AI MCP Server Integration for UK Businesses & Builders
Build smarter, modular AI systems with MCP architecture—designed for performance, scalability, and full control.
Modular, Scalable AI Architectures You Can Actually Use
Looking to go beyond one-shot prompts and basic APIs? MCP (Multi-Component Prompting) lets you build custom AI systems with memory, tools, data access, and routing logic. With AI MCP server integration, we help you deploy intelligent, reliable AI agents that suit your product or workflow—whether you’re running a SaaS platform, internal tool, or developer-facing product.
At Further Forward, we don’t just talk AI infra—we build it. From orchestration to hosting, we’ll help you get your MCP-based AI server running, fast and right.

System Design & Architecture
We map out your AI use case and design a modular system of prompts, tools, agents, and memory layers—suited to your data, goals, and team.
Server Build & Orchestration
We configure your MCP server (e.g. DSPy, CrewAI, LangGraph, custom stack) for routing, role assignment, and integration with LLMs like GPT-4o or Claude.
Hosting & Deployment
Run your MCP server on your infrastructure or ours—secure, scalable, and ready to integrate with your SaaS app or internal systems.
Tooling & Vector Store Integration
Need your agents to use tools or retrieve data? We integrate APIs, vector databases, RAG pipelines, and file systems into your server build.
Why Choose Further Forward?
We don’t over-engineer. We build what you need to prove value and scale cleanly. Whether you’re building internal AI tools or production-grade systems—we’ve got your back.
Let’s Build Your AI System Together
Need help designing or deploying your own MCP stack? Let’s map out what’s possible—and what’s worth building.