Name		Name	Last commit message	Last commit date
parent directory ..
agent_loader		agent_loader
communication_examples		communication_examples
conversation_cache_examples		conversation_cache_examples
misc		misc
swarms_api		swarms_api
telemetry		telemetry
README.md		README.md
class_to_base_model.py		class_to_base_model.py
fetch_prompt.py		fetch_prompt.py
litellm_connect_issue.py		litellm_connect_issue.py
litellm_network_error_handling.py		litellm_network_error_handling.py
skills_load.py		skills_load.py

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

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