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Universal Image MCP - One Server, Three AI Image Providers

· 5 min read
Manu Mishra
Distinguished Solutions Architect, Author & Researcher in AI & Cloud

Universal Image MCP Architecture

I use AI-generated images constantly—architecture diagrams, UI mockups, interface concepts, responsive design visualizations. Different models excel at different tasks, and I often compare outputs across providers to pick the best result.

The existing MCP servers I found had a common limitation: hardcoded model IDs. When providers deprecated models, tools broke. When new models launched, they weren't available until someone updated the code.

So I built Universal Image MCP—a server that fetches models dynamically from provider APIs. New models appear automatically. Deprecated ones disappear. No code changes required.

AWS Re:Invent 2025, Reinvented — Powered by MCP

· 4 min read
Manu Mishra
Distinguished Solutions Architect, Author & Researcher in AI & Cloud

Every year, AWS re:Invent brings together thousands of builders, leaders, and innovators to explore the future of cloud. In 2025, the catalog is bigger than ever — 1,843 sessions across 53 areas of interest and 19 industries. Inspiring, yes — but also overwhelming.

That's why I built the re:Invent 2025 MCP Server: a comprehensive Model Context Protocol server that transforms how professionals navigate AWS's flagship conference, providing intelligent access to the complete session catalog with advanced search capabilities and speaker discovery.