from swarms import Agent from swarms.structs.aop import ( AOP, ) # Create specialized agents research_agent = Agent( agent_name="Research-Agent", agent_description="Expert in research, data collection, and information gathering", model_name="anthropic/claude-sonnet-4-5", max_loops=1, top_p=None, dynamic_temperature_enabled=True, system_prompt="""You are a research specialist. Your role is to: 1. Gather comprehensive information on any given topic 2. Analyze data from multiple sources 3. Provide well-structured research findings 4. Cite sources and maintain accuracy 5. Present findings in a clear, organized manner Always provide detailed, factual information with proper context.""", ) analysis_agent = Agent( agent_name="Analysis-Agent", agent_description="Expert in data analysis, pattern recognition, and generating insights", model_name="anthropic/claude-sonnet-4-5", max_loops=1, top_p=None, dynamic_temperature_enabled=True, system_prompt="""You are an analysis specialist. Your role is to: 1. Analyze data and identify patterns 2. Generate actionable insights 3. Create visualizations and summaries 4. Provide statistical analysis 5. Make data-driven recommendations Focus on extracting meaningful insights from information.""", ) writing_agent = Agent( agent_name="Writing-Agent", agent_description="Expert in content creation, editing, and communication", model_name="anthropic/claude-sonnet-4-5", max_loops=1, top_p=None, dynamic_temperature_enabled=True, system_prompt="""You are a writing specialist. Your role is to: 1. Create engaging, well-structured content 2. Edit and improve existing text 3. Adapt tone and style for different audiences 4. Ensure clarity and coherence 5. Follow best practices in writing Always produce high-quality, professional content.""", ) code_agent = Agent( agent_name="Code-Agent", agent_description="Expert in programming, code review, and software development", model_name="anthropic/claude-sonnet-4-5", max_loops=1, top_p=None, dynamic_temperature_enabled=True, system_prompt="""You are a coding specialist. Your role is to: 1. Write clean, efficient code 2. Debug and fix issues 3. Review and optimize code 4. Explain programming concepts 5. Follow best practices and standards Always provide working, well-documented code.""", ) financial_agent = Agent( agent_name="Financial-Agent", agent_description="Expert in financial analysis, market research, and investment insights", model_name="anthropic/claude-sonnet-4-5", max_loops=1, top_p=None, dynamic_temperature_enabled=True, system_prompt="""You are a financial specialist. Your role is to: 1. Analyze financial data and markets 2. Provide investment insights 3. Assess risk and opportunities 4. Create financial reports 5. Explain complex financial concepts Always provide accurate, well-reasoned financial analysis.""", ) # Basic usage - individual agent addition deployer = AOP("MyAgentServer", verbose=True, port=5932) agents = [ research_agent, analysis_agent, writing_agent, code_agent, financial_agent, ] deployer.add_agents_batch(agents) deployer.run()