llms.blog
MCP6 articles

MCP

Articles

  • Model Context Protocol (MCP) in Production AI Agents: Architecture, Transport Layers, Security Sandboxing, and Tool Federation

    Model Context Protocol (MCP) in Production AI Agents: Architecture, Transport Layers, Security Sandboxing, and Tool Federation The transition from standalone large language models to autonomous agentic systems has introduced an integration scaling problem. Early agent implementations relied on proprietary, ad hoc function-calling wrappers written specifically for each model provider or orchestration framework. Connecting $M$ distinct agent runtimes to $N$ enterprise data stores and developer to

    1 min

  • Anthropic Previews Model Hardware Standard for AI-Driven Lab and Industrial Automation

    Anthropic has announced a research preview of the Model Hardware Standard (MHS), an open specification designed to let AI agents discover, interface with, and control programmable physical equipment. The framework extends the software-level capabilities of autonomous models into scientific laboratories, robotics cells, and advanced manufacturing environments. Originating from a collaborative effort between Anthropic and the Howard Hughes Medical Institute (HHMI) Janelia Research Campus, the pro

    1 min

  • Model Context Protocol (MCP) in Production AI Agents: Architecture, Transport Layers, Security Sandboxing, and Tool Federation

    Model Context Protocol (MCP) in Production AI Agents: Architecture, Transport Layers, Security Sandboxing, and Tool Federation The transition from standalone large language models to autonomous agentic systems has introduced an integration scaling problem. Early agent implementations relied on proprietary, ad hoc function-calling wrappers written specifically for each model provider or orchestration framework. Connecting $M$ distinct agent runtimes to $N$ enterprise data stores and developer to

    1 min

  • Salesforce and Anthropic Launch Claudeforce to Embed CRM Workflows Directly in Claude CoWork

    Salesforce and Anthropic have announced Claudeforce, an enterprise integration that connects Salesforce's customer relationship management database directly into Anthropic's Claude CoWork environment. The integration centers on a dedicated plugin called Salesforce in Claude, which launches with 37 pre-configured sales skills. These skills allow sales representatives and account executives to review pipeline health, prepare for client meetings, synthesize account histories, and update customer r

    1 min

  • AWS Backs Open Agentic Resource Discovery Specification for Agent Registry Federation

    Amazon Web Services announced support for the Agentic Resource Discovery (ARD) open specification, detailing how the federation standard will integrate with AWS Agent Registry, its managed catalog for AI agents, tools, and skills currently in preview within Amazon Bedrock AgentCore. The alignment targets cross-platform discovery across heterogeneous enterprise stacks. While AWS Agent Registry provides centralized indexing and access controls within an AWS environment, real-world deployments fre

    1 min

  • HoneyBook Launches Claude MCP Connector for Autonomous Small Business CRM

    Small-business CRM platform HoneyBook has rolled out an official integration for Anthropic's Claude built on the Model Context Protocol (MCP). The connector exposes structured customer records, project timelines, and billing systems to conversational AI agents, allowing service professionals to run client workflows through natural language interfaces. While large enterprises have increasingly deployed autonomous AI agents into core enterprise resource planning systems, smaller operators face st

    1 min