RT Avi Chawla (@_avichawla)LangGraph.CrewAI.Agno.Which one to pick?The good news is that this will not matter soon!Finally, we have a full picture of how the industry is solving this with just three open protocols that work across ALL frameworks.It's not about picking the best framework.Instead, it's about understanding how protocols create interoperability.The Agent Protocol Landscape shows how three complementary protocols are creating a universal language for Agents:> AG-UI (Agent-User Interaction):- The ...

LangGraph.CrewAI.Agno.Which one to pick?The good news is that this will not matter soon!Finally, we have a full picture of how the industry is solving this with just three open protocols that work across ALL frameworks.It's not about picking the best framework.Instead, it's about understanding how protocols create interoperability.The Agent Protocol Landscape shows how three complementary protocols are creating a universal language for Agents:> AG-UI (Agent-User Interaction):- The bi-directional connection ...

MCP Ecosystem & Specification - The Model Context Protocol (MCP) ecosystem is still in its early stages, with significant room for growth and development [2][3] - The industry emphasizes the importance of adopting the full MCP specification to unlock rich, stateful interactions between agents [9] - The industry acknowledges a gap in MCP implementation, with a tendency to treat it as just another API wrapper [5] - Technical barriers, including missing support in clients, SDKs, documentation, and references, contribute to the limited adoption of the full MCP spec [6] - The industry highlights the need for developers to stay updated with the latest MCP specification and provide feedback on draft features [29] Tools & Dynamic Discovery - Tools are the most immediately successful aspect of MCP, but overuse can lead to quality problems and AI confusion [7][11][12] - Dynamic tool discovery allows servers to provide context-aware tools, enhancing the user experience [16][17][18] - VS Code offers user controls like per-chat tool selection and user-defined tool sets to manage tool complexity [13][15] Resources & Sampling - Resources provide a semantic layer for exposing files and data to both the LLM and the user, enabling more dynamic and stateful interactions [19][20] - Sampling allows servers to request LLM completions from the client, enabling progressive enhancement and interesting functionalities [22][23][24] Developer Experience & Community - The industry recognizes the need for improved developer experience when working on MCP servers, including debugging and logging [26] - VS Code offers a dev mode with debugging capabilities for MCP servers, simplifying the development process [26][27][28] - A community registry is being developed to facilitate the discovery of MCP servers [32]