Every developer building an AI application that needs to connect to external services faces the same question: should I use a standard REST or GraphQL API, or should I build an MCP server? The MCP vs API comparison — Model Context Protocol versus traditional REST and GraphQL APIs — is not about which is better in the abstract. It is…
What is MCP (Model Context Protocol)? A new standard for how AI models connect to the outside world landed quietly in November 2024 and has since become one of the fastest-rising topics in developer communities worldwide. It is an open standard created by Anthropic that defines how AI assistants connect to data sources, tools, and services in a consistent, secure,…
Most AI integration guides assume you are building a new application from scratch. The more common real-world situation is that you have an existing web application that is working well for your users, and you want to integrate AI into existing web application without disrupting what already works. This article is about that scenario - identifying where AI adds genuine…
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