Kamil Olczyk

About

I’m the founder of MCPForge, a platform focused on verifying, testing, and governing Model Context Protocol (MCP) servers. I build developer tools and work hands-on with MCP servers, AI integrations, APIs, automation, and production web applications. My work includes analyzing MCP server implementations, testing tools and endpoints, evaluating security and configuration issues, building API integrations, and developing infrastructure for monitoring and governing MCP servers. Through MCPForge, I work on practical challenges related to the adoption of the Model Context Protocol, including MCP server security, authentication, reliability, compatibility, tool quality, health monitoring, deployment, testing, and governance. I can provide practical insights and commentary on topics including Model Context Protocol (MCP), AI agents, AI infrastructure, developer tools, API integrations, AI security, MCP security, SaaS development, coding agents, AI-assisted software development, automation, and deploying AI-powered applications. I’m particularly interested in questions about how companies and developers can safely adopt AI agents and MCP servers, evaluate third-party AI integrations, manage security risks, test AI infrastructure, and move AI-powered systems from prototypes into production. I prefer providing specific, practical answers based on real development experience, technical analysis, and observations from building MCPForge rather than generic commentary about AI trends. Website: www.mcpforge.tech