# {{title}}\n\n{{content}}\n\n---\nGenerated by AI"	COMMENT

Cross-Language Confusion (JS/TS)3 hits · 18 pts

Severity	File	Line	Snippet	Context
HIGH	src/praisonai-ts/src/agent/simple.ts	611	* `except Exception ... return None` arms at the end of `_chat_impl`), so	COMMENT
HIGH	…praisonai-ts/src/cli/features/enhanced-flow-display.ts	247	print(steps: FlowStep[]): void {	CODE
HIGH	src/praisonai-ts/src/cli/features/interactive-tui.ts	262	print(): void {	CODE

Slop Phrases4 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	examples/context/12_multi_agent_context.py	168	# For shared context, you can use a dedicated "team" ledger	COMMENT
MEDIUM	…ol/Health_Fitness_Agents/Air_Quality_Analysis_Agent.py	95	# User input (you can change these for other locations)	STRING
MEDIUM	src/praisonai-train/praisonai_train/data/checks.py	16	r"(as an ai\b\|as a language model\|i cannot\b\|i can'?t\b\|i'?m sorry,? but\|"	CODE
MEDIUM	src/praisonai-ts/src/conditions/index.ts	111	// This is a basic implementation for common cases	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	src/praisonai/tests/live/interactive/scenarios.py	232	"First, create a file called task.py with: # TODO: implement",	CODE

Maintenance and Governance Review

Risk Review · v3

What These Metrics Mean

Pattern-Signal History

Severity Breakdown

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Pattern Findings