# 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

## 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
