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DeeperML - #modelcontextprotocol

Priyansh Khodiyar@CustomGPT //
The Model Context Protocol (MCP) is gaining momentum as a key framework for standardizing interactions between AI agents and various applications. Developed initially by Anthropic, MCP aims to provide a universal method for AI models to connect with external tools, data sources, and systems, similar to how USB-C streamlines connections for devices. Microsoft is actively embracing this protocol, introducing MCP servers for its Dynamics 365 platform. Furthermore, companies are integrating MCP into their APIs, indicating a widespread movement towards its adoption.

The core challenge MCP addresses is the current fragmented and inconsistent nature of AI integrations. Without a standardized protocol, developers often resort to custom code and brittle integrations, leading to systems that are difficult to maintain and scale. MCP standardizes how context is defined, passed, and validated, ensuring that AI agents receive the correct information in the right format, regardless of the data source. This standardization promises to alleviate the "It Works on My Machine… Sometimes" syndrome, where AI applications function inconsistently across different environments.

MCP's adoption is expected to pave the way for more autonomous enterprises and smarter systems. Microsoft envisions a future where AI agents proactively identify problems, suggest solutions, and maintain context across conversations, thereby transforming workflows across diverse fields such as marketing and software engineering. The evolution of identity standards, particularly OAuth, is crucial to secure agent access across connected systems, ensuring a robust and reliable ecosystem for AI agent interactions. This collaborative effort to build standards will empower the next generation of AI agents to operate effectively and securely.

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References :
  • CustomGPT: Problems MCP Model Context Protocol solves
  • hackernoon.com: AI Agents, MCP Protocols, and the Future of Smart Systems
  • www.madrona.com: The End of Biz Apps? AI, Agility, and The Agent-Native Enterprise from Microsoft CVP Charles Lamanna
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@www.microsoft.com //
Microsoft is leading the charge in AI-driven automation with the introduction of new tools and protocols designed to empower businesses through AI agents. At Microsoft Build 2025, the company announced the Model Context Protocol (MCP) servers for Microsoft Dynamics 365 ERP and CRM business applications. These servers aim to streamline the integration of AI agents into business processes, enabling customers and partners to build AI-powered agents more quickly and efficiently. This move is part of a broader vision of the "autonomous enterprise," where AI and automation drive innovation and adaptation.

Microsoft's initiatives also include advancements in agentic user experience (AUX). The company recently unveiled Magentic-UI, an open-source agentic web interface built on the Magentic-One architecture. Magentic-UI is designed to support complex, multi-step task workflows through human-AI collaboration. By combining large language models (LLMs), containerized execution environments, and real-time user feedback, Magentic-UI offers a cohesive platform for dynamic and secure task automation, moving beyond simple chat interfaces to provide more sophisticated agent interactions.

In addition to these developments, Microsoft is also focused on ensuring the security and interoperability of AI agents. The company recognizes the need for evolving identity standards, particularly OAuth, to manage how agents access data and act across connected systems. Microsoft has launched the public preview of its Conditional Access Optimizer Agent, a multi-functional AI agent that analyzes an organization's Conditional Access policies, identifies security gaps, and recommends policy improvements. Furthermore, Microsoft is investing in agents for developer and operations workflows, such as SWE and SRE agents, to boost productivity in application development and maintenance, reinforcing the importance of standardization in the AI ecosystem.

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References :
  • hackernoon.com: AI Agents, MCP Protocols, and the Future of Smart Systems
  • Microsoft Security Blog: Read about how Microsoft is building a robust and sophisticated set of agents.
  • TheSequence: Microsoft's release provides a UX that highlights new ideas for agentic interactions.
  • www.microsoft.com: At Microsoft Build 2025, we’re excited to announce the new Model Context Protocol (MCP) servers for Microsoft Dynamics 365 ERP and CRM business applications.
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@www.eweek.com //
Microsoft is embracing the Model Context Protocol (MCP) as a core component of Windows 11, aiming to transform the operating system into an "agentic" platform. This integration will enable AI agents to interact seamlessly with applications, files, and services, streamlining tasks for users without requiring manual inputs. Announced at the Build 2025 developer conference, this move will allow AI agents to carry out tasks across apps and services.

MCP functions as a lightweight, open-source protocol that allows AI agents, apps, and services to share information and access tools securely. It standardizes communication, making it easier for different applications and agents to interact, whether they are local tools or online services. Windows 11 will enforce multiple security layers, including proxy-mediated communication and tool-level authorization.

Microsoft's commitment to AI agents also includes the NLWeb project, designed to transform websites into conversational interfaces. NLWeb enables users to interact directly with website content through natural language, without needing apps or plugins. Furthermore, the NLWeb project turns supported websites into MCP servers, allowing agents to discover and utilize the site’s content. GenAIScript has also been updated to enhance security of Model Context Protocol (MCP) tools, addressing vulnerabilities. Options for tools signature hashing and prompt injection detection via content scanners provide safeguards across tool definitions and outputs.

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References :
  • Ken Yeung: AI Agents Are Coming to Windows—Here’s How Microsoft Is Making It Happen
  • www.eweek.com: Microsoft’s Big Bet on AI Agents: Model Context Protocol in Windows 11
  • www.marktechpost.com: Critical Security Vulnerabilities in the Model Context Protocol (MCP): How Malicious Tools and Deceptive Contexts Exploit AI Agents
  • GenAIScript | Blog: MCP Tool Validation
  • Ken Yeung: Microsoft’s NLWeb Project Turns Websites into Conversational Interfaces for AI Agents
  • blogs.microsoft.com: Microsoft Build 2025: The age of AI agents and building the open agentic web
  • www.eweek.com: Microsoft’s Big Bet on AI Agents: Model Context Protocol in Windows 11
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