swarms/examples/utils/README.md

Utils Examples

This directory contains utility examples and helper functions for various Swarms operations.

Agent Loader

• agent_loader_demo.py - Agent loading demonstration
• claude_code_compatible.py - Claude code compatibility
• finance_advisor.md - Finance advisor documentation
• multi_agents_loader_demo.py - Multi-agent loading demo

Communication Examples

• duckdb_agent.py - DuckDB database agent
• pulsar_conversation.py - Apache Pulsar messaging
• redis_conversation.py - Redis-based conversations
• sqlite_conversation.py - SQLite conversation storage

Concurrent Wrapper

• concurrent_wrapper_examples.py - Concurrent execution wrapper examples

Miscellaneous

• agent_map_test.py - Agent mapping testing
• conversation_simple.py - Simple conversation handling
• conversation_test_truncate.py - Conversation truncation testing
• conversation_test.py - Conversation testing
• csvagent_example.py - CSV processing agent
• dict_to_table.py - Dictionary to table conversion
• swarm_matcher_example.py - Swarm matching utilities
• test_load_conversation.py - Conversation loading tests
• visualizer_test.py - Visualization testing

AOP (Aspect-Oriented Programming)

• client.py - AOP client implementation
• test_aop.py - AOP testing

Conversation Structure

• conversation_example_supabase.py - Supabase conversation example

Telemetry

• class_method_example.py - Class method telemetry
• example_decorator_usage.py - Decorator usage examples