Posts tagged with "MCP"

Found 7 posts

AI & Cloud Infrastructure
August 30, 2026

Anthropic's Model Hardware Standard: agents meet machines

Anthropic's Model Hardware Standard, released as a research preview on 27 August, gives AI agents a standard way to operate microscopes, liquid handlers and robotic arms through read and write primitives exposed over MCP. Launch partners report instrument integrations in hours instead of weeks, and the timing puts agent-operated hardware on a collision course with the EU Machinery Regulation that applies from January 2027.

Model Hardware Standard
MHS
Anthropic
AI Agents
MCP
Lab Automation
Manufacturing
EU Machinery Regulation
AI Act
By Falak Mahmood
AI & Cloud Infrastructure
August 24, 2026

MCP's new roadmap: five priorities after the stateless spec

The MCP core maintainers published a new roadmap on 22 August 2026, four weeks after the 2026-07-28 spec made the protocol core stateless: five priorities covering agentic messaging, HTTP-native transport unification, agent identity with DPoP and Workload Identity Federation, improved primitives, and SDK developer experience. Here is how Azure-first EU teams should sort that list into adopt now, prepare, and watch.

MCP
Model Context Protocol
MCP Roadmap
AI Agents
Azure API Management
Entra Workload ID
DPoP
Workload Identity Federation
Azure Container Apps
By Falak Mahmood
AI & Cloud Infrastructure
July 30, 2026

The MCP 2026-07-28 spec is final: your Azure migration plan

The Model Context Protocol specification version 2026-07-28 shipped on 28 July with a stateless core, Multi Round-Trip Requests, required routing headers, cacheable list results and a hardened authorization model that deprecates Dynamic Client Registration in favour of Client ID Metadata Documents. All four Tier 1 SDKs shipped support on release day, so Azure teams running MCP servers on Container Apps, AKS or behind API Management can start migrating immediately.

MCP
Model Context Protocol
MCP 2026-07-28
Azure API Management
Azure Container Apps
AKS
Entra ID
OAuth
MRTR
AI Agents
Stateless Architecture
By Falak Mahmood
AI & Cloud Infrastructure
May 25, 2026

MCP goes stateless: Azure MCP server migration checklist

MCP's 2026-07-28 release candidate removes the initialize handshake and the Mcp-Session-Id header, so every request is self-contained and Azure-hosted MCP servers can run behind plain load balancers without sticky sessions or Redis session stores. Tasks and MCP Apps land as formal extensions, six SEPs harden authorization around OAuth 2.0 and OpenID Connect, and Roots, Sampling and Logging enter a 12-month deprecation window.

MCP
Model Context Protocol
Azure Container Apps
AKS
Azure API Management
Entra ID
AI Agents
OAuth
Stateless Architecture
By Falak Mahmood
AI & Cloud Infrastructure
January 2, 2026

Model Context Protocol in Production: One Year Review

One year after MCP shipped, this is what adoption actually looks like — server ecosystems, integration patterns, security concerns like tool poisoning and prompt injection, and the open questions heading into 2026.

MCP
Model Context Protocol
AI Agents
Tool Use
Anthropic
By Falak Mahmood
AI & Cloud Infrastructure
November 28, 2025

Model Context Protocol: The Future of Agent-Tool Interactions - Microsoft Ignite 2025

Microsoft Ignite BRK194: Model Context Protocol (MCP) standardizes agent-tool communication across platforms. Azure API Center integration, federated registries, cross-cloud orchestration, and enterprise governance for scalable agentic ecosystems.

Microsoft Ignite 2025
Model Context Protocol
MCP
Microsoft Foundry
Azure API Center
AI Agents
Agent Orchestration
Enterprise AI
Tool Integration
Federated Registries
Microsoft Entra
GitHub Copilot
VS Code
Logic Apps
Databricks
Cross-Platform AI
By Falak Mahmood
AI & Cloud Infrastructure
November 28, 2025

Running AI Agents in Production with Azure App Platform - Microsoft Ignite 2025

Microsoft Ignite BRK116: Deploy AI agents at scale with Azure App Service, AI Foundry, and MCP tools. Built-in observability, governance, security. Hitachi case study shows 73% downtime reduction and 41% cost savings.

Microsoft Ignite 2025
Azure App Platform
Azure App Service
Azure AI Foundry
AI Agents
MCP
Model Context Protocol
Production AI
Azure API Management
Application Insights
Agent Observability
GitHub Copilot
Hitachi
Predictive Maintenance
Enterprise AI
Agent Governance
By Falak Mahmood