Blood, Sweat & Tears
An AI training app for Blood, Sweat & Tears, a London Lagree studio and training brand — digital flashcards and AI-graded quizzes that help instructors and students master the Lagree method.
Read moreData Science & AI · London
MCP servers that connect AI to your business
MCP server development and AI integration services — your CRM, database and documents connected to Claude and ChatGPT. We build and run MCP servers every day in our own work.
Solutions we've built power teams at:
Every step, with a team who's done it before
Connecting an AI assistant to your CRM and documents sounds risky — and done carelessly, it is. Handling that safely is most of the job. Every MCP server we build authenticates each user, scopes access per person and defaults to read-only, so Claude or ChatGPT sees only what that person already can. We run MCP servers in our own work every day.
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Spot the signal
A free first call to find where your team already copies information in and out of Claude or ChatGPT by hand — that copy-paste is the signal an MCP server removes. If nobody's using an AI assistant yet, we'll tell you to start there first; a server amplifies use, it doesn't create it.
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Scope the server
You see exactly which system gets connected, how users authenticate and what the AI may see and do before we start. From £5,000 for a first MCP server — and if it's not right, cancel in the first 21 days for your money back in full.
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Build and deploy
We build the server, wire it into your system — CRM, database or documents — and deploy it remotely on AWS as a server your team can actually use, with access scoped per person and every action the AI takes logged. Milestone payments as we deliver, and it works with Claude, ChatGPT and other MCP clients.
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Host and extend
We host and monitor the server, then connect the next system as you need it — an integration build from £10,000, or ongoing support from £400 a month. Built on a standard that's young and moving fast, so we treat security as the first requirement, not a feature.
AI integration services, already shipped
No MCP case studies yet — the standard is too new to pretend otherwise. What we do have is AI integrated into shipped systems: an AI coach grading trainers' answers across 550+ moves, an app that reads booking confirmations into itineraries, and an automated sales cycle that grew lead capacity 5x in 3 months. MCP is how we'd wire those today.
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One Place
An iOS and Android app that keeps everything about a group trip or event — travel, accommodation, agenda, guests and to-dos — in one place, built end to end by CodeLeap for a UK startup.
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SBU
CodeLeap automated the full sales cycle for a client in the UK energy sector, from lead capture through to signed contract, increasing lead generation capacity by 5x in 3 months.
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The tech
The honest version: no client MCP ships to point at yet — but our own engineering runs on MCP servers daily, and this is what we build them with.
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Model Context Protocol
The open standard that lets AI assistants use your systems — young, moving fast, and already how our own engineering tooling runs every day.
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Claude API & OpenAI
We've shipped OpenAI-powered features and build on the Claude API — which assistant your MCP server talks to is a per-project decision.
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Custom ChatGPT connectors
OpenAI's ChatGPT connectors are built on MCP — so one well-built server can serve ChatGPT and Claude alike.
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Remote MCP hosting
Servers deployed remotely on AWS — the cloud our shipped products already run on — monitored and maintained, not left on a laptop.
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Auth & permissions
Every server authenticates its users and scopes what the AI can see and do per person — deny by default, opt in to expose.
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Your existing tools
MCP servers sit in front of what you already run — we've shipped wiring into CRMs like Pipedrive and books like Xero, the same systems a server exposes.
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Our own daily use
Our design, SEO and project tooling runs on MCP servers every day — some we built, some from the ecosystem. We work with this before we sell it.
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And much more
This is what comes up most often, not a limit. Bring us something that isn't on this list and we'll get up to speed on it — working with something new is the job, not an obstacle.
What our clients are saying
Real reviews from clients we have delivered for, on Clutch and elsewhere.
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The enthusiasm, understanding of our mission, and passion from the first few minutes of the call were the deciding factors in choosing CodeLeap. Within 3 months of our app launching, we had over 1,500 downloads, appeared in leading publications from Forbes, The Metro, Marie Claire, Women's Fitness and many more, and started raising further investment.
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They are incredibly diligent in the quality of work they produce, and go above and beyond when it comes to solving issues faced within the project, and to ensure we meet strict project deadlines. You never feel like you are one of many clients, and they ensure they are always there to help with any need you have, no matter how big or small.
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CodeLeap made me feel like my options were limitless in terms of what could be achieved, which was critical to me as we were creating something very unique. I'm glad I chose Codeleap over a large corporation as the personable approach resulted in a smooth and pleasant experience.
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Working with CodeLeap was a very good experience from both a professional and personal point of view. These people know what they are doing and are both efficient and clever and made a good partner. I wouldn't hesitate to recommend CodeLeap.
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CodeLeap adds so much value and goes above and beyond what I expected. CodeLeap's team is very flexible with all the different requests we've put in front of them. They've also been great with the whole business side of things, and being able to forecast for this industry is really helpful. Overall, I'm completely satisfied with their work — they've been incredibly helpful.
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Their flexibility and focus on quality were outstanding.
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Marcelo has been wonderful throughout the process and we are very happy.
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Absolutely FANTASTIC. This is very much what I had in mind. We're very pleased with your team, thank you all very much.
Flexible, transparent pricing
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First MCP server
- One system connected to Claude or ChatGPT
- Authentication and per-user permissions built in
- Deployed as a remote server your team can use
- Fixed scope and price agreed before we start
- Cancel in the first 21 days, money back in full
From £5,000
Book a free consultation -
AI integration build
- MCP servers across several systems — CRM, database, documents
- Remote hosting on AWS, monitored and maintained
- Access scoped per user, so the AI sees only what they can
- Works with Claude, ChatGPT and other MCP clients
- Or ongoing support from £400 a month
From £10,000
Book a free consultation -
Other AI & automation services
Any questions? We're here to answer
Everything you might want to know before starting a project with us.
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A connector between an AI assistant and your systems. MCP — the Model Context Protocol — is the open standard that lets Claude, ChatGPT and other assistants securely read from and act on your tools: your CRM, your database, your documents. A Claude MCP server, for instance, is the piece we build that exposes one of those systems to Claude, with authentication and permissions deciding exactly what it can see and do.
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Software developers — mostly in-house teams following tutorials, because almost no agencies offer it as a service yet. We do: CodeLeap builds and runs MCP servers every day in our own engineering work, and we'll build the same for you — scoped, authenticated and deployed, not a weekend prototype.
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When your team already uses Claude or ChatGPT and keeps copying information in and out of it by hand. That copy-paste is the signal — an MCP server gives the assistant direct, permissioned access instead. If nobody in the business uses an AI assistant yet, start there first; a server amplifies use that already exists, it doesn't create it.
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Yes, when the server is built properly — and that's most of the job. Every server we build authenticates its users, scopes access per person, defaults to read-only where writing isn't needed, and logs what the AI touched. We'll also be honest: the MCP ecosystem is young, so we treat security as the first requirement, not a feature.
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From £5,000 for a first MCP server — one system connected to Claude or ChatGPT, with auth and permissions, deployed and working. Connecting several systems with remote hosting and monitoring starts from £10,000. Fixed scopes, milestone payments, and support from £400 a month after launch.
Meet the humans at CodeLeap
A small, experienced team of designers, engineers and problem-solvers working closely with you from first idea to final delivery.
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Victor
CTO / Co-Founder
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Vivian
COO / Co-Founder
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Matt
Project Manager
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Amábili
Designer
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Konrad
Sales Representative
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Kenzo
Tech Lead
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Paulo
Tech Lead
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Marcelo
Project Manager
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Felipe
Tech Lead
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Vinny
Advisor
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Laura
Commercial Analyst
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Takuya
Tech Lead
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Rafael
Frontend Developer
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Caio
Frontend Developer
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Kaella
Backend Developer
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Guilherme
Backend Developer
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Mario
Designer
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Leonardo
Frontend Developer Intern
Let's build something that pays for itself
Our team of experts can help you evaluate innovation opportunities for your business.
Prefer to reach us directly?
Latest insights
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An AI agent is software that pursues a goal across several steps on its own—reading a request, deciding what to do, and using your tools to act. A plain-English guide to how AI agents work, how they differ from classic automation and chatbots, and where they actually help.
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What Is an MCP Server? A Plain Guide to the Model Context Protocol
An MCP server connects an AI assistant to your business systems through the Model Context Protocol — an open standard from Anthropic. What it is, how it works, and when you need one.
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A short guide to spotting the processes in your business that are worth automating first, and the ones best left alone for now.
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Meet the team!
We're a fully remote company: a 28-strong global team of designers, developers, data scientists, project managers and QA testers, with leadership in London. Here's who's on the team — and how the 2024 all-team retreat in Brazil went.
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New award win
We've been named a winner in the SME News Southern Enterprise Awards 2023. Rather than just celebrate, here's what the award actually is, how winners are chosen, and why the recognition means something to our team and clients.
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We're a top AI company in the UK
Clutch named CodeLeap one of the UK's leading AI companies. Here's what that recognition actually measures — verified client reviews, Ability to Deliver, and focus — and why our 4.9-star profile matters when you're choosing a partner.
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