MCP Server Builds
Modular, scalable AI architectures you can actually use. Designed for performance, scalability, and full control.
AI MCP Server Integration for UK Businesses & Builders
MCP (Model Context Protocol) is a way to build AI systems that are modular, composable, and production-ready. Instead of monolithic prompts, you get structured systems of prompts, tools, agents, and memory layers.
We design and build MCP server stacks using tools like LangGraph, CrewAI, DSPy, and custom setups. Whether you need multi-agent orchestration or a clean tool-use pipeline, we'll build it properly.
What's Included
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 for routing, role assignment, and integration with LLMs like GPT-4o or Claude. Built with DSPy, CrewAI, LangGraph, or a custom stack.
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've built real MCP stacks using LangGraph, CrewAI, and more. We know what works in production, not just in demos.
- Expertise in LLM orchestration, tool-use, and vector search
- UK-based team that works lean and fast
- Practical advice, modular builds, and full transparency
- Everything we design, we can build and deploy
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.