# Utils Examples This directory contains utility examples and helper functions for various Swarms operations. ## Agent Loader - [agent_loader_demo.py](agent_loader/agent_loader_demo.py) - Agent loading demonstration - [claude_code_compatible.py](agent_loader/claude_code_compatible.py) - Claude code compatibility - [finance_advisor.md](agent_loader/finance_advisor.md) - Finance advisor documentation - [multi_agents_loader_demo.py](agent_loader/multi_agents_loader_demo.py) - Multi-agent loading demo ## Communication Examples - [duckdb_agent.py](communication_examples/duckdb_agent.py) - DuckDB database agent - [pulsar_conversation.py](communication_examples/pulsar_conversation.py) - Apache Pulsar messaging - [redis_conversation.py](communication_examples/redis_conversation.py) - Redis-based conversations - [sqlite_conversation.py](communication_examples/sqlite_conversation.py) - SQLite conversation storage ## Concurrent Wrapper - [concurrent_wrapper_examples.py](concurrent_wrapper_examples.py) - Concurrent execution wrapper examples ## Miscellaneous - [agent_map_test.py](misc/agent_map_test.py) - Agent mapping testing - [conversation_simple.py](misc/conversation_simple.py) - Simple conversation handling - [conversation_test_truncate.py](misc/conversation_test_truncate.py) - Conversation truncation testing - [conversation_test.py](misc/conversation_test.py) - Conversation testing - [csvagent_example.py](misc/csvagent_example.py) - CSV processing agent - [dict_to_table.py](misc/dict_to_table.py) - Dictionary to table conversion - [swarm_matcher_example.py](misc/swarm_matcher_example.py) - Swarm matching utilities - [test_load_conversation.py](misc/test_load_conversation.py) - Conversation loading tests - [visualizer_test.py](misc/visualizer_test.py) - Visualization testing ### AOP (Aspect-Oriented Programming) - [client.py](misc/aop/client.py) - AOP client implementation - [test_aop.py](misc/aop/test_aop.py) - AOP testing ### Conversation Structure - [conversation_example_supabase.py](misc/conversation_structure/conversation_example_supabase.py) - Supabase conversation example ## Telemetry - [class_method_example.py](telemetry/class_method_example.py) - Class method telemetry - [example_decorator_usage.py](telemetry/example_decorator_usage.py) - Decorator usage examples