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Connecting AI To The Tools
Your Business Already Uses

We deliver MCP development services, building custom Model Context Protocol solutions that give AI systems secure, structured access to your data, tools, and business systems. Smarter AI integrations, faster workflows, and more intelligent automation, built to the world's highest AI governance standard.

Build your MCP solution
ISO

One of Ireland's first companies to achieve ISO 42001:2023 certification, the globally recognised AI governance standard.

ISO

ISO 27001:2022 certified company, the internationally recognised information security management standard.

The Missing Link Between
AI And Your Business Systems

The Model Context Protocol is an open standard developed by Anthropic that enables AI systems to securely connect to and interact with external data sources, tools, and business applications. Think of MCP as a universal connector that allows AI models like Claude, GPT-4, and others to access your databases, APIs, file systems, and business tools in a structured, secure, and governable way.

The Model Context Protocol

At Square Root Solutions, our MCP server development builds custom servers and integrations that unlock the full potential of AI within your existing infrastructure, without compromising security, compliance, or control. As one of Ireland's first ISO 42001 certified AI companies, we ensure every MCP solution we build is governed to the world's highest AI management standard.

MCP server development

What We Build

From custom MCP servers to business AI integrations, our Model Context Protocol development connects your AI systems to the tools and data they need.

Custom MCP Server Development

Custom MCP Server Development

Building bespoke MCP servers that give AI systems secure, structured access to your specific data sources, APIs, and business tools.

Custom MCP Server Development
Enterprise AI Tool Integration

Business AI tool integration

Connecting AI models to your existing business systems including CRMs, ERPs, databases, and cloud platforms through custom MCP implementations.

Enterprise AI Tool Integration
MCP Security And Governance

MCP security and governance

Designing and implementing secure MCP architectures with role-based access control, audit logging, and compliance frameworks built in from day one.

MCP Security And Governance
RAG And Knowledge Base Integration

RAG And Knowledge Base Integration

Building MCP-powered retrieval systems that give AI models access to your internal knowledge bases, documentation, and proprietary data in real time.

RAG And Knowledge Base Integration
Multi-Model MCP Orchestration

Multi-Model MCP Orchestration

Designing MCP architectures that enable multiple AI models to share context, tools, and data sources seamlessly within a unified business AI ecosystem.

Multi-Model MCP Orchestration
MCP Consulting And Strategy

MCP Consulting And Strategy

Helping businesses define their MCP strategy, assess integration opportunities, and build a roadmap for connecting AI to their existing technology stack.

MCP Consulting And Strategy
Talk to our team

Why MCP Is The Future Of
business AI Integration

MCP solves the most complex challenge in business AI, connecting intelligent systems to real business data securely and at scale, and our custom MCP server development makes that connection possible.

01

Standardised AI Connectivity

MCP provides a universal standard for connecting AI to any data source or tool, eliminating the need for bespoke, fragile point-to-point integrations that break as systems evolve.

02

Security And Control

MCP gives businesses granular control over what data and tools AI systems can access, with built-in security, authentication, and audit trails that meet the strictest business compliance requirements.

03

Faster AI Deployment

With MCP, connecting a new AI model to your existing data sources and tools takes hours rather than weeks, dramatically accelerating the time to value for business AI initiatives.

04

Future-Proof Architecture

As the AI landscape evolves, MCP ensures your business AI integrations remain compatible with new models, tools, and platforms without costly rebuilds.

MCP Solutions Across
Every Sector

We build MCP integration services and custom MCP solutions for businesses across a wide range of industries.

EdTech
EdTech
FinTech
FinTech
HealthTech
HealthTech
E-commerce
E-commerce
B2B & Supply Chain
B2B & Supply Chain
Government Public Sector
Government and
Public Sector
GreenTech Sustainability
GreenTech and
Sustainability
SportsTech
SportsTech
Real Estate
Real Estate
Hardware & IoT
Hardware & IoT
Wellness
Wellness
Social Community
Social Impact and
Community

Why established Irish businesses Choose
Square Root For MCP Development

Deep AI expertise, business security credentials, and a commitment to responsible AI governance.

ISO 42001 Certified AI Governance

One of Ireland's first ISO 42001 certified companies. Every MCP solution we build is governed to the world's first international AI management standard, ensuring responsible, secure, and accountable AI connectivity. MCP engineering is connected to production software architecture.

Early MCP Adopters

We were among the first development teams in Ireland to implement and productionise MCP solutions, giving our clients a significant head start. Custom AI integrations are replaced with reusable connection layers.

Security First Approach

As ISO 27001 certified information security professionals, we design every MCP architecture with business-grade security and GDPR compliance built in from day one. Resources are separated from executable actions, and user identity is preserved across MCP connections.

End To End MCP Expertise

From strategy through development, testing, and deployment, we manage the full MCP development lifecycle. Business capabilities are exposed as focused MCP tools, with tool schemas designed for reliable model selection.

Speak to an expert
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Our MCP development process

A structured, security-first approach from discovery to deployment.

Get in touch

We map your existing data sources, tools, APIs, and business systems to identify the right MCP integration opportunities and define a clear implementation roadmap.

We design your MCP server architecture, defining data access patterns, security boundaries, authentication mechanisms, and governance frameworks before any development begins.

We build your custom MCP servers and integrations, connecting your AI systems to the right data sources and tools with structured, secure, and auditable access.

We conduct rigorous security testing across every MCP integration, ensuring data access controls, authentication, and audit logging meet your compliance and regulatory requirements.

We deploy your MCP solution to your chosen infrastructure and provide ongoing monitoring, optimisation, and support as your AI ecosystem evolves.

Technologies We Use To Build MCP Solutions

The most advanced and battle-tested tools behind our business MCP development, built for secure, scalable MCP integrations.

cloudflare
claude
openai
gemini
llama-meta
hugging face
langchain
langgraph
autogen
crewai
llamaindex
semantic kernel
pinecone
weaviate
qdrant

Built at scale, trusted globally

Over a decade of delivering AI and software products for established Irish businesses. Every number represents a real client, a real product, and a real outcome.

10+

Years of
Experience

125M+

Platform
Users Served

350+

Projects
Delivered

150+

Engineers on
Our Team

45+

AI Solutions
Deployed

Connecting AI To The Tools Your Business Already Uses

Build secure MCP integrations that give AI applications controlled access to your business data, tools and workflows, enabling them to retrieve context and take meaningful actions.

Enterprise Software

Connecting Enterprise Systems Through MCP

The Problem:

A large organisation was using multiple business systems for CRM, project management, finance and internal documentation. Employees had to switch between platforms to find information or complete routine tasks, while existing AI tools had limited access to the organisation’s business systems.

Our Solution:

We developed a secure MCP server layer that exposed approved business tools and data sources to AI assistants through standardised interfaces. The MCP servers handled authentication, permissions and tool access, allowing AI applications to retrieve information and perform approved actions across connected enterprise systems.

The Result:

  • AI assistants could securely access multiple business systems
  • Reduced manual switching between enterprise applications
  • Standardised access to internal tools and data
  • Improved automation of routine information and workflow tasks
Enterprise Software image
Software Development

An MCP-Powered AI Development Assistant

The Problem:

A software development team was using AI coding assistants, but the AI had limited context about their repositories, project documentation, issue trackers and development workflows. Developers still had to manually provide context before asking the AI to investigate problems or perform tasks.

Our Solution:

We built MCP servers that securely connected the AI assistant with approved development tools, including source repositories, documentation, issue tracking and project data. Developers could give the assistant access to relevant tools and context while maintaining permission controls across development environments.

The Result:

  • Developers spent less time manually gathering project context
  • AI assistants could work with live project information
  • Repetitive development tasks became easier to automate
  • Existing development tools remained the source of truth
Software Development image
E-commerce

MCP Integration For An AI Customer Support Agent

The Problem:

An e-commerce company had an AI customer support assistant, but it could only answer questions from static knowledge. It could not securely access live order information, inventory, customer records or delivery status, forcing support teams to handle many requests manually.

Our Solution:

We developed MCP integrations that allowed the AI agent to securely access approved business tools, including order management, inventory and delivery systems. Permissions and tool-level controls ensured the agent could retrieve information and perform only authorised actions.

The Result:

  • AI could retrieve real-time order and delivery information
  • Customers received more useful contextual responses
  • Routine support requests required less human intervention
  • Existing business systems remained connected through a standardised integration layer
E-commerce image
View All Projects Contact us

Get in touch

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Your data stays private and GDPR-compliant.

Marah Curtin

“Frekkel's AI turned our vision into something real. Our users love the personalisation, the transparency, and the progress they can see and feel.”

Marah Curtin (Founder & CEO, Frekkel)

Wendy Oke

“They're not just an outsource development company, they became an extension of our team.”

Wendy Oke (CEO, TeachKloud)

Dr Jake Robinson

“Square Root Solutions understood exactly what we needed for our AI-powered learning platform. The team delivered something our students and educators genuinely rely on.”

Dr Jake Robinson
(Founder & CEO, OnWard Education)

Cathal D’Arcy

“Square Root Solutions put me at ease from day one, clear communication, a brilliant project manager, and a team that treated our success as their own.”

Cathal D’Arcy (Founder & CEO, Bergo)

Deirdre Lyons

“Square Root Solutions brought both technical depth and genuine care to our platform. What they built gives our team real confidence in how it performs.”

Deirdre Lyons (Founder & CEO, Acuru)

Aaron Keane

“Square Root Solutions built a platform our students actually use every day. Reliable, easy to use, and exactly what we needed.”

Aaron Keane (Founder, Leaving Cert Plus)

Our clients speak

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Square Root took the time to understand our vision, built a clear technical roadmap, and communicated brilliantly throughout, our dedicated project manager was outstanding. The team treated Bergo's success as their own, and I couldn't recommend them more highly.

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Cathal D'Arcy

Founder, BERGO - Specialist BER Assessment Software
question

Square Root Solutions delivered a stable, high-performing MVP with strong early user engagement. Following an agile approach throughout, the team was responsive, adaptable, and proactive in resolving issues and incorporating feedback. They excelled at translating complex ideas into intuitive user experiences that users loved from day one.

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Anthony Kelly

Founder, Hitch Networking
question

Square Root Solutions delivered exactly what we needed with professionalism, clear communication, and exceptional responsiveness. Their ability to adapt quickly while maintaining high-quality delivery made the entire process seamless. We look forward to working with them again and recommend them without hesitation.

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Louise Jones

CEO, Barrister365
question

Working with Square Root Solutions was a seamless experience. They successfully delivered our app across two platforms, earning positive feedback for its intuitive design while maintaining a transparent and well-organized development process. Their willingness to adapt to evolving requirements, coupled with deep technical expertise & strong product thinking, made them a trusted technology partner.

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Niamh De Búrca

Founder, SproutPlans
question

Square Root Solutions delivered our custom platform with professionalism, clear communication, and a genuine commitment to our success. They consistently met milestones, responded quickly to feedback, and worked as an extension of our team. Their dedication to building the best possible product helped make our platform launch a success.

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Conall Horgan

Founder, Talent Prospecting
question

Working with Square Root Solutions was a great experience. They delivered a beautifully designed mobile app, communicated openly about timelines, and consistently met key milestones. Their responsiveness, transparency, and commitment to quality made the entire development process smooth and collaborative.

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Clare Gleeson

Co-Founder, Fostering Connect
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Square Root Solutions went above and beyond to help us achieve our goals. They successfully maintained our web platform, delivered a high-quality mobile app on time and within budget, and remained highly responsive throughout the project. The team consistently kept their promises, met every milestone, and demonstrated a genuine commitment to our success, making them a trusted technology partner.

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Deirdre Lyons

Co-Founder, Acuru (formerly Examfly)
question

Square Root Solutions delivered a high-quality app that exceeded our expectations and created new revenue opportunities for our business. Throughout the project, the team communicated clearly, delivered on time, and remained incredibly flexible as our vision evolved. Their willingness to adapt, refine, and ensure every detail was right made them an outstanding partner to work with.

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Karl O Meara

Managing Director, Centric Pensions Limited
question

Square Root Solutions brought creativity, enthusiasm, and genuine passion to every stage of our project. They delivered intuitive apps that have been warmly received by educators for their ease of use and rich functionality, while also generating growing interest among parents. Their clear communication and collaborative approach kept everyone aligned, making the entire development process smooth and enjoyable.

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Avril McMonagle

Founder & Lead Consultant, Meantóir
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Square Root Solutions transformed our website into a modern, accessible platform that's easy for non-technical users to manage and seamlessly integrates with third-party systems. Their excellent communication, responsiveness, and commitment to meeting deadlines made the entire process effortless. The improvements have contributed to increased student enrolment and delivered lasting value to our organisation.

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Tadhg Farrelly

IT Coordinator, Greenhills Community College

Frequently Asked Questions

The Model Context Protocol is an open standard developed by Anthropic that enables AI systems to securely connect to external data sources, tools, and business applications in a structured, governable way. It acts as a universal connector between AI models and the business systems they need to access.

Yes, when implemented correctly. MCP includes built-in security mechanisms including authentication, authorisation, and audit logging. At Square Root Solutions, we add additional business-grade security layers including role-based access control, encryption, and GDPR-compliant data handling to every MCP solution we build.

A basic MCP server integration can be completed in 2 to 4 weeks. More complex business MCP architectures connecting multiple data sources and AI models typically take 2 to 4 months depending on the complexity of your existing systems.

Businesses need MCP because connecting AI models to real business data has traditionally required complex, fragile custom integrations. MCP provides a standardised, secure, and scalable approach to AI connectivity that works across different models, tools, and platforms.

MCP is supported by a growing range of AI models and platforms including Claude by Anthropic, and is increasingly being adopted across the broader AI ecosystem. We build MCP solutions that work across multiple models and platforms.

MCP itself is a connectivity protocol. GDPR compliance depends on how the solution is implemented. At Square Root Solutions, we build every MCP solution with GDPR compliance by design, ensuring AI systems only access the data they are authorised to access and that all data handling meets EU regulatory requirements.