Implement LlamaIndex RAG and MCP for Data Collection

Implement the 'Market Data Analyst' agent using LlamaIndex for advanced RAG. Set up a knowledge base with simulated industry reports and news articles. Develop MCP tools to interact with a mock 'FinancialDataAPI' and 'NewsAggregatorAPI' to retrieve real-time data. This agent should be capable of handling dynamic data queries.