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MCP AI integration

12 posts

blogengineer
08-Feb-2026

From Whiteboard to Code Graphs: Building an AI Context Layer

Architecture diagrams are lies the moment you draw them. Here's how to build living code graphs that actually reflect your system—and why AI needs them.

blogengineer
08-Feb-2026

MCP FAQ: Turn AI Assistants Into Product Intelligence Partners

MCP connects AI assistants to your codebase intelligence. Stop explaining your product architecture—let Claude and Cursor query it directly.

blogengineer
08-Feb-2026

MCP FAQ: Essential Model Context Protocol Questions Answered

Model Context Protocol connects AI tools to real data. Here's everything you need to know about MCP servers, security, and practical implementation.

blogcto
08-Feb-2026

Enterprise AI Implementation: From Pilot to Production at Scale

Most enterprise AI pilots never reach production. The real blocker isn't the AI—it's understanding your own codebase well enough to integrate it safely.

technicalengineer
08-Feb-2026

API Design for AI-First Applications: Patterns That Scale

AI applications demand different API patterns. Here's how to design endpoints that handle streaming, context windows, and unpredictable load without breaking.

technicalengineer
08-Feb-2026

Building AI Coding Agents That Actually Understand Your Codebase

AI coding agents fail because they lack context. Here's how to give them the feature maps, call graphs, and ownership data they need to work.

guideengineer
08-Feb-2026

Complete Guide to AI SDKs: From Code to Product Success

Most engineers pick an AI SDK and pray it works. Here's how to choose, integrate, and ship AI features without destroying your existing codebase.

blogpm
08-Feb-2026

Turn AI Assistants Into Product Intelligence Partners with MCP

Stop using ChatGPT as a search engine. MCP lets AI assistants access your feature catalog, code health data, and competitive gaps directly.

technicalengineer
08-Feb-2026

MCP: The USB-C for AI Apps That Killed Our Glue Code Hell

Model Context Protocol lets AI tools talk to your code, databases, and docs without building custom integrations. Here's why it matters more than the LLM.

technicalengineer
05-Feb-2026

Model Context Protocol: The Missing Layer for Code AI

Why 60+ specialized MCP tools beat generic LLM prompting for code intelligence. Deep dive into the protocol that makes AI actually useful for developers.

Vivian M. Otieno
blogcto
05-Feb-2026

Onboarding Developers: From 6 Months to 2 Weeks

How AI-powered codebase context and code tours transform developer onboarding from months of tribal knowledge transfer to weeks of guided exploration.

Vivian M. Otieno
guideengineer
31-Jan-2026

How to Give Claude Code Full Project Context

Claude Code is powerful but limited by what it can see. Here's how to feed it codebase-level context for dramatically better results on complex tasks.

Fatima Zahra Ghaddar