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Agentic Frameworks and Protocols

  • LLMs, while powerful, have limitations in answering questions based on their training knowledge.
  • Agentic frameworks have expanded LLM functionalities, including reasoning, internet search, and deep research.
  • Agents are workflows around LLMs that make choices around tools needed for specific tasks.
  • Langgraph is a popular agentic framework that enables creating workflows around LLMs.
  • MCP protocol by Anthropic connects AI models to different data sources and tools across the Internet.
  • MCP allows clients to access agent components together in a standardized and secure manner.
  • A2A protocol focuses on agent collaboration and complements MCP for connecting sub-agents.
  • Both MCP and A2A frameworks use Starlette for web services but differ in protocol methods and formats.
  • MCP and A2A enable easy setup, communication, and resource access for agents, aiding in integration of LLMs.
  • Open-source MCP and A2A facilitate organizations to build and share agents, enabling seamless communication across systems.

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